Datasets:

UEXdo
/

UEX-IES-OpenDataHub

+# UEX-IntelligentEnergySystems: Curated Open Datasets
+A curated hub for AI-driven energy systems, smart grids, and demand-side management.
+## AI & Deep Learning
+| Title | Journal | Year | DOI |
+| :--- | :--- | :--- | :--- |
+| Reconstructing fine-scale 3D wind fields with terrain-informed machine learning | Nature Communications | 2026 | [10.1038/s41467-026-70562-5](https://doi.org/10.1038/s41467-026-70562-5) |
+| Energy-efficient wireless sensor network for urban groundwater level monitoring using machine learning and sink mobility | Scientific Reports | 2026 | [10.1038/s41598-026-39435-1](https://doi.org/10.1038/s41598-026-39435-1) |
+| Predicting energy prices and renewable energy adoption through an optimized tree-based learning framework with explainable artificial intelligence | Scientific Reports | 2026 | [10.1038/s41598-026-35706-z](https://doi.org/10.1038/s41598-026-35706-z) |
+| Electric vehicle charging station recommendation system based on graph neural network and context-aware refinement | Scientific Reports | 2026 | [10.1038/s41598-026-41271-2](https://doi.org/10.1038/s41598-026-41271-2) |
+| Electroluminescent perovskite QD–based neural networks for energy-efficient and accelerate multitasking learning | Science Advances | 2026 | [10.1126/sciadv.ady8518](https://doi.org/10.1126/sciadv.ady8518) |
+| CPVPD-2024: A Chinese photovoltaic plant dataset derived via a topography-enhanced deep learning framework | Scientific Data | 2025 | [10.1038/s41597-025-05891-z](https://doi.org/10.1038/s41597-025-05891-z) |
+| Machine learning assisted composition design of high-entropy Pb-free relaxors with giant energy-storage | Nature Communications | 2025 | [10.1038/s41467-025-56443-3](https://doi.org/10.1038/s41467-025-56443-3) |
+| Single-fibril Förster resonance energy transfer imaging and deep learning reveal concentration dependence of amyloid β 42 aggregation pathways | npj Clean Energy | 2025 | [10.1093/pnasnexus/pgaf342](https://doi.org/10.1093/pnasnexus/pgaf342) |
+| Power quality disturbance identification using hybrid deep learning in renewable energy systems | Scientific Reports | 2025 | [10.1038/s41598-025-28291-0](https://doi.org/10.1038/s41598-025-28291-0) |
+| Solar potential assessment using machine learning and climate change projections for long-term energy planning | Scientific Reports | 2025 | [10.1038/s41598-025-23661-0](https://doi.org/10.1038/s41598-025-23661-0) |
+| Survival analysis of electric vehicle charging behavior and the temporal evolution of feature effects | Scientific Reports | 2025 | [10.1038/s41598-025-18771-8](https://doi.org/10.1038/s41598-025-18771-8) |
+| Deep learning approach to energy consumption modeling in wastewater pumping systems | Scientific Reports | 2025 | [10.1038/s41598-025-23158-w](https://doi.org/10.1038/s41598-025-23158-w) |
+| Remotely sensed above-ground storage tank dataset for object detection and infrastructure assessment | Scientific Data | 2024 | [10.1038/s41597-023-02780-1](https://doi.org/10.1038/s41597-023-02780-1) |
+| Machine learning-accelerated discovery of heat-resistant polysulfates for electrostatic energy storage | Nature Energy | 2024 | [10.1038/s41560-024-01670-z](https://doi.org/10.1038/s41560-024-01670-z) |
+| Effective data-driven collective variables for free energy calculations from metadynamics of paths | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae159](https://doi.org/10.1093/pnasnexus/pgae159) |
+| Cocaine diminishes functional network robustness and destabilizes the energy landscape of neuronal activity in the medial prefrontal cortex | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae092](https://doi.org/10.1093/pnasnexus/pgae092) |
+| Optimising the manufacturing of a β-Ti alloy produced via direct energy deposition using small dataset machine learning | Scientific Reports | 2024 | [10.1038/s41598-024-57498-w](https://doi.org/10.1038/s41598-024-57498-w) |
+| Active learning-based machine learning approach for enhancing environmental sustainability in green building energy consumption | Scientific Reports | 2024 | [10.1038/s41598-024-70729-4](https://doi.org/10.1038/s41598-024-70729-4) |
+| Estimating the energy consumption for residential buildings in semiarid and arid desert climate using artificial intelligence | Scientific Reports | 2024 | [10.1038/s41598-024-63843-w](https://doi.org/10.1038/s41598-024-63843-w) |
+| The carbon footprint of predicting CO2 storage capacity in metal-organic frameworks within neural networks | iScience | 2024 | [10.1016/j.isci.2024.109644](https://doi.org/10.1016/j.isci.2024.109644) |
+| Physics-guided deep learning for skillful wind-wave modeling | Science Advances | 2024 | [10.1126/sciadv.adr3559](https://doi.org/10.1126/sciadv.adr3559) |
+| A benchmark dataset for binary segmentation and quantification of dust emissions from unsealed roads | Scientific Data | 2023 | [10.1038/s41597-022-01918-x](https://doi.org/10.1038/s41597-022-01918-x) |
+| Global green hydrogen-based steel opportunities surrounding high quality renewable energy and iron ore deposits | Nature Communications | 2023 | [10.1038/s41467-023-38123-2](https://doi.org/10.1038/s41467-023-38123-2) |
+| Transformer fault diagnosis method based on TLR-ADASYN balanced dataset | Scientific Reports | 2023 | [10.1038/s41598-023-49901-9](https://doi.org/10.1038/s41598-023-49901-9) |
+| Interrelationships between urban travel demand and electricity consumption: a deep learning approach | Scientific Reports | 2023 | [10.1038/s41598-023-33133-y](https://doi.org/10.1038/s41598-023-33133-y) |
+| Statistical and machine learning-based durability-testing strategies for energy storage | Joule | 2023 | [10.1016/j.joule.2023.03.008](https://doi.org/10.1016/j.joule.2023.03.008) |
+| A long-term reconstructed TROPOMI solar-induced fluorescence dataset using machine learning algorithms | Scientific Data | 2022 | [10.1038/s41597-022-01520-1](https://doi.org/10.1038/s41597-022-01520-1) |
+| Energy and thermal modelling of an office building to develop an artificial neural networks model | Scientific Reports | 2022 | [10.1038/s41598-022-12924-9](https://doi.org/10.1038/s41598-022-12924-9) |
+| Machine learning toward advanced energy storage devices and systems | iScience | 2021 | [10.1016/j.isci.2020.101936](https://doi.org/10.1016/j.isci.2020.101936) |
+| Machine learning model to project the impact of COVID-19 on US motor gasoline demand | Nature Energy | 2020 | [10.1038/s41560-020-0662-1](https://doi.org/10.1038/s41560-020-0662-1) |
+| Author Correction: Machine learning model to project the impact of COVID-19 on US motor gasoline demand | Nature Energy | 2020 | [10.1038/s41560-020-00711-7](https://doi.org/10.1038/s41560-020-00711-7) |
+## Demand Response & IoT
+| Title | Journal | Year | DOI |
+| :--- | :--- | :--- | :--- |
+| China’s product-level CO2 emissions dataset aligned with national input-output tables from 1997 to 2020 | Scientific Data | 2025 | [10.1038/s41597-025-04366-5](https://doi.org/10.1038/s41597-025-04366-5) |
+| Unlocking global carbon reduction potential by embracing low-carbon lifestyles | Nature Communications | 2025 | [10.1038/s41467-025-59269-1](https://doi.org/10.1038/s41467-025-59269-1) |
+| Smart building energy management with renewables and storage systems using a modified weighted mean of vectors algorithm | Scientific Reports | 2025 | [10.1038/s41598-024-79782-5](https://doi.org/10.1038/s41598-024-79782-5) |
+| Spatiotemporal evolution of agricultural carbon emissions intensity in China and analysis of influencing factors | Scientific Reports | 2025 | [10.1038/s41598-025-04973-7](https://doi.org/10.1038/s41598-025-04973-7) |
+| Natural gas bi-level demand response strategies considering incentives and complexities under dynamic pricing | Scientific Reports | 2025 | [10.1038/s41598-025-11893-z](https://doi.org/10.1038/s41598-025-11893-z) |
+| An optimized demand response framework for enhancing power system reliability under wind power and EV-induced uncertainty | Scientific Reports | 2025 | [10.1038/s41598-025-05482-3](https://doi.org/10.1038/s41598-025-05482-3) |
+| Spatiotemporal carbon footprints of electricity production and consumption in China | Cell Reports Sustainability | 2025 | [10.1016/j.crsus.2025.100466](https://doi.org/10.1016/j.crsus.2025.100466) |
+| Deciphering decarbonization trajectories in China by spatiotemporal-accumulation modeling of electricity carbon footprint | iScience | 2025 | [10.1016/j.isci.2025.111963](https://doi.org/10.1016/j.isci.2025.111963) |
+| Unlocking the potential of biogas systems for energy production and climate solutions in rural communities | Nature Communications | 2024 | [10.1038/s41467-024-50091-9](https://doi.org/10.1038/s41467-024-50091-9) |
+| Blockchain-based energy consumption approaches in IoT | Scientific Reports | 2024 | [10.1038/s41598-024-77792-x](https://doi.org/10.1038/s41598-024-77792-x) |
+| An empirical agent-based model of consumer co-adoption of low-carbon technologies to inform energy policy | Cell Reports Sustainability | 2024 | [10.1016/j.crsus.2024.100268](https://doi.org/10.1016/j.crsus.2024.100268) |
+| Enhancing the European power system resilience with a recommendation system for voluntary demand response | iScience | 2024 | [10.1016/j.isci.2024.111430](https://doi.org/10.1016/j.isci.2024.111430) |
+| Olivine alteration and the loss of Mars’ early atmospheric carbon | Science Advances | 2024 | [10.1126/sciadv.adm8443](https://doi.org/10.1126/sciadv.adm8443) |
+| Positron emission tomography dataset of [11C]carbon dioxide storage in coal for geo-sequestration application | Scientific Data | 2023 | [10.1038/s41597-023-02754-3](https://doi.org/10.1038/s41597-023-02754-3) |
+| Emissions savings from equitable energy demand reduction | Nature Energy | 2023 | [10.1038/s41560-023-01283-y](https://doi.org/10.1038/s41560-023-01283-y) |
+| Prebiotic synthesis of mineral-bearing microdroplet from inorganic carbon photoreduction at air–water interface | npj Clean Energy | 2023 | [10.1093/pnasnexus/pgad389](https://doi.org/10.1093/pnasnexus/pgad389) |
+| Reviewing the sociotechnical dynamics of carbon removal | Joule | 2023 | [10.1016/j.joule.2022.11.008](https://doi.org/10.1016/j.joule.2022.11.008) |
+| Region-wise evaluation of price-based demand response programs in Japan’s wholesale electricity market considering microeconomic equilibrium | iScience | 2023 | [10.1016/j.isci.2023.106978](https://doi.org/10.1016/j.isci.2023.106978) |
+| Spatiotemporal analysis of the future carbon footprint of solar electricity in the United States by a dynamic life cycle assessment | iScience | 2023 | [10.1016/j.isci.2023.106188](https://doi.org/10.1016/j.isci.2023.106188) |
+| Datasets on South Korean manufacturing factories’ electricity consumption and demand response participation | Scientific Data | 2022 | [10.1038/s41597-022-01357-8](https://doi.org/10.1038/s41597-022-01357-8) |
+| Unexpected no significant soil carbon losses in the Tibetan grasslands due to rodent bioturbation | npj Clean Energy | 2022 | [10.1093/pnasnexus/pgac314](https://doi.org/10.1093/pnasnexus/pgac314) |
+| Global land-use intensity and anthropogenic emissions exhibit symbiotic and explosive behavior | iScience | 2022 | [10.1016/j.isci.2022.104741](https://doi.org/10.1016/j.isci.2022.104741) |
+| Heterogeneous changes in electricity consumption patterns of residential distributed solar consumers due to battery storage adoption | iScience | 2022 | [10.1016/j.isci.2022.104352](https://doi.org/10.1016/j.isci.2022.104352) |
+| Safer carbon nanotube processing expands industrial and consumer applications | Science Advances | 2022 | [10.1126/sciadv.abq4853](https://doi.org/10.1126/sciadv.abq4853) |
