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Design of a hybrid learning model for establishing consistency in smart grid environment
10.1038/s41598-025-28986-4
https://doi.org/10.1038/s41598-025-28986-4
Scientific Reports
2,025
Mahendran, S.; Gomathy, B.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Improving efficiency in smart grid monitoring using hybrid classification and dimensionality reduction
10.1038/s41598-025-26009-w
https://doi.org/10.1038/s41598-025-26009-w
Scientific Reports
2,025
Kumar, T.; Kesavaraja, D.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Robust algorithm development of frequency estimation in smart grid
10.1038/s41598-025-16533-0
https://doi.org/10.1038/s41598-025-16533-0
Scientific Reports
2,025
Yu, Y.; Yang, Y.; Wang, X.; Lv, L.; Chen, Y.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
A smart grid data sharing scheme supporting policy update and traceability
10.1038/s41598-025-10704-9
https://doi.org/10.1038/s41598-025-10704-9
Scientific Reports
2,025
Yang, X.; Yao, K.; Li, S.; Du, X.; Wang, C.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Optimal micro-grid battery scheduling within a comprehensive smart pricing scheme
10.1038/s41598-025-02690-9
https://doi.org/10.1038/s41598-025-02690-9
Scientific Reports
2,025
Ali, M.; Besheer, A.; Emara, H.; Bahgat, A.
Abstract The challenge of optimizing battery operating revenue while mitigating aging costs remains inadequately addressed in current literature. This paper introduces a novel cost–benefit approach for scheduling battery energy storage systems (BESS) within microgrids (MGs) that features smart grid attributes...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
Carbon Trading & New Business Models
Optimization & Control
Artificial intelligence-augmented smart grid architecture for cyber intrusion detection and mitigation in electric vehicle charging infrastructure
10.1038/s41598-025-04984-4
https://doi.org/10.1038/s41598-025-04984-4
Scientific Reports
2,025
Sharma, A.; Rani, S.; Shabaz, M.
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Interpretable adaptive fault detection method for smart grid based on belief rule base
10.1038/s41598-025-91897-x
https://doi.org/10.1038/s41598-025-91897-x
Scientific Reports
2,025
Li, Y.; Bai, Y.; Yang, R.; Feng, Z.; He, W.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Identification and suppression of low-frequency oscillations using PMU measurements based power system model in smart grid
10.1038/s41598-025-88389-3
https://doi.org/10.1038/s41598-025-88389-3
Scientific Reports
2,025
Zuhaib, M.; Rihan, M.; Gupta, S.; Sufyan, M.
Abstract Low-frequency oscillations (LFO) are inherent to large interconnected power systems. Timely detection and mitigation of these oscillations is essential to maintain reliable power system operation. This paper presents a methodology to identify and mitigate low-frequency oscillations ( forced and inter...
CrossRef
DigiEnergy
Renewable Energy Simulation Tools
AI & Data Science for Urban Energy Systems
Optimization & Control
Effect of thermal stress on the life of DC link capacitors for smart grid
10.1038/s41598-025-88522-2
https://doi.org/10.1038/s41598-025-88522-2
Scientific Reports
2,025
Sun, X.; Qiao, Y.; Li, Y.; Cao, C.; Guo, X.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Flexible renewable integrated energy system capabilities to improve voltage stability with power quality and economic environmental operation of smart grid
10.1038/s41598-025-29052-9
https://doi.org/10.1038/s41598-025-29052-9
Scientific Reports
2,025
Hassankashi, A.; Dini, A.; Pirouzi, S.; Veisi, M.; Bahreini, M.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Novel machine learning approach for enhanced smart grid power use and price prediction using advanced shark Smell-Tuned flexible support vector machine
10.1038/s41598-025-05083-0
https://doi.org/10.1038/s41598-025-05083-0
Scientific Reports
2,025
Duan, Y.; Xu, Z.; Chen, H.; Wang, Y.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
AI-driven smart grid optimization for hospital energy systems integrating renewable generation, predictive maintenance, and resilient infrastructure
10.1038/s41598-025-28907-5
https://doi.org/10.1038/s41598-025-28907-5
Scientific Reports
2,025
Sarker, M.; Ramasamy, G.; Al Qwaid, M.; Hossen, M.; Sadeque, M.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Enhanced FPGA-based smart power grid simulation using Heun and Piecewise analytic method
10.1038/s41598-025-18105-8
https://doi.org/10.1038/s41598-025-18105-8
Scientific Reports
2,025
Gul, U.; Raza Ur Rehman, H.; Gul, M.; Mezquita, G.; Barrera, A.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
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
10.1038/s41598-025-32294-2
https://doi.org/10.1038/s41598-025-32294-2
Scientific Reports
2,025
Tang, H.; Wang, Y.; Yuan, X.; Razmjooy, N.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Resilient cybersecurity in smart grid ICS communication using BLAKE3-driven dynamic key rotation and intrusion detection
10.1038/s41598-025-17530-z
https://doi.org/10.1038/s41598-025-17530-z
Scientific Reports
2,025
Dokku, N.; David Amar Raj, R.; Bodapati, S.; Pallakonda, A.; Reddy, Y.
