| DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting | Dec 14, 2024 | Clusteringenergy management | CodeCode Available | 5 |
| Enhanced Photovoltaic Power Forecasting: An iTransformer and LSTM-Based Model Integrating Temporal and Covariate Interactions | Dec 3, 2024 | energy managementManagement | CodeCode Available | 2 |
| A Simulation Tool for V2G Enabled Demand Response Based on Model Predictive Control | May 20, 2024 | energy managementManagement | CodeCode Available | 2 |
| Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting | Mar 31, 2025 | energy managementTime Series | CodeCode Available | 1 |
| CommonPower: A Framework for Safe Data-Driven Smart Grid Control | Jun 5, 2024 | Benchmarkingenergy management | CodeCode Available | 1 |
| A fast balance optimization approach for charging enhancement of lithium-ion battery packs through deep reinforcement learning | Apr 24, 2024 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| Privacy-Preserving Collaborative Split Learning Framework for Smart Grid Load Forecasting | Mar 3, 2024 | energy managementLoad Forecasting | CodeCode Available | 1 |
| A Holistic Power Optimization Approach for Microgrid Control Based on Deep Reinforcement Learning | Mar 1, 2024 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| Decentralized Energy Marketplace via NFTs and AI-based Agents | Nov 17, 2023 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| MATNilm: Multi-appliance-task Non-intrusive Load Monitoring with Limited Labeled Data | Jul 27, 2023 | energy managementNon-Intrusive Load Monitoring | CodeCode Available | 1 |
| Renewable energy management in smart home environment via forecast embedded scheduling based on Recurrent Trend Predictive Neural Network | Jul 4, 2023 | energy managementManagement | CodeCode Available | 1 |
| Energy Optimization for HVAC Systems in Multi-VAV Open Offices: A Deep Reinforcement Learning Approach | Jun 23, 2023 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| DiffLoad: Uncertainty Quantification in Electrical Load Forecasting with the Diffusion Model | May 31, 2023 | Decision Makingenergy management | CodeCode Available | 1 |
| Optimal Energy System Scheduling Using A Constraint-Aware Reinforcement Learning Algorithm | May 9, 2023 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| Optimal Planning of Hybrid Energy Storage Systems using Curtailed Renewable Energy through Deep Reinforcement Learning | Dec 12, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| BEAR: Physics-Principled Building Environment for Control and Reinforcement Learning | Nov 27, 2022 | energy managementManagement | CodeCode Available | 1 |
| Performance Comparison of Deep RL Algorithms for Energy Systems Optimal Scheduling | Aug 1, 2022 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| A Comparative Study of Deep Reinforcement Learning-based Transferable Energy Management Strategies for Hybrid Electric Vehicles | Feb 22, 2022 | Deep Reinforcement Learningenergy management | CodeCode Available | 1 |
| Skillful Twelve Hour Precipitation Forecasts using Large Context Neural Networks | Nov 14, 2021 | energy managementManagement | CodeCode Available | 1 |
| How will electric vehicles affect traffic congestion and energy consumption: an integrated modelling approach | Oct 26, 2021 | energy managementManagement | CodeCode Available | 1 |
| A deep generative model for probabilistic energy forecasting in power systems: normalizing flows | Jun 17, 2021 | energy managementManagement | CodeCode Available | 1 |
| CVaR-based Flight Energy Risk Assessment for Multirotor UAVs using a Deep Energy Model | May 31, 2021 | energy managementManagement | CodeCode Available | 1 |
| A Probabilistic Forecast-Driven Strategy for a Risk-Aware Participation in the Capacity Firming Market: extended version | May 28, 2021 | energy managementManagement | CodeCode Available | 1 |
| Peer-to-peer energy trading in smart grid through blockchain: A double auction-based game theoretic approach | Apr 5, 2021 | energy managementenergy trading | CodeCode Available | 1 |
| CityLearn: Standardizing Research in Multi-Agent Reinforcement Learning for Demand Response and Urban Energy Management | Dec 18, 2020 | energy managementManagement | CodeCode Available | 1 |