+| High resolution global spatiotemporal assessment of rooftop solar photovoltaics potential for renewable electricity generation | Nature Communications | 2021 | [10.1038/s41467-021-25720-2](https://doi.org/10.1038/s41467-021-25720-2) |
+| A frequency-amplitude coordinator and its optimal energy consumption for biological oscillators | Nature Communications | 2021 | [10.1038/s41467-021-26182-2](https://doi.org/10.1038/s41467-021-26182-2) |
+| Adaptive optimal allocation of water resources response to future water availability and water demand in the Han River basin, China | Scientific Reports | 2021 | [10.1038/s41598-021-86961-1](https://doi.org/10.1038/s41598-021-86961-1) |
+| A high-performance triboelectric-electromagnetic hybrid wind energy harvester based on rotational tapered rollers aiming at outdoor IoT applications | iScience | 2021 | [10.1016/j.isci.2021.102300](https://doi.org/10.1016/j.isci.2021.102300) |
+| China's vehicle electrification impacts on sales, fuel use, and battery material demand through 2050: Optimizing consumer and industry decisions | iScience | 2021 | [10.1016/j.isci.2021.103375](https://doi.org/10.1016/j.isci.2021.103375) |
+| Electricity-powered artificial root nodule | Nature Communications | 2020 | [10.1038/s41467-020-15314-9](https://doi.org/10.1038/s41467-020-15314-9) |
+| Ecosystem services at risk: integrating spatiotemporal dynamics of supply and demand to promote long-term provision | One Earth | 2020 | [10.1016/j.oneear.2020.11.003](https://doi.org/10.1016/j.oneear.2020.11.003) |
+## Forecasting & Prediction
+| Title | Journal | Year | DOI |
+| :--- | :--- | :--- | :--- |
+| Microstructure &amp; physicochemical properties dataset of NaCl-based salt mixtures for concentrating solar power | Scientific Data | 2026 | [10.1038/s41597-025-06437-z](https://doi.org/10.1038/s41597-025-06437-z) |
+| Probabilistic day-ahead forecasting of system-level renewable energy and electricity demand | Nature Communications | 2026 | [10.1038/s41467-026-69015-w](https://doi.org/10.1038/s41467-026-69015-w) |
+| Behavioral uncertainty in EV charging drives heterogeneous grid load variability under climate goals | Nature Communications | 2026 | [10.1038/s41467-025-66796-4](https://doi.org/10.1038/s41467-025-66796-4) |
+| Comparative evaluation of several models for forecasting hourly electricity use in a steel plant | Scientific Reports | 2026 | [10.1038/s41598-026-43868-z](https://doi.org/10.1038/s41598-026-43868-z) |
+| A multi strategy optimization framework using AI digital twins for smart grid carbon emission reduction | Scientific Reports | 2026 | [10.1038/s41598-026-38720-3](https://doi.org/10.1038/s41598-026-38720-3) |
+| A multi-dimensional feature aggregation network for electric vehicle charging demand prediction | Scientific Reports | 2026 | [10.1038/s41598-026-38855-3](https://doi.org/10.1038/s41598-026-38855-3) |
+| Energy consumption forecasting in logistics considering environmental and operational constraints using FT-transformer architecture | Scientific Reports | 2026 | [10.1038/s41598-025-34414-4](https://doi.org/10.1038/s41598-025-34414-4) |
+| Minimization of outage probability and energy consumption by deep learning-based prediction in D2D mm wave communication | Scientific Reports | 2026 | [10.1038/s41598-025-34846-y](https://doi.org/10.1038/s41598-025-34846-y) |
+| UrbanEV: An Open Benchmark Dataset for Urban Electric Vehicle Charging Demand Prediction | Scientific Data | 2025 | [10.1038/s41597-025-04874-4](https://doi.org/10.1038/s41597-025-04874-4) |
+| Longitudinal Dataset of Net-load, PV Production and Solar Irradiation from Madeira Island, Portugal | Scientific Data | 2025 | [10.1038/s41597-025-06118-x](https://doi.org/10.1038/s41597-025-06118-x) |
+| A hierarchical dataset on multiple energy consumption and PV generation with emissions and weather information | Scientific Data | 2025 | [10.1038/s41597-025-06010-8](https://doi.org/10.1038/s41597-025-06010-8) |
+| COFACTOR Drammen dataset - 4 years of hourly energy use data from 45 public buildings in Drammen, Norway | Scientific Data | 2025 | [10.1038/s41597-025-04708-3](https://doi.org/10.1038/s41597-025-04708-3) |
+| 5G High Density Demand Dataset in Liverpool City Region, UK | Scientific Data | 2025 | [10.1038/s41597-025-06282-0](https://doi.org/10.1038/s41597-025-06282-0) |
+| Power price stability and the insurance value of renewable technologies | Nature Energy | 2025 | [10.1038/s41560-025-01704-0](https://doi.org/10.1038/s41560-025-01704-0) |
+| Spatiotemporal assessment of renewable adequacy during diverse extreme weather events in China | Nature Communications | 2025 | [10.1038/s41467-025-60264-9](https://doi.org/10.1038/s41467-025-60264-9) |
+| Planning the electric vehicle transition by integrating spatial information and social networks | Nature Communications | 2025 | [10.1038/s41467-025-66072-5](https://doi.org/10.1038/s41467-025-66072-5) |
+| Deep learning predicts real-world electric vehicle direct current charging profiles and durations | Nature Communications | 2025 | [10.1038/s41467-025-65970-y](https://doi.org/10.1038/s41467-025-65970-y) |
+| Atmospheric wind energization of ocean weather | Nature Communications | 2025 | [10.1038/s41467-025-56310-1](https://doi.org/10.1038/s41467-025-56310-1) |
+| A machine learning model for hub-height short-term wind speed prediction | Nature Communications | 2025 | [10.1038/s41467-025-58456-4](https://doi.org/10.1038/s41467-025-58456-4) |
+| Bioinspired nondissipative mechanical energy storage and release in hydrogels via hierarchical sequentially swollen stretched chains | Nature Communications | 2025 | [10.1038/s41467-025-59743-w](https://doi.org/10.1038/s41467-025-59743-w) |
+| Spatiotemporal predictions of toxic urban plumes using deep learning | npj Clean Energy | 2025 | [10.1093/pnasnexus/pgaf198](https://doi.org/10.1093/pnasnexus/pgaf198) |
+| Versatile phenolic composites by in situ polymerization of concentrated dispersions of carbon nanotubes | npj Clean Energy | 2025 | [10.1093/pnasnexus/pgaf274](https://doi.org/10.1093/pnasnexus/pgaf274) |
+| Air-conditioning replacement to enhance the reliability of renewable power systems under extreme weather risks | npj Clean Energy | 2025 | [10.1093/pnasnexus/pgaf230](https://doi.org/10.1093/pnasnexus/pgaf230) |
+| Photovoltaic solar energy prediction using the seasonal-trend decomposition layer and ASOA optimized LSTM neural network model | Scientific Reports | 2025 | [10.1038/s41598-025-87625-0](https://doi.org/10.1038/s41598-025-87625-0) |
+| Optimizing photovoltaic power plant forecasting with dynamic neural network structure refinement | Scientific Reports | 2025 | [10.1038/s41598-024-80424-z](https://doi.org/10.1038/s41598-024-80424-z) |
+| Seasonal quantile forecasting of solar photovoltaic power using Q-CNN-GRU | Scientific Reports | 2025 | [10.1038/s41598-025-12797-8](https://doi.org/10.1038/s41598-025-12797-8) |
+| Federated two-edge graph attention network with weighted global aggregation for electricity consumption demand forecasting | Scientific Reports | 2025 | [10.1038/s41598-025-28610-5](https://doi.org/10.1038/s41598-025-28610-5) |
+| Multi-temporal dimension prediction of new energy electricity demand based on chaos-LSSVM neural network | Scientific Reports | 2025 | [10.1038/s41598-025-27677-4](https://doi.org/10.1038/s41598-025-27677-4) |
+| Seasonal forecasting of the hourly electricity demand applying machine and deep learning algorithms impact analysis of different factors | Scientific Reports | 2025 | [10.1038/s41598-025-91878-0](https://doi.org/10.1038/s41598-025-91878-0) |
+| An optimization method for integrated demand response strategies for electricity and heat considering the uncertainty of user-side loads | Scientific Reports | 2025 | [10.1038/s41598-025-30090-6](https://doi.org/10.1038/s41598-025-30090-6) |
+| The electricity purchasing and selling strategy of load aggregators participating in China’s dual-tier electricity market considering inter-provincial subsidies | Scientific Reports | 2025 | [10.1038/s41598-025-13385-6](https://doi.org/10.1038/s41598-025-13385-6) |
+| Time series transformer for tourism demand forecasting | Scientific Reports | 2025 | [10.1038/s41598-025-15286-0](https://doi.org/10.1038/s41598-025-15286-0) |
+| Demand forecasting of smart tourism integrating spatial metrology and deep learning | Scientific Reports | 2025 | [10.1038/s41598-025-26830-3](https://doi.org/10.1038/s41598-025-26830-3) |
+| Climate-adaptive energy forecasting in green buildings via attention-enhanced Seq2Seq transfer learning | Scientific Reports | 2025 | [10.1038/s41598-025-16953-y](https://doi.org/10.1038/s41598-025-16953-y) |
+| Novel machine learning approach for enhanced smart grid power use and price prediction using advanced shark Smell-Tuned flexible support vector machine | Scientific Reports | 2025 | [10.1038/s41598-025-05083-0](https://doi.org/10.1038/s41598-025-05083-0) |
+| Prediction of electricity consumption and hydropower production in the smart power grid based on the gated recurrent unit neural network and modified future search algorithm | Scientific Reports | 2025 | [10.1038/s41598-025-32294-2](https://doi.org/10.1038/s41598-025-32294-2) |
+| Smart Strategies for Improving Electric Vehicle Battery Performance and Efficiency | Scientific Reports | 2025 | [10.1038/s41598-025-25987-1](https://doi.org/10.1038/s41598-025-25987-1) |
+| Artificial intelligence powered intelligent energy management framework for hydrogen storage and dispatch in smart microgrids | Scientific Reports | 2025 | [10.1038/s41598-025-24408-7](https://doi.org/10.1038/s41598-025-24408-7) |
+| Deep neural network-enhanced prediction and carbon footprint analysis of early-age high-performance manufactured sand concrete’s stress–strain behavior | Scientific Reports | 2025 | [10.1038/s41598-025-89016-x](https://doi.org/10.1038/s41598-025-89016-x) |
+| Energy consumption prediction of PEVs incorporating traffic flow information | Scientific Reports | 2025 | [10.1038/s41598-025-05098-7](https://doi.org/10.1038/s41598-025-05098-7) |
+| Forecasting Renewable energy and electricity consumption using evolutionary hyperheuristic algorithm | Scientific Reports | 2025 | [10.1038/s41598-025-87013-8](https://doi.org/10.1038/s41598-025-87013-8) |
+| TCN-QRNN model for short term energy consumption forecasting with increased accuracy and optimized computational efficiency | Scientific Reports | 2025 | [10.1038/s41598-025-14423-z](https://doi.org/10.1038/s41598-025-14423-z) |
+| An intelligent incentive-based demand response program for exhaustive environment constrained techno-economic analysis of microgrid system | Scientific Reports | 2025 | [10.1038/s41598-025-85175-z](https://doi.org/10.1038/s41598-025-85175-z) |
+| The greenhouse gas burden of weatherizing northern US homes and estimated lifetime energy savings | Cell Reports Sustainability | 2025 | [10.1016/j.crsus.2025.100550](https://doi.org/10.1016/j.crsus.2025.100550) |
+| Real-time greenhouse gas emission intensity informed demand-side load regulation for power grid decarbonization | Cell Reports Sustainability | 2025 | [10.1016/j.crsus.2025.100367](https://doi.org/10.1016/j.crsus.2025.100367) |
+| Adaptive singular spectral decomposition hybrid framework with quadratic error correction for wind power prediction | iScience | 2025 | [10.1016/j.isci.2025.112360](https://doi.org/10.1016/j.isci.2025.112360) |
+| Experimental characterization of complex atmospheric flows: A wind turbine wake case study | Science Advances | 2025 | [10.1126/sciadv.adw8524](https://doi.org/10.1126/sciadv.adw8524) |
