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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
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
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
Electric vehicle charging station recommendation system based on graph neural network and context-aware refinement Scientific Reports 2026 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
CPVPD-2024: A Chinese photovoltaic plant dataset derived via a topography-enhanced deep learning framework Scientific Data 2025 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
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
Power quality disturbance identification using hybrid deep learning in renewable energy systems Scientific Reports 2025 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
Survival analysis of electric vehicle charging behavior and the temporal evolution of feature effects Scientific Reports 2025 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
Remotely sensed above-ground storage tank dataset for object detection and infrastructure assessment Scientific Data 2024 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
Effective data-driven collective variables for free energy calculations from metadynamics of paths npj Clean Energy 2024 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
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
Active learning-based machine learning approach for enhancing environmental sustainability in green building energy consumption Scientific Reports 2024 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
The carbon footprint of predicting CO2 storage capacity in metal-organic frameworks within neural networks iScience 2024 10.1016/j.isci.2024.109644
Physics-guided deep learning for skillful wind-wave modeling Science Advances 2024 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
Global green hydrogen-based steel opportunities surrounding high quality renewable energy and iron ore deposits Nature Communications 2023 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
Interrelationships between urban travel demand and electricity consumption: a deep learning approach Scientific Reports 2023 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
A long-term reconstructed TROPOMI solar-induced fluorescence dataset using machine learning algorithms Scientific Data 2022 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
Machine learning toward advanced energy storage devices and systems iScience 2021 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
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

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
Unlocking global carbon reduction potential by embracing low-carbon lifestyles Nature Communications 2025 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
Spatiotemporal evolution of agricultural carbon emissions intensity in China and analysis of influencing factors Scientific Reports 2025 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
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
Spatiotemporal carbon footprints of electricity production and consumption in China Cell Reports Sustainability 2025 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
Unlocking the potential of biogas systems for energy production and climate solutions in rural communities Nature Communications 2024 10.1038/s41467-024-50091-9
Blockchain-based energy consumption approaches in IoT Scientific Reports 2024 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
Enhancing the European power system resilience with a recommendation system for voluntary demand response iScience 2024 10.1016/j.isci.2024.111430
Olivine alteration and the loss of Mars’ early atmospheric carbon Science Advances 2024 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
Emissions savings from equitable energy demand reduction Nature Energy 2023 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
Reviewing the sociotechnical dynamics of carbon removal Joule 2023 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
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
Datasets on South Korean manufacturing factories’ electricity consumption and demand response participation Scientific Data 2022 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
Global land-use intensity and anthropogenic emissions exhibit symbiotic and explosive behavior iScience 2022 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
Safer carbon nanotube processing expands industrial and consumer applications Science Advances 2022 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
A frequency-amplitude coordinator and its optimal energy consumption for biological oscillators Nature Communications 2021 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
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
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
Electricity-powered artificial root nodule Nature Communications 2020 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

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
Probabilistic day-ahead forecasting of system-level renewable energy and electricity demand Nature Communications 2026 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
Comparative evaluation of several models for forecasting hourly electricity use in a steel plant Scientific Reports 2026 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
A multi-dimensional feature aggregation network for electric vehicle charging demand prediction Scientific Reports 2026 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
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
UrbanEV: An Open Benchmark Dataset for Urban Electric Vehicle Charging Demand Prediction Scientific Data 2025 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
A hierarchical dataset on multiple energy consumption and PV generation with emissions and weather information Scientific Data 2025 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
5G High Density Demand Dataset in Liverpool City Region, UK Scientific Data 2025 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
Spatiotemporal assessment of renewable adequacy during diverse extreme weather events in China Nature Communications 2025 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
Deep learning predicts real-world electric vehicle direct current charging profiles and durations Nature Communications 2025 10.1038/s41467-025-65970-y
Atmospheric wind energization of ocean weather Nature Communications 2025 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
Bioinspired nondissipative mechanical energy storage and release in hydrogels via hierarchical sequentially swollen stretched chains Nature Communications 2025 10.1038/s41467-025-59743-w
Spatiotemporal predictions of toxic urban plumes using deep learning npj Clean Energy 2025 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
Air-conditioning replacement to enhance the reliability of renewable power systems under extreme weather risks npj Clean Energy 2025 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
Optimizing photovoltaic power plant forecasting with dynamic neural network structure refinement Scientific Reports 2025 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