Abstract The increasing convergence of Industrial Control Systems (ICS) with critical infrastructure, such as smart grids, has increased their exposure to advanced cyber threats, demanding advanced security frameworks to maintain security and operational integrity. This paper shows an innovative cybersecurity...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Grid tied hybrid PV fuel cell system with energy storage and ANFIS based MPPT for smart EV charging
10.1038/s41598-025-09626-3
https://doi.org/10.1038/s41598-025-09626-3
Scientific Reports
2,025
vendoti, S.; Tulasi, N.; Jalli, R.; Ponnuru, S.; Jin, Z.
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Multi objective moth swarm algorithm for optimizing electric vehicle integration in distribution grids
10.1038/s41598-025-10849-7
https://doi.org/10.1038/s41598-025-10849-7
Scientific Reports
2,025
Azadikhouy, M.
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Multi-objective route optimization for electric vehicle hazardous materials transportation in uncertain environments
10.1038/s41598-025-32134-3
https://doi.org/10.1038/s41598-025-32134-3
Scientific Reports
2,025
Zhang, Q.; Zhang, Z.; Ma, C.
Abstract This paper focuses on the application of electric vehicles in the transportation of Category 9 hazardous materials. Given the high requirements for safety and timeliness in hazardous materials transportation, this study first comprehensively considers the impacts of population density uncerta...
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Carbon management in massive electric vehicle temporal and spatial scheduling with automotive electronic forensics
10.1038/s41598-025-93798-5
https://doi.org/10.1038/s41598-025-93798-5
Scientific Reports
2,025
Cao, Y.; Zhang, Y.; Zhao, C.
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Survival analysis of electric vehicle charging behavior and the temporal evolution of feature effects
10.1038/s41598-025-18771-8
https://doi.org/10.1038/s41598-025-18771-8
Scientific Reports
2,025
Meža, M.; Strle, G.; Meža, M.
Abstract This study proposes a survival-based modeling framework that combines behavioral features with interpretable machine learning to understand and predict user churn in electric vehicle charging services. Using a dataset of 1,074 users and 107,531 charging sessions from Central European countries, we mo...
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
AI & Deep Learning
Machine learning-based approach for reduction of energy consumption in hybrid energy storage electric vehicle
10.1038/s41598-025-11330-1
https://doi.org/10.1038/s41598-025-11330-1
Scientific Reports
2,025
Paulraj, T.; Obulesu, Y.
Abstract This research introduces a novel machine learning-based strategy for generating supercapacitor (SC) reference current to optimize energy distribution in Battery Electric Vehicles (BEV) and Hybrid Battery Electric Vehicles (HBEV). A Long Short-Term Memory (LSTM) neural network is trained using real-wo...
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Location allocation and capacity optimization for a PV and battery integrated hybrid community electric vehicle charging station
10.1038/s41598-025-31865-7
https://doi.org/10.1038/s41598-025-31865-7
Scientific Reports
2,025
Kayal, P.; Braciník, P.
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Smart Strategies for Improving Electric Vehicle Battery Performance and Efficiency
10.1038/s41598-025-25987-1
https://doi.org/10.1038/s41598-025-25987-1
Scientific Reports
2,025
Tangi, S.; Vatsa, A.; Opam, A.; Bonthagorla, P.; Gaonkar, D.
Abstract The increasing demand for Electric Vehicles (EVs) necessitates accurate range prediction and optimization of driving parameters to address range anxiety and improve user experience. This study proposes a machine learning-based framework for predicting EV range, optimum acceleration, and veloc...
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Forecasting & Prediction
New flexible bidirectional converter for electric vehicle substations connecting microgrids
10.1038/s41598-025-19277-z
https://doi.org/10.1038/s41598-025-19277-z
Scientific Reports
2,025
Vinh, N.; Nguyen, V.; Van Dung, N.; Vu, H.
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Strategic design of wind energy and battery storage for efficient and sustainable energy systems
10.1038/s41598-025-18863-5
https://doi.org/10.1038/s41598-025-18863-5
Scientific Reports
2,025
Eroğlu, H.; Kurtuluş, O.
Abstract The intermittent nature of renewable energy sources, particularly wind power, necessitates advanced energy management and storage strategies to ensure grid stability and economic viability. This study investigates the techno economic benefits of integrating Battery Energy Storage Systems (BESS) into ...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Interval-aware optimal control of PMSG-based wind energy conversion systems via piecewise Chebyshev inclusion
10.1038/s41598-025-26563-3
https://doi.org/10.1038/s41598-025-26563-3
Scientific Reports
2,025
Razmjooy, N.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Optimizing weak grid integrated wind energy systems using ANFIS-SRF controlled DSTATCOM
10.1038/s41598-025-98872-6
https://doi.org/10.1038/s41598-025-98872-6
Scientific Reports
2,025
Ramana, P.; Rosalina, K.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
DDPG algorithm for power optimization and control of solar PV-integrated DFIG wind energy systems
10.1038/s41598-025-19818-6
https://doi.org/10.1038/s41598-025-19818-6
Scientific Reports
2,025
Pandey, R.; Bose, S.; Dwivedi, P.