+| A compact cassette tape for DNA-based data storage | Science Advances | 2025 | [10.1126/sciadv.ady3406](https://doi.org/10.1126/sciadv.ady3406) |
+| Extending tetrahedral network similarity to carbon: A type-I carbon clathrate stabilized by boron | Science Advances | 2025 | [10.1126/sciadv.adv6867](https://doi.org/10.1126/sciadv.adv6867) |
+| County-level intensity of carbon emissions from crop farming in China during 2000–2019 | Scientific Data | 2024 | [10.1038/s41597-024-03296-y](https://doi.org/10.1038/s41597-024-03296-y) |
+| Comprehensive Dataset on Electrical Load Profiles for Energy Community in Ireland | Scientific Data | 2024 | [10.1038/s41597-024-03454-2](https://doi.org/10.1038/s41597-024-03454-2) |
+| The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece | Scientific Data | 2024 | [10.1038/s41597-024-03208-0](https://doi.org/10.1038/s41597-024-03208-0) |
+| Wind turbine condition monitoring dataset of Fraunhofer LBF | Scientific Data | 2024 | [10.1038/s41597-024-03934-5](https://doi.org/10.1038/s41597-024-03934-5) |
+| SDWPF: A Dataset for Spatial Dynamic Wind Power Forecasting over a Large Turbine Array | Scientific Data | 2024 | [10.1038/s41597-024-03427-5](https://doi.org/10.1038/s41597-024-03427-5) |
+| Weather-sensitive renewable energy sources do not subject power systems to blackouts | Nature Energy | 2024 | [10.1038/s41560-024-01657-w](https://doi.org/10.1038/s41560-024-01657-w) |
+| Impacts of renewable energy resources on the weather vulnerability of power systems | Nature Energy | 2024 | [10.1038/s41560-024-01652-1](https://doi.org/10.1038/s41560-024-01652-1) |
+| Weather conditions linked to energy droughts in electricity systems with hydropower | Nature Energy | 2024 | [10.1038/s41560-024-01641-4](https://doi.org/10.1038/s41560-024-01641-4) |
+| Accurate nowcasting of cloud cover at solar photovoltaic plants using geostationary satellite images | Nature Communications | 2024 | [10.1038/s41467-023-44666-1](https://doi.org/10.1038/s41467-023-44666-1) |
+| How grid reinforcement costs differ by the income of electric vehicle users | Nature Communications | 2024 | [10.1038/s41467-024-53644-0](https://doi.org/10.1038/s41467-024-53644-0) |
+| Grid-like entorhinal representation of an abstract value space during prospective decision making | Nature Communications | 2024 | [10.1038/s41467-024-45127-z](https://doi.org/10.1038/s41467-024-45127-z) |
+| Microphase iron particle growth promoted by solar wind implantation in lunar soils | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae450](https://doi.org/10.1093/pnasnexus/pgae450) |
+| Prioritizing social vulnerability in urban heat mitigation | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae360](https://doi.org/10.1093/pnasnexus/pgae360) |
+| Enhancing molecular oxygen activation by nitrogen-doped carbon encapsulating FeNi alloys with ultra-low Pt loading | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae594](https://doi.org/10.1093/pnasnexus/pgae594) |
+| Comparative analysis of direct coupling and MPPT control in standalone PV systems for solar energy optimization to meet sustainable building energy demands | Scientific Reports | 2024 | [10.1038/s41598-024-72606-6](https://doi.org/10.1038/s41598-024-72606-6) |
+| Urban Water-Energy consumption Prediction Influenced by Climate Change utilizing an innovative deep learning method | Scientific Reports | 2024 | [10.1038/s41598-024-81836-7](https://doi.org/10.1038/s41598-024-81836-7) |
+| Robust load-frequency control of islanded urban microgrid using 1PD-3DOF-PID controller including mobile EV energy storage | Scientific Reports | 2024 | [10.1038/s41598-024-64794-y](https://doi.org/10.1038/s41598-024-64794-y) |
+| A rule-based energy management system for hybrid renewable energy sources with battery bank optimized by genetic algorithm optimization | Scientific Reports | 2024 | [10.1038/s41598-024-54333-0](https://doi.org/10.1038/s41598-024-54333-0) |
+| Forecasting for electricity demand utilizing enhanced inception-V4 using improved Osprey optimization | Scientific Reports | 2024 | [10.1038/s41598-024-81487-8](https://doi.org/10.1038/s41598-024-81487-8) |
+| Deep learning-based forecasting of electricity consumption | Scientific Reports | 2024 | [10.1038/s41598-024-56602-4](https://doi.org/10.1038/s41598-024-56602-4) |
+| Deep learning-driven hybrid model for short-term load forecasting and smart grid information management | Scientific Reports | 2024 | [10.1038/s41598-024-63262-x](https://doi.org/10.1038/s41598-024-63262-x) |
+| Power consumption prediction for electric vehicle charging stations and forecasting income | Scientific Reports | 2024 | [10.1038/s41598-024-56507-2](https://doi.org/10.1038/s41598-024-56507-2) |
+| Digital finance reduces urban carbon footprint pressure in 277 Chinese cities | Scientific Reports | 2024 | [10.1038/s41598-024-67315-z](https://doi.org/10.1038/s41598-024-67315-z) |
+| Short-term multi-energy consumption forecasting for integrated energy system based on interactive multi-scale convolutional module | Scientific Reports | 2024 | [10.1038/s41598-024-72103-w](https://doi.org/10.1038/s41598-024-72103-w) |
+| Optimization scheduling of microgrid comprehensive demand response load considering user satisfaction | Scientific Reports | 2024 | [10.1038/s41598-024-66492-1](https://doi.org/10.1038/s41598-024-66492-1) |
+| Optimizing demand response and load balancing in smart EV charging networks using AI integrated blockchain framework | Scientific Reports | 2024 | [10.1038/s41598-024-82257-2](https://doi.org/10.1038/s41598-024-82257-2) |
+| Nonsynchronous rotation of icy moon ice shells: The thermal wind perspective | Science Advances | 2024 | [10.1126/sciadv.adk2277](https://doi.org/10.1126/sciadv.adk2277) |
+| Solar active region magnetogram image dataset for studies of space weather | Scientific Data | 2023 | [10.1038/s41597-023-02628-8](https://doi.org/10.1038/s41597-023-02628-8) |
+| A global model of hourly space heating and cooling demand at multiple spatial scales | Nature Energy | 2023 | [10.1038/s41560-023-01341-5](https://doi.org/10.1038/s41560-023-01341-5) |
+| Leveraging rail-based mobile energy storage to increase grid reliability in the face of climate uncertainty | Nature Energy | 2023 | [10.1038/s41560-023-01276-x](https://doi.org/10.1038/s41560-023-01276-x) |
+| The asymmetric effects of climate risk on higher-moment connectedness among carbon, energy and metals markets | Nature Communications | 2023 | [10.1038/s41467-023-42925-9](https://doi.org/10.1038/s41467-023-42925-9) |
+| Incentive based emergency demand response effectively reduces peak load during heatwave without harm to vulnerable groups | Nature Communications | 2023 | [10.1038/s41467-023-41970-8](https://doi.org/10.1038/s41467-023-41970-8) |
+| New estimates of the storage permanence and ocean co-benefits of enhanced rock weathering | npj Clean Energy | 2023 | [10.1093/pnasnexus/pgad059](https://doi.org/10.1093/pnasnexus/pgad059) |
+| The role of double-skin facade configurations in optimizing building energy performance in Erbil city | Scientific Reports | 2023 | [10.1038/s41598-023-35555-0](https://doi.org/10.1038/s41598-023-35555-0) |
+| Electricity consumption in Finland influenced by climate effects of energetic particle precipitation | Scientific Reports | 2023 | [10.1038/s41598-023-47605-8](https://doi.org/10.1038/s41598-023-47605-8) |
+| Simulation of melting paraffin with graphene nanoparticles within a solar thermal energy storage system | Scientific Reports | 2023 | [10.1038/s41598-023-35361-8](https://doi.org/10.1038/s41598-023-35361-8) |
+| Forecasting the carbon footprint of civil buildings under different floor area growth trends and varying energy supply methods | Scientific Reports | 2023 | [10.1038/s41598-023-49270-3](https://doi.org/10.1038/s41598-023-49270-3) |
+| Comprehensive energy efficiency optimization algorithm for steel load considering network reconstruction and demand response | Scientific Reports | 2023 | [10.1038/s41598-023-46804-7](https://doi.org/10.1038/s41598-023-46804-7) |
+| Coordinating distributed energy resources for reliability can significantly reduce future distribution grid upgrades and peak load | Joule | 2023 | [10.1016/j.joule.2023.06.015](https://doi.org/10.1016/j.joule.2023.06.015) |
+| An overview of deterministic and probabilistic forecasting methods of wind energy | iScience | 2023 | [10.1016/j.isci.2022.105804](https://doi.org/10.1016/j.isci.2022.105804) |
+| Machine learning for industrial processes: Forecasting amine emissions from a carbon capture plant | Science Advances | 2023 | [10.1126/sciadv.adc9576](https://doi.org/10.1126/sciadv.adc9576) |
+| Toward highly effective loading of DNA in hydrogels for high-density and long-term information storage | Science Advances | 2023 | [10.1126/sciadv.adg9933](https://doi.org/10.1126/sciadv.adg9933) |
+| Solar and wind power data from the Chinese State Grid Renewable Energy Generation Forecasting Competition | Scientific Data | 2022 | [10.1038/s41597-022-01696-6](https://doi.org/10.1038/s41597-022-01696-6) |
+| Charging infrastructure access and operation to reduce the grid impacts of deep electric vehicle adoption | Nature Energy | 2022 | [10.1038/s41560-022-01105-7](https://doi.org/10.1038/s41560-022-01105-7) |
+| Data-driven load profiles and the dynamics of residential electricity consumption | Nature Communications | 2022 | [10.1038/s41467-022-31942-9](https://doi.org/10.1038/s41467-022-31942-9) |
+| Cryocampsis: a biophysical freeze-bending response of shrubs and trees under snow loads | npj Clean Energy | 2022 | [10.1093/pnasnexus/pgac131](https://doi.org/10.1093/pnasnexus/pgac131) |
+| Enhancing wind direction prediction of South Africa wind energy hotspots with Bayesian mixture modeling | Scientific Reports | 2022 | [10.1038/s41598-022-14383-8](https://doi.org/10.1038/s41598-022-14383-8) |
+| Extreme weather and electricity markets: Key lessons from the February 2021 Texas crisis | Joule | 2022 | [10.1016/j.joule.2021.12.015](https://doi.org/10.1016/j.joule.2021.12.015) |
+| Changing sensitivity to cold weather in Texas power demand | iScience | 2022 | [10.1016/j.isci.2022.104173](https://doi.org/10.1016/j.isci.2022.104173) |
+| A synthetic building operation dataset | Scientific Data | 2021 | [10.1038/s41597-021-00989-6](https://doi.org/10.1038/s41597-021-00989-6) |
+| An open tool for creating battery-electric vehicle time series from empirical data, emobpy | Scientific Data | 2021 | [10.1038/s41597-021-00932-9](https://doi.org/10.1038/s41597-021-00932-9) |
+| Time series of useful energy consumption patterns for energy system modeling | Scientific Data | 2021 | [10.1038/s41597-021-00907-w](https://doi.org/10.1038/s41597-021-00907-w) |
+| Estimation of carbon dioxide emissions from the megafires of Australia in 2019–2020 | Scientific Reports | 2021 | [10.1038/s41598-021-87721-x](https://doi.org/10.1038/s41598-021-87721-x) |
+| Geomechanical simulation of energy storage in salt formations | Scientific Reports | 2021 | [10.1038/s41598-021-99161-8](https://doi.org/10.1038/s41598-021-99161-8) |
+| A harmonised, high-coverage, open dataset of solar photovoltaic installations in the UK | Scientific Data | 2020 | [10.1038/s41597-020-00739-0](https://doi.org/10.1038/s41597-020-00739-0) |
+| A synthetic energy dataset for non-intrusive load monitoring in households | Scientific Data | 2020 | [10.1038/s41597-020-0434-6](https://doi.org/10.1038/s41597-020-0434-6) |
+| Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset | Scientific Data | 2020 | [10.1038/s41597-020-0453-3](https://doi.org/10.1038/s41597-020-0453-3) |
