UEX-IntelligentEnergySystems_OpenDatasets.md

# 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 & 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) |
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| 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) |
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| 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) |
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| 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) |
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