Federated two-edge graph attention network with weighted global aggregation for electricity consumption demand forecasting Scientific Reports 2025 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
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
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
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
Time series transformer for tourism demand forecasting Scientific Reports 2025 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
Climate-adaptive energy forecasting in green buildings via attention-enhanced Seq2Seq transfer learning Scientific Reports 2025 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
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
Smart Strategies for Improving Electric Vehicle Battery Performance and Efficiency Scientific Reports 2025 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
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
Energy consumption prediction of PEVs incorporating traffic flow information Scientific Reports 2025 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
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
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
The greenhouse gas burden of weatherizing northern US homes and estimated lifetime energy savings Cell Reports Sustainability 2025 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
Adaptive singular spectral decomposition hybrid framework with quadratic error correction for wind power prediction iScience 2025 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
A compact cassette tape for DNA-based data storage Science Advances 2025 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
County-level intensity of carbon emissions from crop farming in China during 2000–2019 Scientific Data 2024 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
The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece Scientific Data 2024 10.1038/s41597-024-03208-0
Wind turbine condition monitoring dataset of Fraunhofer LBF Scientific Data 2024 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
Weather-sensitive renewable energy sources do not subject power systems to blackouts Nature Energy 2024 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
Weather conditions linked to energy droughts in electricity systems with hydropower Nature Energy 2024 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
How grid reinforcement costs differ by the income of electric vehicle users Nature Communications 2024 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
Microphase iron particle growth promoted by solar wind implantation in lunar soils npj Clean Energy 2024 10.1093/pnasnexus/pgae450
Prioritizing social vulnerability in urban heat mitigation npj Clean Energy 2024 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
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
Urban Water-Energy consumption Prediction Influenced by Climate Change utilizing an innovative deep learning method Scientific Reports 2024 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
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
Forecasting for electricity demand utilizing enhanced inception-V4 using improved Osprey optimization Scientific Reports 2024 10.1038/s41598-024-81487-8
Deep learning-based forecasting of electricity consumption Scientific Reports 2024 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
Power consumption prediction for electric vehicle charging stations and forecasting income Scientific Reports 2024 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
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
Optimization scheduling of microgrid comprehensive demand response load considering user satisfaction Scientific Reports 2024 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
Nonsynchronous rotation of icy moon ice shells: The thermal wind perspective Science Advances 2024 10.1126/sciadv.adk2277
Solar active region magnetogram image dataset for studies of space weather Scientific Data 2023 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
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
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
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
New estimates of the storage permanence and ocean co-benefits of enhanced rock weathering npj Clean Energy 2023 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
Electricity consumption in Finland influenced by climate effects of energetic particle precipitation Scientific Reports 2023 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
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
Comprehensive energy efficiency optimization algorithm for steel load considering network reconstruction and demand response Scientific Reports 2023 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
An overview of deterministic and probabilistic forecasting methods of wind energy iScience 2023 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
Toward highly effective loading of DNA in hydrogels for high-density and long-term information storage Science Advances 2023 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
Charging infrastructure access and operation to reduce the grid impacts of deep electric vehicle adoption Nature Energy 2022 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
Cryocampsis: a biophysical freeze-bending response of shrubs and trees under snow loads npj Clean Energy 2022 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
Extreme weather and electricity markets: Key lessons from the February 2021 Texas crisis Joule 2022 10.1016/j.joule.2021.12.015
Changing sensitivity to cold weather in Texas power demand iScience 2022 10.1016/j.isci.2022.104173
A synthetic building operation dataset Scientific Data 2021 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
Time series of useful energy consumption patterns for energy system modeling Scientific Data 2021 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
Geomechanical simulation of energy storage in salt formations Scientific Reports 2021 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
A synthetic energy dataset for non-intrusive load monitoring in households Scientific Data 2020 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
Anomalous supply shortages from dynamic pricing in on-demand mobility Nature Communications 2020 10.1038/s41467-020-18370-3
A wind-albedo-wind feedback driven by landscape evolution Nature Communications 2020 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
Mitigating Curtailment and Carbon Emissions through Load Migration between Data Centers Joule 2020 10.1016/j.joule.2020.08.001
Electricity Load Implications of Space Heating Decarbonization Pathways Joule 2020 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
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
Co-crystal engineering unlocks high-stability perovskite solar modules Nature Energy 2026 10.1038/s41560-025-01904-8
Negative pricing increases electricity use but challenges grid stability Nature Energy 2026 10.1038/s41560-025-01928-0
The integration imperative in electricity grid transition Nature Energy 2026 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
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
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
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
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