CrossRef
CleanTech
Solar PV & Storage
Novel Low/Zero Carbon Technologies
Optimization & Control
Reducing power ripple for multi-rotor wind energy systems using FOPDPI controllers
10.1038/s41598-025-96625-z
https://doi.org/10.1038/s41598-025-96625-z
Scientific Reports
2,025
Benbouhenni, H.; Colak, I.; Elbarbary, Z.; Irshad, S.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Predictive riccati control for enhancing power quality using extended pq theory in wind energy-based conversion systems
10.1038/s41598-025-13782-x
https://doi.org/10.1038/s41598-025-13782-x
Scientific Reports
2,025
Sundari, K.; Umamaheswari, M.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Design of a distributed power system using solar PV and micro turbine-based wind energy system with a flywheel energy storage
10.1038/s41598-025-29604-z
https://doi.org/10.1038/s41598-025-29604-z
Scientific Reports
2,025
Bhavani, T.; Rajababu, D.; Irfan, M.; Rakesh, T.; Sekhar, P.
Abstract As renewable energy sources gain distinction in distributed power generation, micro-grid systems integrating solar photovoltaic (PV), micro-turbine-based wind energy, and flywheel energy storage have developed as sustainable solutions. This paper presents a novel design methodology for a hybr...
CrossRef
CleanTech
Solar PV & Storage
Novel Low/Zero Carbon Technologies
Optimization & Control
Bi-objective operation optimization of regional integrated energy system considering shared energy storage
10.1038/s41598-025-22502-4
https://doi.org/10.1038/s41598-025-22502-4
Scientific Reports
2,025
Li, X.; Zhu, L.; Zhao, L.; Zhang, K.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Multi-timescale optimization scheduling of integrated energy systems oriented towards generalized energy storage services
10.1038/s41598-025-92601-9
https://doi.org/10.1038/s41598-025-92601-9
Scientific Reports
2,025
Mao, Y.; Cai, Z.; Jiao, X.; Long, D.
Abstract This paper addresses the limitations of existing research that focuses on single-sided resources and two-timescale optimization, overlooking the coordinated response of various energy storage resources across different timescales in comprehensive energy systems. To tackle these shortcomings, the stud...
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Optimal scheduling of integrated energy system with gas–liquid phase change carbon dioxide energy storage considering multi-layer low-carbon benefits
10.1038/s41598-025-05438-7
https://doi.org/10.1038/s41598-025-05438-7
Scientific Reports
2,025
Li, W.; An, G.; Cai, T.; Yang, Q.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Artificial intelligence powered intelligent energy management framework for hydrogen storage and dispatch in smart microgrids
10.1038/s41598-025-24408-7
https://doi.org/10.1038/s41598-025-24408-7
Scientific Reports
2,025
Hassan, M.
Abstract Hydrogen energy storage is increasingly recognized as a key enabler for enhancing flexibility and reliability in smart microgrids with high shares of renewable energy. However, its practical deployment remains constrained by challenges such as real-time dispatch complexit...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
Carbon Trading & New Business Models
Forecasting & Prediction
Deep neural network-enhanced prediction and carbon footprint analysis of early-age high-performance manufactured sand concrete’s stress–strain behavior
10.1038/s41598-025-89016-x
https://doi.org/10.1038/s41598-025-89016-x
Scientific Reports
2,025
Han, L.; Pu, G.; Guo, Q.; Shi, D.; Liu, B.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
Carbon Trading & New Business Models
Forecasting & Prediction
Energy consumption prediction of PEVs incorporating traffic flow information
10.1038/s41598-025-05098-7
https://doi.org/10.1038/s41598-025-05098-7
Scientific Reports
2,025
Chen, Y.; Song, Z.; Chen, R.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Optimization of mine ventilation energy consumption based on improved dung beetle algorithm
10.1038/s41598-025-15263-7
https://doi.org/10.1038/s41598-025-15263-7
Scientific Reports
2,025
Bingyan, G.; Zhe, K.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Forecasting Renewable energy and electricity consumption using evolutionary hyperheuristic algorithm
10.1038/s41598-025-87013-8
https://doi.org/10.1038/s41598-025-87013-8
Scientific Reports
2,025
Cao, Y.; Yu, J.; Zhong, R.; Munetomo, M.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
TCN-QRNN model for short term energy consumption forecasting with increased accuracy and optimized computational efficiency
10.1038/s41598-025-14423-z
https://doi.org/10.1038/s41598-025-14423-z
Scientific Reports
2,025
Mochurad, L.; Levkovych, R.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Deep learning approach to energy consumption modeling in wastewater pumping systems
10.1038/s41598-025-23158-w
https://doi.org/10.1038/s41598-025-23158-w
Scientific Reports
2,025
Piri, J.; Masoudi, B.; Haghighi, M.; Kisi, O.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
AI & Deep Learning
Natural gas bi-level demand response strategies considering incentives and complexities under dynamic pricing
10.1038/s41598-025-11893-z
https://doi.org/10.1038/s41598-025-11893-z
Scientific Reports
2,025
Zeng, H.; Zhou, J.; Dai, H.