+| Anomalous supply shortages from dynamic pricing in on-demand mobility | Nature Communications | 2020 | [10.1038/s41467-020-18370-3](https://doi.org/10.1038/s41467-020-18370-3) |
+| A wind-albedo-wind feedback driven by landscape evolution | Nature Communications | 2020 | [10.1038/s41467-019-13661-w](https://doi.org/10.1038/s41467-019-13661-w) |
+| Prefrontal reinstatement of contextual task demand is predicted by separable hippocampal patterns | Nature Communications | 2020 | [10.1038/s41467-020-15928-z](https://doi.org/10.1038/s41467-020-15928-z) |
+| Mitigating Curtailment and Carbon Emissions through Load Migration between Data Centers | Joule | 2020 | [10.1016/j.joule.2020.08.001](https://doi.org/10.1016/j.joule.2020.08.001) |
+| Electricity Load Implications of Space Heating Decarbonization Pathways | Joule | 2020 | [10.1016/j.joule.2019.11.011](https://doi.org/10.1016/j.joule.2019.11.011) |
+## Optimization & Control
+| Title | Journal | Year | DOI |
+| :--- | :--- | :--- | :--- |
+| Global 0.05° Grid-Based Dataset of Keyhole Imagery with Spatio-Temporal Indicators (1960–1984) | Scientific Data | 2026 | [10.1038/s41597-026-06866-4](https://doi.org/10.1038/s41597-026-06866-4) |
+| Bounding the costs of electric vehicle managed charging—supply curves for scenarios from 2025 to 2050 | Scientific Data | 2026 | [10.1038/s41597-026-07008-6](https://doi.org/10.1038/s41597-026-07008-6) |
+| Co-crystal engineering unlocks high-stability perovskite solar modules | Nature Energy | 2026 | [10.1038/s41560-025-01904-8](https://doi.org/10.1038/s41560-025-01904-8) |
+| Negative pricing increases electricity use but challenges grid stability | Nature Energy | 2026 | [10.1038/s41560-025-01928-0](https://doi.org/10.1038/s41560-025-01928-0) |
+| The integration imperative in electricity grid transition | Nature Energy | 2026 | [10.1038/s41560-025-01915-5](https://doi.org/10.1038/s41560-025-01915-5) |
+| Global gridded dataset of heating and cooling degree days under climate change scenarios | Nature Sustainability | 2026 | [10.1038/s41893-025-01754-y](https://doi.org/10.1038/s41893-025-01754-y) |
+| Innovative fuzzy reinforcement learning based energy management for smart homes through optimization of renewable energy resources with starfish optimization algorithm | Scientific Reports | 2026 | [10.1038/s41598-026-40247-6](https://doi.org/10.1038/s41598-026-40247-6) |
+| A collaborative multi-party encryption for mitigating man-in-the-middle attacks in smart grid and energy IoT systems | Scientific Reports | 2026 | [10.1038/s41598-026-43856-3](https://doi.org/10.1038/s41598-026-43856-3) |
+| The peak shifting electricity consumption management and influencing factors of smart grid from recurrent neural network model and deep learning | Scientific Reports | 2026 | [10.1038/s41598-026-35754-5](https://doi.org/10.1038/s41598-026-35754-5) |
+| Quantum-driven frequency stability in Indian prospect smart grid with electric vehicle charging station integration and real-time hardware validation | Scientific Reports | 2026 | [10.1038/s41598-025-32156-x](https://doi.org/10.1038/s41598-025-32156-x) |
+| Optimized scheduling of integrated energy systems considering waste-to-power plants and advanced adiabatic air compression energy storage machines | Scientific Reports | 2026 | [10.1038/s41598-026-37485-z](https://doi.org/10.1038/s41598-026-37485-z) |
+| A probabilistic framework for effective battery energy storage sizing in microgrids with demand response | Scientific Reports | 2026 | [10.1038/s41598-026-35145-w](https://doi.org/10.1038/s41598-026-35145-w) |
+| Optimized economic scheduling of demand response in integrated energy systems considering dynamic energy efficiency and dynamic carbon trading | Scientific Reports | 2026 | [10.1038/s41598-025-33497-3](https://doi.org/10.1038/s41598-025-33497-3) |
+| Renewable-powered high-temperature compressed air energy storage to accelerate grid decarbonization | Cell Reports Sustainability | 2026 | [10.1016/j.crsus.2026.100639](https://doi.org/10.1016/j.crsus.2026.100639) |
+| Inventory Optimization under Tri Phased Demand with Dual Aging and Controlled Backlogging | iScience | 2026 | [10.1016/j.isci.2026.115268](https://doi.org/10.1016/j.isci.2026.115268) |
+| On-demand cancer immunotherapy via single-cell encapsulation of synthetic circuit–engineered cells | Science Advances | 2026 | [10.1126/sciadv.aea3573](https://doi.org/10.1126/sciadv.aea3573) |
+| Programmable electric tweezers | Science Advances | 2026 | [10.1126/sciadv.aec3443](https://doi.org/10.1126/sciadv.aec3443) |
+| A Real-World Energy Management Dataset from a Smart Company Building for Optimization and Machine Learning | Scientific Data | 2025 | [10.1038/s41597-025-05186-3](https://doi.org/10.1038/s41597-025-05186-3) |
+| A 20-year dataset (2001–2020) of global cropland water-use efficiency at 1-km grid resolution | Scientific Data | 2025 | [10.1038/s41597-025-04904-1](https://doi.org/10.1038/s41597-025-04904-1) |
+| Underground well water level observation grid dataset from 2005 to 2022 | Scientific Data | 2025 | [10.1038/s41597-025-04799-y](https://doi.org/10.1038/s41597-025-04799-y) |
+| Dataset of CO2 geological storage potential and injection rate capacity in China based on fine grid technology | Scientific Data | 2025 | [10.1038/s41597-025-04875-3](https://doi.org/10.1038/s41597-025-04875-3) |
+| HIPGDAC-ES: historical population grid data compilation for Spain (1900–2021) | Scientific Data | 2025 | [10.1038/s41597-025-04533-8](https://doi.org/10.1038/s41597-025-04533-8) |
+| High-temporal-resolution dataset of uni-, bidirectional, and dynamic electric vehicle charging profiles | Scientific Data | 2025 | [10.1038/s41597-025-05524-5](https://doi.org/10.1038/s41597-025-05524-5) |
+| Unveiling Energy Dynamics of Battery Electric Vehicle Using High-Resolution Data | Scientific Data | 2025 | [10.1038/s41597-025-06148-5](https://doi.org/10.1038/s41597-025-06148-5) |
+| High-resolution gridded dataset of China’s offshore wind potential and costs under technical change | Scientific Data | 2025 | [10.1038/s41597-025-04428-8](https://doi.org/10.1038/s41597-025-04428-8) |
+| Grid-scale corrosion-free Zn/Br flow batteries enabled by a multi-electron transfer reaction | Nature Energy | 2025 | [10.1038/s41560-025-01907-5](https://doi.org/10.1038/s41560-025-01907-5) |
+| AI data centres as grid-interactive assets | Nature Energy | 2025 | [10.1038/s41560-025-01927-1](https://doi.org/10.1038/s41560-025-01927-1) |
+| Efficiency optimization for large-scale droplet-based electricity generator arrays with integrated microsupercapacitor arrays | Nature Communications | 2025 | [10.1038/s41467-025-64289-y](https://doi.org/10.1038/s41467-025-64289-y) |
+| Speed modulations in grid cell information geometry | Nature Communications | 2025 | [10.1038/s41467-025-62856-x](https://doi.org/10.1038/s41467-025-62856-x) |
+| Grid congestion stymies climate benefit from U.S. vehicle electrification | Nature Communications | 2025 | [10.1038/s41467-025-61976-8](https://doi.org/10.1038/s41467-025-61976-8) |
+| China’s urban EV ultra-fast charging distorts regulated price signals and elevates risk to grid stability | Nature Communications | 2025 | [10.1038/s41467-025-63199-3](https://doi.org/10.1038/s41467-025-63199-3) |
+| Entorhinal grid-like codes for visual space during memory formation | Nature Communications | 2025 | [10.1038/s41467-025-64307-z](https://doi.org/10.1038/s41467-025-64307-z) |
+| Trends in vertical wind velocity variability reveal cloud microphysical feedback | Nature Communications | 2025 | [10.1038/s41467-025-67541-7](https://doi.org/10.1038/s41467-025-67541-7) |
+| Dynamic grid management reduces wildfire adaptation costs in the electric power sector | Nature Climate Change | 2025 | [10.1038/s41558-025-02436-5](https://doi.org/10.1038/s41558-025-02436-5) |
+| Cost-effective adaptation of electric grids | Nature Climate Change | 2025 | [10.1038/s41558-025-02421-y](https://doi.org/10.1038/s41558-025-02421-y) |
+| The equity implications of pecuniary externalities on an electric grid | npj Clean Energy | 2025 | [10.1093/pnasnexus/pgaf356](https://doi.org/10.1093/pnasnexus/pgaf356) |
+| Multicriteria models provide enhanced insight for siting US offshore wind | npj Clean Energy | 2025 | [10.1093/pnasnexus/pgaf051](https://doi.org/10.1093/pnasnexus/pgaf051) |
+| Grid connections and inequitable access to electricity in African cities | Nature Cities | 2025 | [10.1038/s44284-025-00221-1](https://doi.org/10.1038/s44284-025-00221-1) |
+| Control strategy evaluation for reactive power management in grid-connected photovoltaic systems under varying solar conditions | Scientific Reports | 2025 | [10.1038/s41598-025-08918-y](https://doi.org/10.1038/s41598-025-08918-y) |
+| An improved weighted average algorithm with Cloud-Based Risk-Conscious stochastic model for building energy optimization | Scientific Reports | 2025 | [10.1038/s41598-025-30043-z](https://doi.org/10.1038/s41598-025-30043-z) |
+| Building retrofit multiobjective optimization using neural networks and genetic algorithm three for energy carbon and comfort | Scientific Reports | 2025 | [10.1038/s41598-025-21871-0](https://doi.org/10.1038/s41598-025-21871-0) |
+| Deep reinforcement learning based low energy consumption scheduling approach design for urban electric logistics vehicle networks | Scientific Reports | 2025 | [10.1038/s41598-025-92916-7](https://doi.org/10.1038/s41598-025-92916-7) |
+| Individual perceptions of renewable energy investment in Somali firms | Scientific Reports | 2025 | [10.1038/s41598-025-11581-y](https://doi.org/10.1038/s41598-025-11581-y) |
+| Optimal energy management of multi-carrier energy system considering uncertainty in renewable generation | Scientific Reports | 2025 | [10.1038/s41598-025-10404-4](https://doi.org/10.1038/s41598-025-10404-4) |
+| Optimal energy management for multi-energy microgrids using hybrid solutions to address renewable energy source uncertainty | Scientific Reports | 2025 | [10.1038/s41598-025-90062-8](https://doi.org/10.1038/s41598-025-90062-8) |
+| Capabilities of battery and compressed air storage in the economic energy scheduling and flexibility regulation of multi-microgrids including non-renewable/renewable units | Scientific Reports | 2025 | [10.1038/s41598-025-06768-2](https://doi.org/10.1038/s41598-025-06768-2) |
+| Multi-criteria assessment of optimization methods for controlling renewable energy sources in distribution systems | Scientific Reports | 2025 | [10.1038/s41598-025-20339-5](https://doi.org/10.1038/s41598-025-20339-5) |
+| A bi-level optimization strategy of electricity-hydrogen-carbon integrated energy system considering photovoltaic and wind power uncertainty and demand response | Scientific Reports | 2025 | [10.1038/s41598-024-84605-8](https://doi.org/10.1038/s41598-024-84605-8) |
+| Robust fuzzy dynamic integrated environmental-economic-social scheduling considering demand response and user’s satisfaction with electricity under multiple uncertainties | Scientific Reports | 2025 | [10.1038/s41598-025-87689-y](https://doi.org/10.1038/s41598-025-87689-y) |
+| Systematic hyperparameter analysis of GRU and LSTM across demand pattern types: a demand-characteristic-driven meta-learning framework for rapid optimization | Scientific Reports | 2025 | [10.1038/s41598-025-31508-x](https://doi.org/10.1038/s41598-025-31508-x) |
+| Anomaly detection with grid sentinel framework for electric vehicle charging stations in a smart grid environment | Scientific Reports | 2025 | [10.1038/s41598-025-00400-z](https://doi.org/10.1038/s41598-025-00400-z) |