| Probabilistic Load Forecasting Based on Adaptive Online Learning | Nov 30, 2020 | energy managementLoad Forecasting | CodeCode Available | 1 |
| An optimal home energy management system for modulating heat pumps and photovoltaic systems | Sep 4, 2020 | energy managementManagement | CodeCode Available | 1 |
| A Stochastic Game Framework for Efficient Energy Management in Microgrid Networks | Feb 6, 2020 | energy managementenergy trading | CodeCode Available | 1 |
| Online Mixed-Integer Optimization in Milliseconds | Jul 4, 2019 | energy managementManagement | CodeCode Available | 1 |
| AI-Based Demand Forecasting and Load Balancing for Optimising Energy use in Healthcare Systems: A real case study | Jul 8, 2025 | Demand Forecastingenergy management | —Unverified | 0 |
| Leveraging External Factors in Household-Level Electrical Consumption Forecasting using Hypernetworks | Jun 17, 2025 | energy managementTime Series Forecasting | CodeCode Available | 0 |
| Evaluation methodology of Model Predictive Controllers for building's energy systems | Jun 16, 2025 | energy management | —Unverified | 0 |
| Behavioral Generative Agents for Energy Operations | Jun 14, 2025 | Decision Makingenergy management | —Unverified | 0 |
| Can Time-Series Foundation Models Perform Building Energy Management Tasks? | Jun 12, 2025 | energy managementManagement | —Unverified | 0 |
| Model Predictive Control-Based Optimal Energy Management of Autonomous Electric Vehicles Under Cold Temperatures | Jun 11, 2025 | energy managementManagement | —Unverified | 0 |
| A Data-driven Predictive Control Architecture for Train Thermal Energy Management | Jun 10, 2025 | energy managementManagement | —Unverified | 0 |
| Deep reinforcement learning-based joint real-time energy scheduling for green buildings with heterogeneous battery energy storage devices | Jun 7, 2025 | Deep Reinforcement Learningenergy management | —Unverified | 0 |
| Partially-Supervised Neural Network Model For Quadratic Multiparametric Programming | Jun 5, 2025 | energy management | —Unverified | 0 |
| Interpretable reinforcement learning for heat pump control through asymmetric differentiable decision trees | Jun 2, 2025 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| HMPC-assisted Adversarial Inverse Reinforcement Learning for Smart Home Energy Management | Jun 1, 2025 | energy managementManagement | —Unverified | 0 |
| Algorithmic Control Improves Residential Building Energy and EV Management when PV Capacity is High but Battery Capacity is Low | May 26, 2025 | Deep Reinforcement Learningenergy management | —Unverified | 0 |
| Agent-Based Decentralized Energy Management of EV Charging Station with Solar Photovoltaics via Multi-Agent Reinforcement Learning | May 24, 2025 | energy managementManagement | —Unverified | 0 |
| Multi-Objective Optimization Algorithms for Energy Management Systems in Microgrids: A Control Strategy Based on a PHIL System | May 22, 2025 | Decision Makingenergy management | —Unverified | 0 |
| Control of Renewable Energy Communities using AI and Real-World Data | May 22, 2025 | Data Integrationenergy management | —Unverified | 0 |
| Prompting Large Language Models for Training-Free Non-Intrusive Load Monitoring | May 9, 2025 | energy managementIn-Context Learning | —Unverified | 0 |
| An Overview of the Prospects and Challenges of Using Artificial Intelligence for Energy Management Systems in Microgrids | May 6, 2025 | energy managementManagement | —Unverified | 0 |
| Joint Resource Management for Energy-efficient UAV-assisted SWIPT-MEC: A Deep Reinforcement Learning Approach | May 6, 2025 | Deep Reinforcement LearningEdge-computing | —Unverified | 0 |
| Integration of Multi-Mode Preference into Home Energy Management System Using Deep Reinforcement Learning | May 2, 2025 | Computational EfficiencyDeep Reinforcement Learning | —Unverified | 0 |
| Privacy-Preserving Personalized Federated Learning for Distributed Photovoltaic Disaggregation under Statistical Heterogeneity | Apr 25, 2025 | energy managementFederated Learning | —Unverified | 0 |
| PV-VLM: A Multimodal Vision-Language Approach Incorporating Sky Images for Intra-Hour Photovoltaic Power Forecasting | Apr 18, 2025 | energy managementLanguage Modeling | —Unverified | 0 |