CrossRef
FLEXERGY
Demand Response
Demand Response & New Mobilities & Urban Planning
Demand Response & IoT
An optimized demand response framework for enhancing power system reliability under wind power and EV-induced uncertainty
10.1038/s41598-025-05482-3
https://doi.org/10.1038/s41598-025-05482-3
Scientific Reports
2,025
Pakbin, H.; Karimi, A.; Hassanzadeh, M.
CrossRef
FLEXERGY
Demand Response
Demand Response & New Mobilities & Urban Planning
Demand Response & IoT
Optimizing microgrid performance a multi-objective strategy for integrated energy management with hybrid sources and demand response
10.1038/s41598-025-00118-y
https://doi.org/10.1038/s41598-025-00118-y
Scientific Reports
2,025
Moosavi, M.; Olamaei, J.; Shourkaei, H.
CrossRef
FLEXERGY
Demand Response
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Multiobjective distribution system operation with demand response to optimize solar hosting capacity, voltage deviation index and network loss
10.1038/s41598-024-82379-7
https://doi.org/10.1038/s41598-024-82379-7
Scientific Reports
2,025
Loji, K.; Sharma, S.; Sharma, G.; Rawat, T.
AbstractIn this research, demand response impact on the hosting capacity of solar photovoltaic for distribution system is investigated. The suggested solution model is formulated and presented as a tri-objective optimization that consider maximization of solar PV hosting capacity (HC), minimization of network losses (L...
CrossRef
CleanTech
Solar PV & Storage
Novel Low/Zero Carbon Technologies
Optimization & Control
An intelligent incentive-based demand response program for exhaustive environment constrained techno-economic analysis of microgrid system
10.1038/s41598-025-85175-z
https://doi.org/10.1038/s41598-025-85175-z
Scientific Reports
2,025
Dey, B.; Sharma, G.; Bokoro, P.; Dutta, S.
AbstractThe cost-effective scheduling of distributed energy resources through sophisticated optimization algorithms is the main focus of recent work on microgrid energy management. In order to improve load factor and efficiency, load-shifting techniques are frequently used in conjunction with additional complex constra...
CrossRef
FLEXERGY
Demand Response
Carbon Trading & New Business Models
Forecasting & Prediction
Optimal scheduling and energy management of a multi-energy microgrid with electric vehicles incorporating decision making approach and demand response
10.1038/s41598-025-88776-w
https://doi.org/10.1038/s41598-025-88776-w
Scientific Reports
2,025
Xiao, G.; Liu, H.; Nabatalizadeh, J.
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Two-stage multi-objective framework for optimal operation of modern distribution network considering demand response program
10.1038/s41598-024-83284-9
https://doi.org/10.1038/s41598-024-83284-9
Scientific Reports
2,025
Elshenawy, M.; Mohamed, A.; Ali, A.; Mosa, M.
AbstractTo improve the inadequate reliability of the grid that has led to a worsening energy crisis and environmental issues, comprehensive research on new clean renewable energy and efficient, cost-effective, and eco-friendly energy management technologies is essential. This requires the creation of advanced energy ma...
CrossRef
FLEXERGY
Demand Response
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Analyzing the impacts of employing demand response and creating optimal coalition on optimal scheduling of multi-microgrid
10.1038/s41598-025-95863-5
https://doi.org/10.1038/s41598-025-95863-5
Scientific Reports
2,025
Altimania, M.; Rostami , R.; Hosseinnia, H.; Alromithy, F.
CrossRef
FLEXERGY
Demand Response
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Day-ahead economic dispatch of wind-integrated microgrids using coordinated energy storage and hybrid demand response strategies
10.1038/s41598-025-11561-2
https://doi.org/10.1038/s41598-025-11561-2
Scientific Reports
2,025
Meng, Q.; He, Y.; Hussain, S.; Lu, J.; Guerrero, J.
CrossRef
FLEXERGY
Demand Response
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Multi-objective optimization of gamified demand response for PV-integrated microgrids: a novel NSGA-III framework with behavioral adaptation modeling
10.1038/s41598-025-13904-5
https://doi.org/10.1038/s41598-025-13904-5
Scientific Reports
2,025
Duan, Y.; Gao, C.; Zhang, J.; Wu, Y.; Zhou, S.
CrossRef
FLEXERGY
Demand Response
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Advanced microgrid optimization using price-elastic demand response and greedy rat swarm optimization for economic and environmental efficiency
10.1038/s41598-025-86232-3
https://doi.org/10.1038/s41598-025-86232-3
Scientific Reports
2,025
Singh, A.; Dey, B.; Bajaj, M.; Kadiwala, S.; Kumar, R.