+| An online learning method for assessing smart grid stability under dynamic perturbations | Scientific Reports | 2025 | [10.1038/s41598-025-94718-3](https://doi.org/10.1038/s41598-025-94718-3) |
+| Design of a hybrid learning model for establishing consistency in smart grid environment | Scientific Reports | 2025 | [10.1038/s41598-025-28986-4](https://doi.org/10.1038/s41598-025-28986-4) |
+| Improving efficiency in smart grid monitoring using hybrid classification and dimensionality reduction | Scientific Reports | 2025 | [10.1038/s41598-025-26009-w](https://doi.org/10.1038/s41598-025-26009-w) |
+| Robust algorithm development of frequency estimation in smart grid | Scientific Reports | 2025 | [10.1038/s41598-025-16533-0](https://doi.org/10.1038/s41598-025-16533-0) |
+| A smart grid data sharing scheme supporting policy update and traceability | Scientific Reports | 2025 | [10.1038/s41598-025-10704-9](https://doi.org/10.1038/s41598-025-10704-9) |
+| Optimal micro-grid battery scheduling within a comprehensive smart pricing scheme | Scientific Reports | 2025 | [10.1038/s41598-025-02690-9](https://doi.org/10.1038/s41598-025-02690-9) |
+| Artificial intelligence-augmented smart grid architecture for cyber intrusion detection and mitigation in electric vehicle charging infrastructure | Scientific Reports | 2025 | [10.1038/s41598-025-04984-4](https://doi.org/10.1038/s41598-025-04984-4) |
+| Interpretable adaptive fault detection method for smart grid based on belief rule base | Scientific Reports | 2025 | [10.1038/s41598-025-91897-x](https://doi.org/10.1038/s41598-025-91897-x) |
+| Identification and suppression of low-frequency oscillations using PMU measurements based power system model in smart grid | Scientific Reports | 2025 | [10.1038/s41598-025-88389-3](https://doi.org/10.1038/s41598-025-88389-3) |
+| Effect of thermal stress on the life of DC link capacitors for smart grid | Scientific Reports | 2025 | [10.1038/s41598-025-88522-2](https://doi.org/10.1038/s41598-025-88522-2) |
+| Flexible renewable integrated energy system capabilities to improve voltage stability with power quality and economic environmental operation of smart grid | Scientific Reports | 2025 | [10.1038/s41598-025-29052-9](https://doi.org/10.1038/s41598-025-29052-9) |
+| AI-driven smart grid optimization for hospital energy systems integrating renewable generation, predictive maintenance, and resilient infrastructure | Scientific Reports | 2025 | [10.1038/s41598-025-28907-5](https://doi.org/10.1038/s41598-025-28907-5) |
+| Enhanced FPGA-based smart power grid simulation using Heun and Piecewise analytic method | Scientific Reports | 2025 | [10.1038/s41598-025-18105-8](https://doi.org/10.1038/s41598-025-18105-8) |
+| Resilient cybersecurity in smart grid ICS communication using BLAKE3-driven dynamic key rotation and intrusion detection | Scientific Reports | 2025 | [10.1038/s41598-025-17530-z](https://doi.org/10.1038/s41598-025-17530-z) |
+| Grid tied hybrid PV fuel cell system with energy storage and ANFIS based MPPT for smart EV charging | Scientific Reports | 2025 | [10.1038/s41598-025-09626-3](https://doi.org/10.1038/s41598-025-09626-3) |
+| Multi objective moth swarm algorithm for optimizing electric vehicle integration in distribution grids | Scientific Reports | 2025 | [10.1038/s41598-025-10849-7](https://doi.org/10.1038/s41598-025-10849-7) |
+| Multi-objective route optimization for electric vehicle hazardous materials transportation in uncertain environments | Scientific Reports | 2025 | [10.1038/s41598-025-32134-3](https://doi.org/10.1038/s41598-025-32134-3) |
+| Carbon management in massive electric vehicle temporal and spatial scheduling with automotive electronic forensics | Scientific Reports | 2025 | [10.1038/s41598-025-93798-5](https://doi.org/10.1038/s41598-025-93798-5) |
+| Machine learning-based approach for reduction of energy consumption in hybrid energy storage electric vehicle | Scientific Reports | 2025 | [10.1038/s41598-025-11330-1](https://doi.org/10.1038/s41598-025-11330-1) |
+| Location allocation and capacity optimization for a PV and battery integrated hybrid community electric vehicle charging station | Scientific Reports | 2025 | [10.1038/s41598-025-31865-7](https://doi.org/10.1038/s41598-025-31865-7) |
+| New flexible bidirectional converter for electric vehicle substations connecting microgrids | Scientific Reports | 2025 | [10.1038/s41598-025-19277-z](https://doi.org/10.1038/s41598-025-19277-z) |
+| Strategic design of wind energy and battery storage for efficient and sustainable energy systems | Scientific Reports | 2025 | [10.1038/s41598-025-18863-5](https://doi.org/10.1038/s41598-025-18863-5) |
+| Interval-aware optimal control of PMSG-based wind energy conversion systems via piecewise Chebyshev inclusion | Scientific Reports | 2025 | [10.1038/s41598-025-26563-3](https://doi.org/10.1038/s41598-025-26563-3) |
+| Optimizing weak grid integrated wind energy systems using ANFIS-SRF controlled DSTATCOM | Scientific Reports | 2025 | [10.1038/s41598-025-98872-6](https://doi.org/10.1038/s41598-025-98872-6) |
+| DDPG algorithm for power optimization and control of solar PV-integrated DFIG wind energy systems | Scientific Reports | 2025 | [10.1038/s41598-025-19818-6](https://doi.org/10.1038/s41598-025-19818-6) |
+| Reducing power ripple for multi-rotor wind energy systems using FOPDPI controllers | Scientific Reports | 2025 | [10.1038/s41598-025-96625-z](https://doi.org/10.1038/s41598-025-96625-z) |
+| Predictive riccati control for enhancing power quality using extended pq theory in wind energy-based conversion systems | Scientific Reports | 2025 | [10.1038/s41598-025-13782-x](https://doi.org/10.1038/s41598-025-13782-x) |
+| Design of a distributed power system using solar PV and micro turbine-based wind energy system with a flywheel energy storage | Scientific Reports | 2025 | [10.1038/s41598-025-29604-z](https://doi.org/10.1038/s41598-025-29604-z) |
+| Bi-objective operation optimization of regional integrated energy system considering shared energy storage | Scientific Reports | 2025 | [10.1038/s41598-025-22502-4](https://doi.org/10.1038/s41598-025-22502-4) |
+| Multi-timescale optimization scheduling of integrated energy systems oriented towards generalized energy storage services | Scientific Reports | 2025 | [10.1038/s41598-025-92601-9](https://doi.org/10.1038/s41598-025-92601-9) |
+| Optimal scheduling of integrated energy system with gas–liquid phase change carbon dioxide energy storage considering multi-layer low-carbon benefits | Scientific Reports | 2025 | [10.1038/s41598-025-05438-7](https://doi.org/10.1038/s41598-025-05438-7) |
+| Optimization of mine ventilation energy consumption based on improved dung beetle algorithm | Scientific Reports | 2025 | [10.1038/s41598-025-15263-7](https://doi.org/10.1038/s41598-025-15263-7) |
+| Optimizing microgrid performance a multi-objective strategy for integrated energy management with hybrid sources and demand response | Scientific Reports | 2025 | [10.1038/s41598-025-00118-y](https://doi.org/10.1038/s41598-025-00118-y) |
+| Multiobjective distribution system operation with demand response to optimize solar hosting capacity, voltage deviation index and network loss | Scientific Reports | 2025 | [10.1038/s41598-024-82379-7](https://doi.org/10.1038/s41598-024-82379-7) |
+| Optimal scheduling and energy management of a multi-energy microgrid with electric vehicles incorporating decision making approach and demand response | Scientific Reports | 2025 | [10.1038/s41598-025-88776-w](https://doi.org/10.1038/s41598-025-88776-w) |
+| Two-stage multi-objective framework for optimal operation of modern distribution network considering demand response program | Scientific Reports | 2025 | [10.1038/s41598-024-83284-9](https://doi.org/10.1038/s41598-024-83284-9) |
+| Analyzing the impacts of employing demand response and creating optimal coalition on optimal scheduling of multi-microgrid | Scientific Reports | 2025 | [10.1038/s41598-025-95863-5](https://doi.org/10.1038/s41598-025-95863-5) |
+| Day-ahead economic dispatch of wind-integrated microgrids using coordinated energy storage and hybrid demand response strategies | Scientific Reports | 2025 | [10.1038/s41598-025-11561-2](https://doi.org/10.1038/s41598-025-11561-2) |
+| Multi-objective optimization of gamified demand response for PV-integrated microgrids: a novel NSGA-III framework with behavioral adaptation modeling | Scientific Reports | 2025 | [10.1038/s41598-025-13904-5](https://doi.org/10.1038/s41598-025-13904-5) |
+| Advanced microgrid optimization using price-elastic demand response and greedy rat swarm optimization for economic and environmental efficiency | Scientific Reports | 2025 | [10.1038/s41598-025-86232-3](https://doi.org/10.1038/s41598-025-86232-3) |
+| Grid connection barriers to renewable energy deployment in the United States | Joule | 2025 | [10.1016/j.joule.2024.11.008](https://doi.org/10.1016/j.joule.2024.11.008) |
+| Dynamics of disordered intermediates during the two-electron alkaline MnO2 conversion reaction for grid-scale batteries | Joule | 2025 | [10.1016/j.joule.2025.102090](https://doi.org/10.1016/j.joule.2025.102090) |
+| Controlling outsourced emissions matters for decarbonizing China’s urban wastewater sector at all life-cycle stages | Cell Reports Sustainability | 2025 | [10.1016/j.crsus.2025.100323](https://doi.org/10.1016/j.crsus.2025.100323) |
+| Electric vehicle greenhouse gas benefits considering grid emission allocation and charging scheduling | Cell Reports Sustainability | 2025 | [10.1016/j.crsus.2025.100486](https://doi.org/10.1016/j.crsus.2025.100486) |
+| Toward understanding the complexity of long-duration energy storage siting in high renewable power grids | iScience | 2025 | [10.1016/j.isci.2025.112571](https://doi.org/10.1016/j.isci.2025.112571) |
+| Drawing power from a patchwork: Harnessing a decentralized electricity grid | iScience | 2025 | [10.1016/j.isci.2025.113230](https://doi.org/10.1016/j.isci.2025.113230) |
+| Assessing the techno-economic benefits of LEMs for different grid topologies and prosumer shares | iScience | 2025 | [10.1016/j.isci.2025.112493](https://doi.org/10.1016/j.isci.2025.112493) |
+| Spatiotemporal planning of electric vehicle charging infrastructure: Demand estimation and grid-aware optimization under uncertainty | iScience | 2025 | [10.1016/j.isci.2025.113368](https://doi.org/10.1016/j.isci.2025.113368) |
+| Earth Grid: Toward a low-carbon energy infrastructure | iScience | 2025 | [10.1016/j.isci.2025.113681](https://doi.org/10.1016/j.isci.2025.113681) |
+| Coordinated multi-objective optimization scheduling for electric vehicle swapping station cluster and grid | iScience | 2025 | [10.1016/j.isci.2025.112444](https://doi.org/10.1016/j.isci.2025.112444) |
+| A hybrid demand-side policy for balanced economic emission in microgrid systems | iScience | 2025 | [10.1016/j.isci.2025.112121](https://doi.org/10.1016/j.isci.2025.112121) |
+| Soil carbon formation is promoted by saturation deficit and existing mineral-associated carbon, not by microbial carbon-use efficiency | Science Advances | 2025 | [10.1126/sciadv.adv9482](https://doi.org/10.1126/sciadv.adv9482) |
+| Spatiotemporal toughness modulation in hydrogels through on-demand cross-linking | Science Advances | 2025 | [10.1126/sciadv.adz0440](https://doi.org/10.1126/sciadv.adz0440) |
+| Smart ultra-long-lasting sequentially triggerable and artfully implantable nozzle system for on-demand drug delivery for chronotherapy | Science Advances | 2025 | [10.1126/sciadv.adv8734](https://doi.org/10.1126/sciadv.adv8734) |