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
A probabilistic framework for effective battery energy storage sizing in microgrids with demand response Scientific Reports 2026 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
Renewable-powered high-temperature compressed air energy storage to accelerate grid decarbonization Cell Reports Sustainability 2026 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
On-demand cancer immunotherapy via single-cell encapsulation of synthetic circuit–engineered cells Science Advances 2026 10.1126/sciadv.aea3573
Programmable electric tweezers Science Advances 2026 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
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
Underground well water level observation grid dataset from 2005 to 2022 Scientific Data 2025 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
HIPGDAC-ES: historical population grid data compilation for Spain (1900–2021) Scientific Data 2025 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
Unveiling Energy Dynamics of Battery Electric Vehicle Using High-Resolution Data Scientific Data 2025 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
Grid-scale corrosion-free Zn/Br flow batteries enabled by a multi-electron transfer reaction Nature Energy 2025 10.1038/s41560-025-01907-5
AI data centres as grid-interactive assets Nature Energy 2025 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
Speed modulations in grid cell information geometry Nature Communications 2025 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
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
Entorhinal grid-like codes for visual space during memory formation Nature Communications 2025 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
Dynamic grid management reduces wildfire adaptation costs in the electric power sector Nature Climate Change 2025 10.1038/s41558-025-02436-5
Cost-effective adaptation of electric grids Nature Climate Change 2025 10.1038/s41558-025-02421-y
The equity implications of pecuniary externalities on an electric grid npj Clean Energy 2025 10.1093/pnasnexus/pgaf356
Multicriteria models provide enhanced insight for siting US offshore wind npj Clean Energy 2025 10.1093/pnasnexus/pgaf051
Grid connections and inequitable access to electricity in African cities Nature Cities 2025 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
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
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
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
Individual perceptions of renewable energy investment in Somali firms Scientific Reports 2025 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
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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
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An online learning method for assessing smart grid stability under dynamic perturbations Scientific Reports 2025 10.1038/s41598-025-94718-3
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Interpretable adaptive fault detection method for smart grid based on belief rule base Scientific Reports 2025 10.1038/s41598-025-91897-x
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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
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New flexible bidirectional converter for electric vehicle substations connecting microgrids Scientific Reports 2025 10.1038/s41598-025-19277-z
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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
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Earth Grid: Toward a low-carbon energy infrastructure iScience 2025 10.1016/j.isci.2025.113681
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A biospecies-derived genomic DNA hybrid gel electrolyte for electrochemical energy storage npj Clean Energy 2024 10.1093/pnasnexus/pgae213
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Leveraging opposition-based learning for solar photovoltaic model parameter estimation with exponential distribution optimization algorithm Scientific Reports 2024 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
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Optimization of building integrated energy scheduling using an improved genetic whale algorithm Scientific Reports 2024 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
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A novel advanced hybrid fuzzy MPPT controllers for renewable energy systems Scientific Reports 2024 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
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Machine learning optimization for hybrid electric vehicle charging in renewable microgrids Scientific Reports 2024 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
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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
Effective dynamic energy management algorithm for grid-interactive microgrid with hybrid energy storage system Scientific Reports 2024 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
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
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Foundation models for the electric power grid Joule 2024 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
Many-objective bi-level energy scheduling method for integrated energy stations based on power allocation strategy iScience 2024 10.1016/j.isci.2024.109305
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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
Optimal scheduling of electricity and hydrogen integrated energy system considering multiple uncertainties iScience 2024 10.1016/j.isci.2024.109654
PM2.5 exposure disparities persist despite strict vehicle emissions controls in California Science Advances 2024 10.1126/sciadv.adn8544
CO2 capture, geological storage, and mineralization using biobased biodegradable chelating agents and seawater Science Advances 2024 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
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
A synthetic dataset of Danish residential electricity prosumers Scientific Data 2023 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
Taking control of energy as a solar prosumer Nature Energy 2023 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
International relations theory on grid communities and international politics in a green world Nature Energy 2023 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
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
Stability follows efficiency based on the analysis of a large perovskite solar cells ageing dataset Nature Communications 2023 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
Geospatial mapping of distribution grid with machine learning and publicly-accessible multi-modal data Nature Communications 2023 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
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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
Switchable biomimetic nanochannels for on-demand SO2 detection by light-controlled photochromism Nature Communications 2023 10.1038/s41467-023-37654-y
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Bioinspired stability enhancement in deuterium-substituted organic–inorganic hybrid perovskite solar cells npj Clean Energy 2023 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