CrossRef
FLEXERGY
Demand Response
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Grid connection barriers to renewable energy deployment in the United States
10.1016/j.joule.2024.11.008
https://doi.org/10.1016/j.joule.2024.11.008
Joule
2,025
Gorman, W.; Kemp, J.; Rand, J.; Seel, J.; Wiser, R.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Dynamics of disordered intermediates during the two-electron alkaline MnO2 conversion reaction for grid-scale batteries
10.1016/j.joule.2025.102090
https://doi.org/10.1016/j.joule.2025.102090
Joule
2,025
Zimmerer, E.; Liang, W.; Somaskandan, R.; DeToma, E.; Fawcett, C.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
The greenhouse gas burden of weatherizing northern US homes and estimated lifetime energy savings
10.1016/j.crsus.2025.100550
https://doi.org/10.1016/j.crsus.2025.100550
Cell Reports Sustainability
2,025
Pfadt-Trilling, A.; Fortier, M.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Controlling outsourced emissions matters for decarbonizing China’s urban wastewater sector at all life-cycle stages
10.1016/j.crsus.2025.100323
https://doi.org/10.1016/j.crsus.2025.100323
Cell Reports Sustainability
2,025
Zhang, L.; Liu, B.; Chen, B.; Chen, S.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Real-time greenhouse gas emission intensity informed demand-side load regulation for power grid decarbonization
10.1016/j.crsus.2025.100367
https://doi.org/10.1016/j.crsus.2025.100367
Cell Reports Sustainability
2,025
Li, H.; Shen, G.; Senemmar, S.; Mehmani, A.; Zhang, J.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Spatiotemporal carbon footprints of electricity production and consumption in China
10.1016/j.crsus.2025.100466
https://doi.org/10.1016/j.crsus.2025.100466
Cell Reports Sustainability
2,025
Li, Z.; Li, J.; Cao, Z.; Hu, K.; Ao, R.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Demand Response & IoT
Electric vehicle greenhouse gas benefits considering grid emission allocation and charging scheduling
10.1016/j.crsus.2025.100486
https://doi.org/10.1016/j.crsus.2025.100486
Cell Reports Sustainability
2,025
Arowosola, A.; Norris, G.; Kirchain, R.; De Kleine, R.; Kim, H.
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Toward understanding the complexity of long-duration energy storage siting in high renewable power grids
10.1016/j.isci.2025.112571
https://doi.org/10.1016/j.isci.2025.112571
iScience
2,025
Cole, D.; Dalvi, S.; Zavala, V.; Guerra, O.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Drawing power from a patchwork: Harnessing a decentralized electricity grid
10.1016/j.isci.2025.113230
https://doi.org/10.1016/j.isci.2025.113230
iScience
2,025
Heard, B.; Holmes, K.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Assessing the techno-economic benefits of LEMs for different grid topologies and prosumer shares
10.1016/j.isci.2025.112493
https://doi.org/10.1016/j.isci.2025.112493
iScience
2,025
Doepfert, M.; Candas, S.; Kraus, H.; Tzscheutschler, P.; Hamacher, T.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Spatiotemporal planning of electric vehicle charging infrastructure: Demand estimation and grid-aware optimization under uncertainty
10.1016/j.isci.2025.113368
https://doi.org/10.1016/j.isci.2025.113368
iScience
2,025
Wang, J.; Kaushik, H.; Jacob, R.; Zhang, J.
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Earth Grid: Toward a low-carbon energy infrastructure
10.1016/j.isci.2025.113681
https://doi.org/10.1016/j.isci.2025.113681
iScience
2,025
Kumar, A.; HE, X.; Deng, Y.; Sah, B.; Singh, A.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Coordinated multi-objective optimization scheduling for electric vehicle swapping station cluster and grid
10.1016/j.isci.2025.112444
https://doi.org/10.1016/j.isci.2025.112444
iScience
2,025
Liao, X.; Zheng, Z.; Qian, B.; Wang, H.; Zhan, D.
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Optimization & Control
Adaptive singular spectral decomposition hybrid framework with quadratic error correction for wind power prediction
10.1016/j.isci.2025.112360
https://doi.org/10.1016/j.isci.2025.112360
iScience
2,025
Mai, C.; Zhang, L.; Behar, O.; Hu, X.; Chao, X.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Deciphering decarbonization trajectories in China by spatiotemporal-accumulation modeling of electricity carbon footprint
10.1016/j.isci.2025.111963
https://doi.org/10.1016/j.isci.2025.111963
iScience
2,025
Tang, J.; Shan, R.; Wang, P.; Chen, W.; Gu, D.
CrossRef
EnergiTrade
Urban Carbon Footprint
Carbon Trading & New Business Models
Demand Response & IoT
A hybrid demand-side policy for balanced economic emission in microgrid systems
10.1016/j.isci.2025.112121
https://doi.org/10.1016/j.isci.2025.112121
iScience
2,025
Singh, A.; Dey, B.; Misra, S.; Kumar, R.; Bajaj, M.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
Carbon Trading & New Business Models
Optimization & Control
Soil carbon formation is promoted by saturation deficit and existing mineral-associated carbon, not by microbial carbon-use efficiency
10.1126/sciadv.adv9482
https://doi.org/10.1126/sciadv.adv9482
Science Advances
2,025
King, A.; Sokol, N.