+| Flash annealing–engineered wafer-scale relaxor antiferroelectrics for enhanced energy storage performance | Science Advances | 2025 | [10.1126/sciadv.ady2349](https://doi.org/10.1126/sciadv.ady2349) |
+| Atomic Sn–incorporated subnanopore-rich hard carbon host for highly reversible quasi-metallic Li storage | Science Advances | 2025 | [10.1126/sciadv.ads6483](https://doi.org/10.1126/sciadv.ads6483) |
+| The potential of wastewater treatment on carbon storage through ocean alkalinity enhancement | Science Advances | 2025 | [10.1126/sciadv.ads0313](https://doi.org/10.1126/sciadv.ads0313) |
+| A unified dataset for pre-processed climate indicators weighted by gridded economic activity | Scientific Data | 2024 | [10.1038/s41597-024-03304-1](https://doi.org/10.1038/s41597-024-03304-1) |
+| Assessing the emissions impact of grid-connected hydrogen production | Nature Energy | 2024 | [10.1038/s41560-023-01445-y](https://doi.org/10.1038/s41560-023-01445-y) |
+| The influence of additionality and time-matching requirements on the emissions from grid-connected hydrogen production | Nature Energy | 2024 | [10.1038/s41560-023-01435-0](https://doi.org/10.1038/s41560-023-01435-0) |
+| Publisher Correction: The influence of additionality and time-matching requirements on the emissions from grid-connected hydrogen production | Nature Energy | 2024 | [10.1038/s41560-024-01475-0](https://doi.org/10.1038/s41560-024-01475-0) |
+| Identifying the power-grid bottlenecks responsible for cascading failures during extreme storms | Nature Energy | 2024 | [10.1038/s41560-024-01499-6](https://doi.org/10.1038/s41560-024-01499-6) |
+| Increasing the resilience of the Texas power grid against extreme storms by hardening critical lines | Nature Energy | 2024 | [10.1038/s41560-023-01434-1](https://doi.org/10.1038/s41560-023-01434-1) |
+| Artificial intelligence-aided wind plant optimization for nationwide evaluation of land use and economic benefits of wake steering | Nature Energy | 2024 | [10.1038/s41560-024-01516-8](https://doi.org/10.1038/s41560-024-01516-8) |
+| A multi-demand operating system underlying diverse cognitive tasks | Nature Communications | 2024 | [10.1038/s41467-024-46511-5](https://doi.org/10.1038/s41467-024-46511-5) |
+| Altered grid-like coding in early blind people | Nature Communications | 2024 | [10.1038/s41467-024-47747-x](https://doi.org/10.1038/s41467-024-47747-x) |
+| Uncovering 2-D toroidal representations in grid cell ensemble activity during 1-D behavior | Nature Communications | 2024 | [10.1038/s41467-024-49703-1](https://doi.org/10.1038/s41467-024-49703-1) |
+| On the potential of vehicle-to-grid and second-life batteries to provide energy and material security | Nature Communications | 2024 | [10.1038/s41467-024-48554-0](https://doi.org/10.1038/s41467-024-48554-0) |
+| The value of long-duration energy storage under various grid conditions in a zero-emissions future | Nature Communications | 2024 | [10.1038/s41467-024-53274-6](https://doi.org/10.1038/s41467-024-53274-6) |
+| Electric vehicle battery chemistry affects supply chain disruption vulnerabilities | Nature Communications | 2024 | [10.1038/s41467-024-46418-1](https://doi.org/10.1038/s41467-024-46418-1) |
+| Offshore wind and wave energy can reduce total installed capacity required in zero-emissions grids | Nature Communications | 2024 | [10.1038/s41467-024-50040-6](https://doi.org/10.1038/s41467-024-50040-6) |
+| Optimal blade pitch control for enhanced vertical-axis wind turbine performance | Nature Communications | 2024 | [10.1038/s41467-024-46988-0](https://doi.org/10.1038/s41467-024-46988-0) |
+| Effect of adaptive cruise control on fuel consumption in real-world driving conditions | Nature Communications | 2024 | [10.1038/s41467-024-54066-8](https://doi.org/10.1038/s41467-024-54066-8) |
+| The role of electric grid research in addressing climate change | Nature Climate Change | 2024 | [10.1038/s41558-024-02092-1](https://doi.org/10.1038/s41558-024-02092-1) |
+| The role of advanced nuclear reactors and fuel cycles in a future energy system | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae030](https://doi.org/10.1093/pnasnexus/pgae030) |
+| Storm and tidal interactions control sediment exchange in mixed-energy coastal systems | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae042](https://doi.org/10.1093/pnasnexus/pgae042) |
+| Food–energy–water nexus optimization brings substantial reduction of urban resource consumption and greenhouse gas emissions | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae028](https://doi.org/10.1093/pnasnexus/pgae028) |
+| Robust capital cost optimization of generation and multitimescale storage requirements for a 100% renewable Australian electricity grid | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae127](https://doi.org/10.1093/pnasnexus/pgae127) |
+| A biospecies-derived genomic DNA hybrid gel electrolyte for electrochemical energy storage | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae213](https://doi.org/10.1093/pnasnexus/pgae213) |
+| China's progress in synergetic governance of climate change and multiple environmental issues | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae351](https://doi.org/10.1093/pnasnexus/pgae351) |
+| Catch the wind: Optimizing wind turbine power generation by addressing wind veer effects | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae480](https://doi.org/10.1093/pnasnexus/pgae480) |
+| Deciphering the variability in air-sea gas transfer due to sea state and wind history | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae389](https://doi.org/10.1093/pnasnexus/pgae389) |
+| An integrated experimental–modeling approach to identify key processes for carbon mineralization in fractured mafic and ultramafic rocks | npj Clean Energy | 2024 | [10.1093/pnasnexus/pgae388](https://doi.org/10.1093/pnasnexus/pgae388) |
+| Leveraging opposition-based learning for solar photovoltaic model parameter estimation with exponential distribution optimization algorithm | Scientific Reports | 2024 | [10.1038/s41598-023-50890-y](https://doi.org/10.1038/s41598-023-50890-y) |
+| MPPT control of photovoltaic array based on improved marine predator algorithm under complex solar irradiance conditions | Scientific Reports | 2024 | [10.1038/s41598-024-70811-x](https://doi.org/10.1038/s41598-024-70811-x) |
+| Enhanced Whale optimization algorithms for parameter identification of solar photovoltaic cell models: a comparative study | Scientific Reports | 2024 | [10.1038/s41598-024-67600-x](https://doi.org/10.1038/s41598-024-67600-x) |
+| An improved transient search optimization algorithm for building energy optimization and hybrid energy sizing applications | Scientific Reports | 2024 | [10.1038/s41598-024-68239-4](https://doi.org/10.1038/s41598-024-68239-4) |
+| Optimization of building integrated energy scheduling using an improved genetic whale algorithm | Scientific Reports | 2024 | [10.1038/s41598-024-52995-4](https://doi.org/10.1038/s41598-024-52995-4) |
+| Multiple objective energy optimization of a trade center building based on genetic algorithm using ecological materials | Scientific Reports | 2024 | [10.1038/s41598-024-58515-8](https://doi.org/10.1038/s41598-024-58515-8) |
+| Developing the hybrid BIM-BEM and jellyfish search optimization system for optimizing energy consumption and building installation costs | Scientific Reports | 2024 | [10.1038/s41598-024-68021-6](https://doi.org/10.1038/s41598-024-68021-6) |
+| Research on coupling optimization of carbon emissions and carbon leakage in international construction projects | Scientific Reports | 2024 | [10.1038/s41598-024-59531-4](https://doi.org/10.1038/s41598-024-59531-4) |
+| A novel advanced hybrid fuzzy MPPT controllers for renewable energy systems | Scientific Reports | 2024 | [10.1038/s41598-024-72060-4](https://doi.org/10.1038/s41598-024-72060-4) |
+| Optimization clearing strategy for multi-region electricity-heat market considering shared energy storage and integrated demand response | Scientific Reports | 2024 | [10.1038/s41598-024-72397-w](https://doi.org/10.1038/s41598-024-72397-w) |
+| Construction of power network security risk assessment model based on LSA-SVM algorithm in the background of smart grid | Scientific Reports | 2024 | [10.1038/s41598-024-59473-x](https://doi.org/10.1038/s41598-024-59473-x) |
+| Machine learning optimization for hybrid electric vehicle charging in renewable microgrids | Scientific Reports | 2024 | [10.1038/s41598-024-63775-5](https://doi.org/10.1038/s41598-024-63775-5) |
+| Electric vehicle path optimization research based on charging and switching methods under V2G | Scientific Reports | 2024 | [10.1038/s41598-024-81449-0](https://doi.org/10.1038/s41598-024-81449-0) |
+| Managing grid impacts from increased electric vehicle adoption in African cities | Scientific Reports | 2024 | [10.1038/s41598-024-75039-3](https://doi.org/10.1038/s41598-024-75039-3) |
+| Dynamic performance of rotor-side nonlinear control technique for doubly-fed multi-rotor wind energy based on improved super-twisting algorithms under variable wind speed | Scientific Reports | 2024 | [10.1038/s41598-024-55271-7](https://doi.org/10.1038/s41598-024-55271-7) |
+| Continuous input current buck DC/DC converter for small-size wind energy systems featuring current sensorless MPPT control | Scientific Reports | 2024 | [10.1038/s41598-023-50692-2](https://doi.org/10.1038/s41598-023-50692-2) |
+| Effective dynamic energy management algorithm for grid-interactive microgrid with hybrid energy storage system | Scientific Reports | 2024 | [10.1038/s41598-024-70599-w](https://doi.org/10.1038/s41598-024-70599-w) |
+| Optimal scheduling model using the IGDT method for park integrated energy systems considering P2G–CCS and cloud energy storage | Scientific Reports | 2024 | [10.1038/s41598-024-68292-z](https://doi.org/10.1038/s41598-024-68292-z) |
+| A Multi-Layer Techno-Economic-Environmental Energy Management Optimization in Cooperative Multi-Microgrids with Demand Response Program and Uncertainties Consideration | Scientific Reports | 2024 | [10.1038/s41598-024-72706-3](https://doi.org/10.1038/s41598-024-72706-3) |
+| The evolving long tail at the edge of the grid: Benefits and concerns | Joule | 2024 | [10.1016/j.joule.2024.04.005](https://doi.org/10.1016/j.joule.2024.04.005) |
+| Foundation models for the electric power grid | Joule | 2024 | [10.1016/j.joule.2024.11.002](https://doi.org/10.1016/j.joule.2024.11.002) |
+| Seasonal hydrogen energy storage sizing: Two-stage economic-safety optimization for integrated energy systems in northwest China | iScience | 2024 | [10.1016/j.isci.2024.110691](https://doi.org/10.1016/j.isci.2024.110691) |
+| Many-objective bi-level energy scheduling method for integrated energy stations based on power allocation strategy | iScience | 2024 | [10.1016/j.isci.2024.109305](https://doi.org/10.1016/j.isci.2024.109305) |
+| On the optimization of the interconnection of photovoltaic modules integrated in vehicles | iScience | 2024 | [10.1016/j.isci.2024.110089](https://doi.org/10.1016/j.isci.2024.110089) |
+| Batteries or hydrogen or both for grid electricity storage upon full electrification of 145 countries with wind-water-solar? | iScience | 2024 | [10.1016/j.isci.2024.108988](https://doi.org/10.1016/j.isci.2024.108988) |
+| Optimal scheduling of electricity and hydrogen integrated energy system considering multiple uncertainties | iScience | 2024 | [10.1016/j.isci.2024.109654](https://doi.org/10.1016/j.isci.2024.109654) |
+| PM
+                    <sub>2.5</sub>
+                    exposure disparities persist despite strict vehicle emissions controls in California | Science Advances | 2024 | [10.1126/sciadv.adn8544](https://doi.org/10.1126/sciadv.adn8544) |