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
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
Optimizing upside variability and antifragility in renewable energy system design Scientific Reports 2023 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
Optimized scheduling study of user side energy storage in cloud energy storage model Scientific Reports 2023 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
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
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Two million European single-family homes could abandon the grid by 2050 Joule 2023 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
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Hierarchical approach to evaluating storage requirements for renewable-energy-driven grids iScience 2023 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
Intrinsic theta oscillation in the attractor network of grid cells iScience 2023 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
Data-driven multi-objective optimization for electric vehicle charging infrastructure iScience 2023 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
Nonlinear terahertz control of the lead halide perovskite lattice Science Advances 2023 10.1126/sciadv.adg3856
Manipulating nitration and stabilization to achieve high energy Science Advances 2023 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
Swarming self-adhesive microgels enabled aneurysm on-demand embolization in physiological blood flow Science Advances 2023 10.1126/sciadv.adf9278
Grid-based methods for chemistry simulations on a quantum computer Science Advances 2023 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
An all-Africa dataset of energy model “supply regions” for solar photovoltaic and wind power Scientific Data 2022 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
A residential labeled dataset for smart meter data analytics Scientific Data 2022 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
Towards a repair research agenda for off-grid solar e-waste in the Global South Nature Energy 2022 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
Synchronization in electric power networks with inherent heterogeneity up to 100% inverter-based renewable generation Nature Communications 2022 10.1038/s41467-022-30164-3
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Disruption of the grid cell network in a mouse model of early Alzheimer’s disease Nature Communications 2022 10.1038/s41467-022-28551-x
Electro-active metaobjective from metalenses-on-demand Nature Communications 2022 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
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Authentication of smart grid communications using quantum key distribution Scientific Reports 2022 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
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
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
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
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
The demand-side resource opportunity for deep grid decarbonization Joule 2022 10.1016/j.joule.2022.04.010
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Seasonal challenges for a California renewable- energy-driven grid iScience 2022 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
Distribution grid impacts of electric vehicles: A California case study iScience 2022 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
Aqueous zinc batteries: Design principles toward organic cathodes for grid applications iScience 2022 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
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
Addressing gain-bandwidth trade-off by a monolithically integrated photovoltaic transistor Science Advances 2022 10.1126/sciadv.abq0187
Influence of voids on the thermal and light stability of perovskite solar cells Science Advances 2022 10.1126/sciadv.abo5977
The effect of renewable energy incorporation on power grid stability and resilience Science Advances 2022 10.1126/sciadv.abj6734
DEDDIAG, a domestic electricity demand dataset of individual appliances in Germany Scientific Data 2021 10.1038/s41597-021-00963-2
Truck electrification has minor grid impacts Nature Energy 2021 10.1038/s41560-021-00857-y
Cleaning cars, grid and air Nature Energy 2021 10.1038/s41560-020-00769-3
Inequality built into the grid Nature Energy 2021 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
Economic, environmental and grid-resilience benefits of converting diesel trains to battery-electric Nature Energy 2021 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
Perineuronal nets stabilize the grid cell network Nature Communications 2021 10.1038/s41467-020-20241-w
On-demand synthesis of phosphoramidites Nature Communications 2021 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
Controlled synthesis of various Fe2O3 morphologies as energy storage materials Scientific Reports 2021 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
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
Rwanda’s Off-Grid Solar Performance Targets Joule 2021 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
US building energy efficiency and flexibility as an electric grid resource Joule 2021 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
Toward carbon-neutral electricity and mobility: Is the grid infrastructure ready? Joule 2021 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
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
Cryo-EM grid optimization for membrane proteins iScience 2021 10.1016/j.isci.2021.102139
Modularization of grid cells constrained by the pyramidal patch lattice iScience 2021 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
Controlling electrochemical growth of metallic zinc electrodes: Toward affordable rechargeable energy storage systems Science Advances 2021 10.1126/sciadv.abe0219
Theta oscillations coordinate grid-like representations between ventromedial prefrontal and entorhinal cortex Science Advances 2021 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
Developing reliable hourly electricity demand data through screening and imputation Scientific Data 2020 10.1038/s41597-020-0483-x
Cleaning the grid Nature Sustainability 2020 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
Grid cells are modulated by local head direction Nature Communications 2020 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
Vicinal difunctionalization of carbon–carbon double bond for the platform synthesis of trifluoroalkyl amines Nature Communications 2020 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
Reducing Emissions and Costs with Vehicle-to-Grid Joule 2020 10.1016/j.joule.2020.08.003
Securing Smart Grids with Machine Learning Joule 2020 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
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
Chemical anti-corrosion strategy for stable inverted perovskite solar cells Science Advances 2020 10.1126/sciadv.abd1580
Controlling colloidal crystals via morphing energy landscapes and reinforcement learning Science Advances 2020 10.1126/sciadv.abd6716
Voltage controlled on-demand magnonic nanochannels Science Advances 2020 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