Mineral-associated organic carbon (MAOC) is the largest terrestrial pool of organic carbon, yet controls on its formation remain unresolved. Existing MAOC is thought to preclude additional C storage on minerals, but this perspective is difficult to reconcile with observations that MAOC stacks in multilayers, suggesting...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Spatiotemporal toughness modulation in hydrogels through on-demand cross-linking
10.1126/sciadv.adz0440
https://doi.org/10.1126/sciadv.adz0440
Science Advances
2,025
Lee, J.; Castilho, R.; Nam, S.
Tough hydrogels are promising for soft robotics, bioelectronics, and tissue adhesives due to their exceptional resilience and biocompatibility, yet precise spatiotemporal control of their mechanics remains challenging. Here, we present a hydrogel platform that enables spatiotemporal modulation of toughness...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Smart ultra-long-lasting sequentially triggerable and artfully implantable nozzle system for on-demand drug delivery for chronotherapy
10.1126/sciadv.adv8734
https://doi.org/10.1126/sciadv.adv8734
Science Advances
2,025
Zeng, Q.; Gong, Y.; Jiao, W.; Xu, J.; Chen, X.
Conventional drug delivery methods for chronic disease often suffer from low potency and poor patient compliance, while current advanced devices face limitations because of bulkiness, frequent implantation needs, inflammation risk, and lack of precise control. To overcome these challenges, we developed the...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Experimental characterization of complex atmospheric flows: A wind turbine wake case study
10.1126/sciadv.adw8524
https://doi.org/10.1126/sciadv.adw8524
Science Advances
2,025
Angelou, N.; Sjöholm, M.; Mikkelsen, T.
Our current understanding of the interaction between the atmosphere and surface obstacles crucial for boundary-layer meteorology, forestry, urban climate, wind engineering, and wind energy is limited mainly to observations acquired in wind tunnel experiments and flow predictions from computational fluid dynamic models....
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Flash annealing–engineered wafer-scale relaxor antiferroelectrics for enhanced energy storage performance
10.1126/sciadv.ady2349
https://doi.org/10.1126/sciadv.ady2349
Science Advances
2,025
Li, Y.; Song, K.; Zhu, M.; Li, X.; Zeng, Z.
Dielectric capacitors are essential for energy storage systems because of their high-power density and fast operation speed. However, optimizing energy storage density with concurrent thermal stability remains a substantial challenge. Here, we develop a flash annealing process with ultrafast heatin...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Atomic Sn–incorporated subnanopore-rich hard carbon host for highly reversible quasi-metallic Li storage
10.1126/sciadv.ads6483
https://doi.org/10.1126/sciadv.ads6483
Science Advances
2,025
Jin, T.; Zhang, X.; Yuan, S.; Yu, L.
The practical application of Li metal anodes has been hindered by severely irreversible side reactions for low Coulombic efficiency, uncontrollable growth of Li dendrites, and large volume change. Herein, we report subnanopore-rich carbon spheres encapsulated with Sn single atoms (Sn/CS@SC) as a Li host to...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
The potential of wastewater treatment on carbon storage through ocean alkalinity enhancement
10.1126/sciadv.ads0313
https://doi.org/10.1126/sciadv.ads0313
Science Advances
2,025
Zheng, L.; Hu, Y.; Su, B.; Chen, Q.; Liu, J.
Ocean alkalinity enhancement (OAE) implemented through wastewater treatment plants increases the alkalinity of the effluents and discharges them into the ocean, referred to as wastewater-based OAE. However, the alkalization capability and its carbon storage stability when adding alkaline minerals to wastew...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
A compact cassette tape for DNA-based data storage
10.1126/sciadv.ady3406
https://doi.org/10.1126/sciadv.ady3406
Science Advances
2,025
Li, J.; Mao, C.; Wang, S.; Li, X.; Luo, X.
DNA with high storage density can serve as an alternative storage medium to respond to the global explosion of data growth and become a powerful personal storage memory if an integrated compact device can store and handle large-scale data. Here, we incorporate a DNA cassette tape with 5.5 × 10 ...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Extending tetrahedral network similarity to carbon: A type-I carbon clathrate stabilized by boron
10.1126/sciadv.adv6867
https://doi.org/10.1126/sciadv.adv6867
Science Advances
2,025
Strobel, T.; Bi, T.; Guńka, P.; Hansen, M.; Hübner, J.
Clathrates are guest/host framework compounds composed of polyhedral cages, yet despite their prevalence among tetrahedral network formers, clathrates with a carbon host lattice remain unrealized synthetic targets. Here, we report a type-I carbon-based framework—a ubiquitous clathrate structure type found ...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
Carbon Trading & New Business Models
Forecasting & Prediction
County-level intensity of carbon emissions from crop farming in China during 2000–2019
10.1038/s41597-024-03296-y
https://doi.org/10.1038/s41597-024-03296-y
Scientific Data
2,024
Li, C.; Jia, J.; Wu, F.; Zuo, L.; Cui, X.