+| CO
+            <sub>2</sub>
+            capture, geological storage, and mineralization using biobased biodegradable chelating agents and seawater | Science Advances | 2024 | [10.1126/sciadv.adq0515](https://doi.org/10.1126/sciadv.adq0515) |
+| A crowdsourced dataset of aerial images with annotated solar photovoltaic arrays and installation metadata | Scientific Data | 2023 | [10.1038/s41597-023-01951-4](https://doi.org/10.1038/s41597-023-01951-4) |
+| A Dataset for Electricity Market Studies on Western and Northeastern Power Grids in the United States | Scientific Data | 2023 | [10.1038/s41597-023-02448-w](https://doi.org/10.1038/s41597-023-02448-w) |
+| A synthetic dataset of Danish residential electricity prosumers | Scientific Data | 2023 | [10.1038/s41597-023-02271-3](https://doi.org/10.1038/s41597-023-02271-3) |
+| A 21-year dataset (2000–2020) of gap-free global daily surface soil moisture at 1-km grid resolution | Scientific Data | 2023 | [10.1038/s41597-023-01991-w](https://doi.org/10.1038/s41597-023-01991-w) |
+| Taking control of energy as a solar prosumer | Nature Energy | 2023 | [10.1038/s41560-022-01174-8](https://doi.org/10.1038/s41560-022-01174-8) |
+| Rail-based mobile energy storage as a grid-reliability solution for climate extremes | Nature Energy | 2023 | [10.1038/s41560-023-01284-x](https://doi.org/10.1038/s41560-023-01284-x) |
+| International relations theory on grid communities and international politics in a green world | Nature Energy | 2023 | [10.1038/s41560-023-01363-z](https://doi.org/10.1038/s41560-023-01363-z) |
+| Local and utility-wide cost allocations for a more equitable wildfire-resilient distribution grid | Nature Energy | 2023 | [10.1038/s41560-023-01306-8](https://doi.org/10.1038/s41560-023-01306-8) |
+| A phenazine-based high-capacity and high-stability electrochemical CO2 capture cell with coupled electricity storage | Nature Energy | 2023 | [10.1038/s41560-023-01347-z](https://doi.org/10.1038/s41560-023-01347-z) |
+| Stability follows efficiency based on the analysis of a large perovskite solar cells ageing dataset | Nature Communications | 2023 | [10.1038/s41467-023-40585-3](https://doi.org/10.1038/s41467-023-40585-3) |
+| Creating complex protocells and prototissues using simple DNA building blocks | Nature Communications | 2023 | [10.1038/s41467-023-36875-5](https://doi.org/10.1038/s41467-023-36875-5) |
+| Geospatial mapping of distribution grid with machine learning and publicly-accessible multi-modal data | Nature Communications | 2023 | [10.1038/s41467-023-39647-3](https://doi.org/10.1038/s41467-023-39647-3) |
+| Mental search of concepts is supported by egocentric vector representations and restructured grid maps | Nature Communications | 2023 | [10.1038/s41467-023-43831-w](https://doi.org/10.1038/s41467-023-43831-w) |
+| Grid integration feasibility and investment planning of offshore wind power under carbon-neutral transition in China | Nature Communications | 2023 | [10.1038/s41467-023-37536-3](https://doi.org/10.1038/s41467-023-37536-3) |
+| Electric vehicle batteries alone could satisfy short-term grid storage demand by as early as 2030 | Nature Communications | 2023 | [10.1038/s41467-022-35393-0](https://doi.org/10.1038/s41467-022-35393-0) |
+| Switchable biomimetic nanochannels for on-demand SO2 detection by light-controlled photochromism | Nature Communications | 2023 | [10.1038/s41467-023-37654-y](https://doi.org/10.1038/s41467-023-37654-y) |
+| Membrane free-energy landscapes derived from atomistic dynamics explain nonuniversal cholesterol-induced stiffening | npj Clean Energy | 2023 | [10.1093/pnasnexus/pgad269](https://doi.org/10.1093/pnasnexus/pgad269) |
+| Bioinspired stability enhancement in deuterium-substituted organic–inorganic hybrid perovskite solar cells | npj Clean Energy | 2023 | [10.1093/pnasnexus/pgad160](https://doi.org/10.1093/pnasnexus/pgad160) |
+| Correction to: Structural measures of personal networks predict migrants’ cultural backgrounds: an explanation from Grid/Group theory | npj Clean Energy | 2023 | [10.1093/pnasnexus/pgad469](https://doi.org/10.1093/pnasnexus/pgad469) |
+| A big data association rule mining based approach for energy building behaviour analysis in an IoT environment | Scientific Reports | 2023 | [10.1038/s41598-023-47056-1](https://doi.org/10.1038/s41598-023-47056-1) |
+| Analysis of renewable energy consumption and economy considering the joint optimal allocation of “renewable energy + energy storage + synchronous condenser” | Scientific Reports | 2023 | [10.1038/s41598-023-47401-4](https://doi.org/10.1038/s41598-023-47401-4) |
+| Optimizing upside variability and antifragility in renewable energy system design | Scientific Reports | 2023 | [10.1038/s41598-023-36379-8](https://doi.org/10.1038/s41598-023-36379-8) |
+| Author Correction: Enhancing the Australian Gridded Climate Dataset rainfall analysis using satellite data | Scientific Reports | 2023 | [10.1038/s41598-023-28997-z](https://doi.org/10.1038/s41598-023-28997-z) |
+| Optimized scheduling study of user side energy storage in cloud energy storage model | Scientific Reports | 2023 | [10.1038/s41598-023-45673-4](https://doi.org/10.1038/s41598-023-45673-4) |
+| Blending controlled-release urea and urea under ridge-furrow with plastic film mulching improves yield while mitigating carbon footprint in rainfed potato | Scientific Reports | 2023 | [10.1038/s41598-022-25845-4](https://doi.org/10.1038/s41598-022-25845-4) |
+| Impact of implementing emergency demand response program and tie-line on cyber-physical distribution network resiliency | Scientific Reports | 2023 | [10.1038/s41598-023-30746-1](https://doi.org/10.1038/s41598-023-30746-1) |
+| The value of fusion energy to a decarbonized United States electric grid | Joule | 2023 | [10.1016/j.joule.2023.02.006](https://doi.org/10.1016/j.joule.2023.02.006) |
+| Two million European single-family homes could abandon the grid by 2050 | Joule | 2023 | [10.1016/j.joule.2023.09.012](https://doi.org/10.1016/j.joule.2023.09.012) |
+| Thermally activated batteries and their prospects for grid-scale energy storage | Joule | 2023 | [10.1016/j.joule.2023.02.009](https://doi.org/10.1016/j.joule.2023.02.009) |
+| Getting methane under control: Paper policies, practical measurements, and the urgent need to verify emissions | One Earth | 2023 | [10.1016/j.oneear.2023.04.013](https://doi.org/10.1016/j.oneear.2023.04.013) |
+| Optimization of solar and battery-based hybrid renewable energy system augmented with bioenergy and hydro energy-based dispatchable source | iScience | 2023 | [10.1016/j.isci.2022.105821](https://doi.org/10.1016/j.isci.2022.105821) |
+| Hierarchical approach to evaluating storage requirements for renewable-energy-driven grids | iScience | 2023 | [10.1016/j.isci.2022.105900](https://doi.org/10.1016/j.isci.2022.105900) |
+| Death spiral of the legacy grid: A game-theoretic analysis of modern grid defection processes | iScience | 2023 | [10.1016/j.isci.2023.106415](https://doi.org/10.1016/j.isci.2023.106415) |
+| Intrinsic theta oscillation in the attractor network of grid cells | iScience | 2023 | [10.1016/j.isci.2023.106351](https://doi.org/10.1016/j.isci.2023.106351) |
+| Coherently remapping toroidal cells but not Grid cells are responsible for path integration in virtual agents | iScience | 2023 | [10.1016/j.isci.2023.108102](https://doi.org/10.1016/j.isci.2023.108102) |
+| Data-driven multi-objective optimization for electric vehicle charging infrastructure | iScience | 2023 | [10.1016/j.isci.2023.107737](https://doi.org/10.1016/j.isci.2023.107737) |
+| Mind the goal: Trade-offs between flexibility goals for controlled electric vehicle charging strategies | iScience | 2023 | [10.1016/j.isci.2023.105937](https://doi.org/10.1016/j.isci.2023.105937) |
+| Nonlinear terahertz control of the lead halide perovskite lattice | Science Advances | 2023 | [10.1126/sciadv.adg3856](https://doi.org/10.1126/sciadv.adg3856) |
+| Manipulating nitration and stabilization to achieve high energy | Science Advances | 2023 | [10.1126/sciadv.adk3754](https://doi.org/10.1126/sciadv.adk3754) |
+| Injectable, self-healing hydrogel adhesives with firm tissue adhesion and on-demand biodegradation for sutureless wound closure | Science Advances | 2023 | [10.1126/sciadv.adh4327](https://doi.org/10.1126/sciadv.adh4327) |
+| Swarming self-adhesive microgels enabled aneurysm on-demand embolization in physiological blood flow | Science Advances | 2023 | [10.1126/sciadv.adf9278](https://doi.org/10.1126/sciadv.adf9278) |
+| Grid-based methods for chemistry simulations on a quantum computer | Science Advances | 2023 | [10.1126/sciadv.abo7484](https://doi.org/10.1126/sciadv.abo7484) |
+| Light-stimulated micromotor swarms in an electric field with accurate spatial, temporal, and mode control | Science Advances | 2023 | [10.1126/sciadv.adi9932](https://doi.org/10.1126/sciadv.adi9932) |
+| An all-Africa dataset of energy model “supply regions” for solar photovoltaic and wind power | Scientific Data | 2022 | [10.1038/s41597-022-01786-5](https://doi.org/10.1038/s41597-022-01786-5) |
+| A high spatial resolution dataset for anthropogenic atmospheric mercury emissions in China during 1998–2014 | Scientific Data | 2022 | [10.1038/s41597-022-01725-4](https://doi.org/10.1038/s41597-022-01725-4) |
+| A residential labeled dataset for smart meter data analytics | Scientific Data | 2022 | [10.1038/s41597-022-01252-2](https://doi.org/10.1038/s41597-022-01252-2) |
+| Planning sustainable electricity solutions for refugee settlements in sub-Saharan Africa | Nature Energy | 2022 | [10.1038/s41560-022-01006-9](https://doi.org/10.1038/s41560-022-01006-9) |
+| Towards a repair research agenda for off-grid solar e-waste in the Global South | Nature Energy | 2022 | [10.1038/s41560-022-01103-9](https://doi.org/10.1038/s41560-022-01103-9) |
+| Simulated co-optimization of renewable energy and desalination systems in Neom, Saudi Arabia | Nature Communications | 2022 | [10.1038/s41467-022-31233-3](https://doi.org/10.1038/s41467-022-31233-3) |
+| Synchronization in electric power networks with inherent heterogeneity up to 100% inverter-based renewable generation | Nature Communications | 2022 | [10.1038/s41467-022-30164-3](https://doi.org/10.1038/s41467-022-30164-3) |
+| Electrifying passenger road transport in India requires near-term electricity grid decarbonisation | Nature Communications | 2022 | [10.1038/s41467-022-29620-x](https://doi.org/10.1038/s41467-022-29620-x) |
+| Disruption of the grid cell network in a mouse model of early Alzheimer’s disease | Nature Communications | 2022 | [10.1038/s41467-022-28551-x](https://doi.org/10.1038/s41467-022-28551-x) |
+| Electro-active metaobjective from metalenses-on-demand | Nature Communications | 2022 | [10.1038/s41467-022-34494-0](https://doi.org/10.1038/s41467-022-34494-0) |
+| Magnetically assisted drop-on-demand 3D printing of microstructured multimaterial composites | Nature Communications | 2022 | [10.1038/s41467-022-32792-1](https://doi.org/10.1038/s41467-022-32792-1) |
+| Feasibility of hybrid in-stream generator–photovoltaic systems for Amazonian off-grid communities | npj Clean Energy | 2022 | [10.1093/pnasnexus/pgac077](https://doi.org/10.1093/pnasnexus/pgac077) |
+| Structural measures of personal networks predict migrants’ cultural backgrounds: an explanation from Grid/Group theory | npj Clean Energy | 2022 | [10.1093/pnasnexus/pgac195](https://doi.org/10.1093/pnasnexus/pgac195) |
+| Enhancing the Australian Gridded Climate Dataset rainfall analysis using satellite data | Scientific Reports | 2022 | [10.1038/s41598-022-25255-6](https://doi.org/10.1038/s41598-022-25255-6) |
+| Linking the long-term variability in global wave energy to swell climate and redefining suitable coasts for energy exploitation | Scientific Reports | 2022 | [10.1038/s41598-022-18935-w](https://doi.org/10.1038/s41598-022-18935-w) |
+| Authentication of smart grid communications using quantum key distribution | Scientific Reports | 2022 | [10.1038/s41598-022-16090-w](https://doi.org/10.1038/s41598-022-16090-w) |
+| Ecological driving on multiphase trajectories and multiobjective optimization for autonomous electric vehicle platoon | Scientific Reports | 2022 | [10.1038/s41598-022-09156-2](https://doi.org/10.1038/s41598-022-09156-2) |
+| Collection mode choice of spent electric vehicle batteries: considering collection competition and third-party economies of scale | Scientific Reports | 2022 | [10.1038/s41598-022-10433-3](https://doi.org/10.1038/s41598-022-10433-3) |
+| A weighted energy consumption minimization-based multi-hop uneven clustering routing protocol for cognitive radio sensor networks | Scientific Reports | 2022 | [10.1038/s41598-022-18310-9](https://doi.org/10.1038/s41598-022-18310-9) |
+| Low-carbon economic dispatch considering integrated demand response and multistep carbon trading for multi-energy microgrid | Scientific Reports | 2022 | [10.1038/s41598-022-10123-0](https://doi.org/10.1038/s41598-022-10123-0) |
+| Performance optimization of monolithic all-perovskite tandem solar cells under standard and real-world solar spectra | Joule | 2022 | [10.1016/j.joule.2022.06.027](https://doi.org/10.1016/j.joule.2022.06.027) |
+| The demand-side resource opportunity for deep grid decarbonization | Joule | 2022 | [10.1016/j.joule.2022.04.010](https://doi.org/10.1016/j.joule.2022.04.010) |
+| Understanding battery aging in grid energy storage systems | Joule | 2022 | [10.1016/j.joule.2022.09.014](https://doi.org/10.1016/j.joule.2022.09.014) |
+| Policy-driven solar innovation and deployment remains critical for US grid decarbonization | Joule | 2022 | [10.1016/j.joule.2022.07.012](https://doi.org/10.1016/j.joule.2022.07.012) |
+| Seasonal challenges for a California renewable- energy-driven grid | iScience | 2022 | [10.1016/j.isci.2021.103577](https://doi.org/10.1016/j.isci.2021.103577) |
+| Targeted demand response for mitigating price volatility and enhancing grid reliability in synthetic Texas electricity markets | iScience | 2022 | [10.1016/j.isci.2021.103723](https://doi.org/10.1016/j.isci.2021.103723) |
+| Distribution grid impacts of electric vehicles: A California case study | iScience | 2022 | [10.1016/j.isci.2021.103686](https://doi.org/10.1016/j.isci.2021.103686) |
+| Planning for the evolution of the electric grid with a long-run marginal emission rate | iScience | 2022 | [10.1016/j.isci.2022.103915](https://doi.org/10.1016/j.isci.2022.103915) |
+| Aqueous zinc batteries: Design principles toward organic cathodes for grid applications | iScience | 2022 | [10.1016/j.isci.2022.104204](https://doi.org/10.1016/j.isci.2022.104204) |
+| Large balancing areas and dispersed renewable investment enhance grid flexibility in a renewable-dominant power system in China | iScience | 2022 | [10.1016/j.isci.2022.103749](https://doi.org/10.1016/j.isci.2022.103749) |
+| Uncovering the biological basis of control energy: Structural and metabolic correlates of energy inefficiency in temporal lobe epilepsy | Science Advances | 2022 | [10.1126/sciadv.abn2293](https://doi.org/10.1126/sciadv.abn2293) |
+| Addressing gain-bandwidth trade-off by a monolithically integrated photovoltaic transistor | Science Advances | 2022 | [10.1126/sciadv.abq0187](https://doi.org/10.1126/sciadv.abq0187) |
+| Influence of voids on the thermal and light stability of perovskite solar cells | Science Advances | 2022 | [10.1126/sciadv.abo5977](https://doi.org/10.1126/sciadv.abo5977) |
+| The effect of renewable energy incorporation on power grid stability and resilience | Science Advances | 2022 | [10.1126/sciadv.abj6734](https://doi.org/10.1126/sciadv.abj6734) |
+| DEDDIAG, a domestic electricity demand dataset of individual appliances in Germany | Scientific Data | 2021 | [10.1038/s41597-021-00963-2](https://doi.org/10.1038/s41597-021-00963-2) |
+| Truck electrification has minor grid impacts | Nature Energy | 2021 | [10.1038/s41560-021-00857-y](https://doi.org/10.1038/s41560-021-00857-y) |
+| Cleaning cars, grid and air | Nature Energy | 2021 | [10.1038/s41560-020-00769-3](https://doi.org/10.1038/s41560-020-00769-3) |
+| Inequality built into the grid | Nature Energy | 2021 | [10.1038/s41560-021-00873-y](https://doi.org/10.1038/s41560-021-00873-y) |
+| Inequitable access to distributed energy resources due to grid infrastructure limits in California | Nature Energy | 2021 | [10.1038/s41560-021-00887-6](https://doi.org/10.1038/s41560-021-00887-6) |
+| Economic, environmental and grid-resilience benefits of converting diesel trains to battery-electric | Nature Energy | 2021 | [10.1038/s41560-021-00915-5](https://doi.org/10.1038/s41560-021-00915-5) |
+| Linear reinforcement learning in planning, grid fields, and cognitive control | Nature Communications | 2021 | [10.1038/s41467-021-25123-3](https://doi.org/10.1038/s41467-021-25123-3) |
+| Perineuronal nets stabilize the grid cell network | Nature Communications | 2021 | [10.1038/s41467-020-20241-w](https://doi.org/10.1038/s41467-020-20241-w) |
+| On-demand synthesis of phosphoramidites | Nature Communications | 2021 | [10.1038/s41467-021-22945-z](https://doi.org/10.1038/s41467-021-22945-z) |
+| Application of large-scale grid-connected solar photovoltaic system for voltage stability improvement of weak national grids | Scientific Reports | 2021 | [10.1038/s41598-021-04300-w](https://doi.org/10.1038/s41598-021-04300-w) |
+| Controlled synthesis of various Fe2O3 morphologies as energy storage materials | Scientific Reports | 2021 | [10.1038/s41598-021-84755-z](https://doi.org/10.1038/s41598-021-84755-z) |
+| Energy budget and carbon footprint in a wheat and maize system under ridge furrow strategy in dry semi humid areas | Scientific Reports | 2021 | [10.1038/s41598-021-88717-3](https://doi.org/10.1038/s41598-021-88717-3) |
+| Techno-economic analysis of long-duration energy storage and flexible power generation technologies to support high-variable renewable energy grids | Joule | 2021 | [10.1016/j.joule.2021.06.018](https://doi.org/10.1016/j.joule.2021.06.018) |
+| Rwanda’s Off-Grid Solar Performance Targets | Joule | 2021 | [10.1016/j.joule.2020.12.016](https://doi.org/10.1016/j.joule.2020.12.016) |
+| Building and grid system benefits of demand flexibility and energy efficiency | Joule | 2021 | [10.1016/j.joule.2021.08.001](https://doi.org/10.1016/j.joule.2021.08.001) |
+| US building energy efficiency and flexibility as an electric grid resource | Joule | 2021 | [10.1016/j.joule.2021.06.002](https://doi.org/10.1016/j.joule.2021.06.002) |
+| Predicting battery end of life from solar off-grid system field data using machine learning | Joule | 2021 | [10.1016/j.joule.2021.11.006](https://doi.org/10.1016/j.joule.2021.11.006) |
+| Toward carbon-neutral electricity and mobility: Is the grid infrastructure ready? | Joule | 2021 | [10.1016/j.joule.2021.06.011](https://doi.org/10.1016/j.joule.2021.06.011) |
+| Solar and wind grid system value in the United States: The effect of transmission congestion, generation profiles, and curtailment | Joule | 2021 | [10.1016/j.joule.2021.05.009](https://doi.org/10.1016/j.joule.2021.05.009) |
+| From silos to systems: Enabling off-grid electrification of healthcare facilities, households, and businesses in sub-Saharan Africa | One Earth | 2021 | [10.1016/j.oneear.2021.10.021](https://doi.org/10.1016/j.oneear.2021.10.021) |
+| Cryo-EM grid optimization for membrane proteins | iScience | 2021 | [10.1016/j.isci.2021.102139](https://doi.org/10.1016/j.isci.2021.102139) |
+| Modularization of grid cells constrained by the pyramidal patch lattice | iScience | 2021 | [10.1016/j.isci.2021.102301](https://doi.org/10.1016/j.isci.2021.102301) |
+| Comprehensive early warning strategies based on consistency deviation of thermal–electrical characteristics for energy storage grid | iScience | 2021 | [10.1016/j.isci.2021.103058](https://doi.org/10.1016/j.isci.2021.103058) |
+| Controlling electrochemical growth of metallic zinc electrodes: Toward affordable rechargeable energy storage systems | Science Advances | 2021 | [10.1126/sciadv.abe0219](https://doi.org/10.1126/sciadv.abe0219) |
+| Theta oscillations coordinate grid-like representations between ventromedial prefrontal and entorhinal cortex | Science Advances | 2021 | [10.1126/sciadv.abj0200](https://doi.org/10.1126/sciadv.abj0200) |
+| Optogenetic pacing of medial septum parvalbumin-positive cells disrupts temporal but not spatial firing in grid cells | Science Advances | 2021 | [10.1126/sciadv.abd5684](https://doi.org/10.1126/sciadv.abd5684) |
+| Developing reliable hourly electricity demand data through screening and imputation | Scientific Data | 2020 | [10.1038/s41597-020-0483-x](https://doi.org/10.1038/s41597-020-0483-x) |
+| Cleaning the grid | Nature Sustainability | 2020 | [10.1038/s41893-020-00663-6](https://doi.org/10.1038/s41893-020-00663-6) |
+| Re-evaluating effectiveness of vehicle emission control programmes targeting high-emitters | Nature Sustainability | 2020 | [10.1038/s41893-020-0573-y](https://doi.org/10.1038/s41893-020-0573-y) |
+| Grid cells are modulated by local head direction | Nature Communications | 2020 | [10.1038/s41467-020-17500-1](https://doi.org/10.1038/s41467-020-17500-1) |
+| India’s potential for integrating solar and on- and offshore wind power into its energy system | Nature Communications | 2020 | [10.1038/s41467-020-18318-7](https://doi.org/10.1038/s41467-020-18318-7) |
+| Vicinal difunctionalization of carbon–carbon double bond for the platform synthesis of trifluoroalkyl amines | Nature Communications | 2020 | [10.1038/s41467-020-19748-z](https://doi.org/10.1038/s41467-020-19748-z) |
+| Cost of wind energy generation should include energy storage allowance | Scientific Reports | 2020 | [10.1038/s41598-020-59936-x](https://doi.org/10.1038/s41598-020-59936-x) |
+| Reducing Emissions and Costs with Vehicle-to-Grid | Joule | 2020 | [10.1016/j.joule.2020.08.003](https://doi.org/10.1016/j.joule.2020.08.003) |
+| Securing Smart Grids with Machine Learning | Joule | 2020 | [10.1016/j.joule.2020.02.013](https://doi.org/10.1016/j.joule.2020.02.013) |
+| Toward Controlled Thermal Energy Storage and Release in Organic Phase Change Materials | Joule | 2020 | [10.1016/j.joule.2020.07.011](https://doi.org/10.1016/j.joule.2020.07.011) |
+| Impacts of Green New Deal Energy Plans on Grid Stability, Costs, Jobs, Health, and Climate in 143 Countries | One Earth | 2020 | [10.1016/j.oneear.2020.01.007](https://doi.org/10.1016/j.oneear.2020.01.007) |
+| Chemical anti-corrosion strategy for stable inverted perovskite solar cells | Science Advances | 2020 | [10.1126/sciadv.abd1580](https://doi.org/10.1126/sciadv.abd1580) |
+| Controlling colloidal crystals via morphing energy landscapes and reinforcement learning | Science Advances | 2020 | [10.1126/sciadv.abd6716](https://doi.org/10.1126/sciadv.abd6716) |
+| Voltage controlled on-demand magnonic nanochannels | Science Advances | 2020 | [10.1126/sciadv.aba5457](https://doi.org/10.1126/sciadv.aba5457) |
+| Grid diagrams as tools to investigate knot spaces and topoisomerase-mediated simplification of DNA topology | Science Advances | 2020 | [10.1126/sciadv.aay1458](https://doi.org/10.1126/sciadv.aay1458) |

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