AbstractAgriculture is an important contributor to global carbon emissions. With the implementation of the Sustainable Development Goals of the United Nations and China’s carbon neutral strategy, accurate estimation of carbon emissions from crop farming is essential to reduce agricultural carbon emissions and promote s...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Comprehensive Dataset on Electrical Load Profiles for Energy Community in Ireland
10.1038/s41597-024-03454-2
https://doi.org/10.1038/s41597-024-03454-2
Scientific Data
2,024
Trivedi, R.; Bahloul, M.; Saif, A.; Patra, S.; Khadem, S.
AbstractThis paper describes a comprehensive energy-related dataset, collected from residential electricity households within an energy community in Ireland, as part of StoreNet project. The data includes local weather parameters and per household power (W) and energy (Wh) components for various aspects such as active ...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
The Plegma dataset: Domestic appliance-level and aggregate electricity demand with metadata from Greece
10.1038/s41597-024-03208-0
https://doi.org/10.1038/s41597-024-03208-0
Scientific Data
2,024
Athanasoulias, S.; Guasselli, F.; Doulamis, N.; Doulamis, A.; Ipiotis, N.
AbstractThe growing availability of smart meter data has facilitated the development of energy-saving services like demand response, personalized energy feedback, and non-intrusive-load-monitoring applications, all of which heavily rely on advanced machine learning algorithms trained on energy consumption datasets. To ...
CrossRef
FLEXERGY
Demand Response
Demand Response & New Mobilities & Urban Planning
Forecasting & Prediction
A unified dataset for pre-processed climate indicators weighted by gridded economic activity
10.1038/s41597-024-03304-1
https://doi.org/10.1038/s41597-024-03304-1
Scientific Data
2,024
Gortan, M.; Testa, L.; Fagiolo, G.; Lamperti, F.
AbstractAlthough high-resolution gridded climate variables are provided by multiple sources, the need for country and region-specific climate data weighted by indicators of economic activity is becoming increasingly common in environmental and economic research. We process available information from different climate d...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Wind turbine condition monitoring dataset of Fraunhofer LBF
10.1038/s41597-024-03934-5
https://doi.org/10.1038/s41597-024-03934-5
Scientific Data
2,024
Mostafavi, A.; Friedmann, A.
AbstractFraunhofer wind turbine dataset contains monitoring data from a 750 W wind turbine, including accelerometers and tachometer, to capture structural response, bearing vibrations and rotational velocity. Additionally, temperatures, wind speed and wind direction have been measured, while weather conditions have bee...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
SDWPF: A Dataset for Spatial Dynamic Wind Power Forecasting over a Large Turbine Array
10.1038/s41597-024-03427-5
https://doi.org/10.1038/s41597-024-03427-5
Scientific Data
2,024
Zhou, J.; Lu, X.; Xiao, Y.; Tang, J.; Su, J.
AbstractWind power is a clean and renewable energy, yet it poses integration challenges to the grid due to its variable nature. Thus, Wind Power Forecasting (WPF) is crucial for its successful integration. However, existing WPF datasets often cover only a limited number of turbines and lack detailed information. To bri...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
Carbon Trading & New Business Models
Forecasting & Prediction
Remotely sensed above-ground storage tank dataset for object detection and infrastructure assessment
10.1038/s41597-023-02780-1
https://doi.org/10.1038/s41597-023-02780-1
Scientific Data
2,024
Robinson, C.; Bradbury, K.; Borsuk, M.
AbstractRemotely sensed imagery has increased dramatically in quantity and public availability. However, automated, large-scale analysis of such imagery is hindered by a lack of the annotations necessary to train and test machine learning algorithms. In this study, we address this shortcoming with respect to above-grou...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
AI & Deep Learning
Assessing the emissions impact of grid-connected hydrogen production
10.1038/s41560-023-01445-y
https://doi.org/10.1038/s41560-023-01445-y
Nature Energy
2,024
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
The influence of additionality and time-matching requirements on the emissions from grid-connected hydrogen production
10.1038/s41560-023-01435-0
https://doi.org/10.1038/s41560-023-01435-0
Nature Energy
2,024
Giovanniello, M.; Cybulsky, A.; Schittekatte, T.; Mallapragada, D.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Publisher Correction: The influence of additionality and time-matching requirements on the emissions from grid-connected hydrogen production
10.1038/s41560-024-01475-0
https://doi.org/10.1038/s41560-024-01475-0
Nature Energy
2,024
Giovanniello, M.; Cybulsky, A.; Schittekatte, T.; Mallapragada, D.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Weather-sensitive renewable energy sources do not subject power systems to blackouts
10.1038/s41560-024-01657-w
https://doi.org/10.1038/s41560-024-01657-w
Nature Energy
2,024
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Impacts of renewable energy resources on the weather vulnerability of power systems
10.1038/s41560-024-01652-1
https://doi.org/10.1038/s41560-024-01652-1
Nature Energy
2,024
Zhao, J.; Li, F.; Zhang, Q.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Weather conditions linked to energy droughts in electricity systems with hydropower
10.1038/s41560-024-01641-4
https://doi.org/10.1038/s41560-024-01641-4
Nature Energy
2,024
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Forecasting & Prediction
Identifying the power-grid bottlenecks responsible for cascading failures during extreme storms
10.1038/s41560-024-01499-6
https://doi.org/10.1038/s41560-024-01499-6
Nature Energy
2,024
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Increasing the resilience of the Texas power grid against extreme storms by hardening critical lines
10.1038/s41560-023-01434-1
https://doi.org/10.1038/s41560-023-01434-1
Nature Energy
2,024
Stürmer, J.; Plietzsch, A.; Vogt, T.; Hellmann, F.; Kurths, J.
AbstractThe Texas power grid on the Gulf Coast of the United States is frequently hit by tropical cyclones (TCs) causing widespread power outages, a risk that is expected to substantially increase under global warming. Here we introduce a new approach that combines a probabilistic line failure model with a network mode...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Artificial intelligence-aided wind plant optimization for nationwide evaluation of land use and economic benefits of wake steering
10.1038/s41560-024-01516-8
https://doi.org/10.1038/s41560-024-01516-8
Nature Energy
2,024
Harrison-Atlas, D.; Glaws, A.; King, R.; Lantz, E.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
Machine learning-accelerated discovery of heat-resistant polysulfates for electrostatic energy storage
10.1038/s41560-024-01670-z
https://doi.org/10.1038/s41560-024-01670-z
Nature Energy
2,024
Li, H.; Zheng, H.; Yue, T.; Xie, Z.; Yu, S.
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
AI & Deep Learning
Accurate nowcasting of cloud cover at solar photovoltaic plants using geostationary satellite images
10.1038/s41467-023-44666-1
https://doi.org/10.1038/s41467-023-44666-1
Nature Communications
2,024
Xia, P.; Zhang, L.; Min, M.; Li, J.; Wang, Y.
Abstract Accurate nowcasting for cloud fraction is still intractable challenge for stable solar photovoltaic electricity generation. By combining continuous radiance images measured by geostationary satellite and an advanced recurrent neural network, we develop a nowcasting algorithm for predicting cl...
CrossRef
CleanTech
Solar PV & Storage
Novel Low/Zero Carbon Technologies
Forecasting & Prediction
A multi-demand operating system underlying diverse cognitive tasks
10.1038/s41467-024-46511-5
https://doi.org/10.1038/s41467-024-46511-5
Nature Communications
2,024
Cai, W.; Taghia, J.; Menon, V.
AbstractThe existence of a multiple-demand cortical system with an adaptive, domain-general, role in cognition has been proposed, but the underlying dynamic mechanisms and their links to cognitive control abilities are poorly understood. Here we use a probabilistic generative Bayesian model of brain circuit dynamics to...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
Carbon Trading & New Business Models
Optimization & Control
Unlocking the potential of biogas systems for energy production and climate solutions in rural communities
10.1038/s41467-024-50091-9
https://doi.org/10.1038/s41467-024-50091-9
Nature Communications
2,024
Luo, T.; Shen, B.; Mei, Z.; Hove, A.; Ju, K.
Abstract On-site conversion of organic waste into biogas to satisfy consumer energy demand has the potential to realize energy equality and mitigate climate change reliably. However, existing methods ignore either real-time full supply or methane escape when supply and demand are mismatched. Here, we ...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Demand Response & IoT
Altered grid-like coding in early blind people
10.1038/s41467-024-47747-x
https://doi.org/10.1038/s41467-024-47747-x
Nature Communications
2,024
Sigismondi, F.; Xu, Y.; Silvestri, M.; Bottini, R.
Abstract Cognitive maps in the hippocampal-entorhinal system are central for the representation of both spatial and non-spatial relationships. Although this system, especially in humans, heavily relies on vision, the role of visual experience in shaping the development of cognitive maps remains largel...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control
How grid reinforcement costs differ by the income of electric vehicle users
10.1038/s41467-024-53644-0
https://doi.org/10.1038/s41467-024-53644-0
Nature Communications
2,024
Steinbach, S.; Blaschke, M.
AbstractThe simultaneous charging of many electric vehicles in future mobility scenarios may lead to peaks and overloads threatening grid stability. The necessary infrastructure investments vary by the number and model type of vehicles driven and the residents’ charging preferences. These attributes significantly depen...
CrossRef
FLEXERGY
Electric Vehicles & Mobility
Demand Response & New Mobilities & Urban Planning
Forecasting & Prediction
Uncovering 2-D toroidal representations in grid cell ensemble activity during 1-D behavior
10.1038/s41467-024-49703-1
https://doi.org/10.1038/s41467-024-49703-1
Nature Communications
2,024
Hermansen, E.; Klindt, D.; Dunn, B.
Abstract Minimal experiments, such as head-fixed wheel-running and sleep, offer experimental advantages but restrict the amount of observable behavior, making it difficult to classify functional cell types. Arguably, the grid cell, and its striking periodicity, would not have been discovered without t...
CrossRef
DigiEnergy
Load Forecasting & Demand Management
AI & Data Science for Urban Energy Systems
Optimization & Control