Energy Forecasting

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Period ending 2026-09-21

6 new papers

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Period ending 2026-09-14

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Period ending 2026-09-07

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180 papers

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  1. A Posterior-Predictive Variance Decomposition for Epistemic and Aleatoric Uncertainty in Wind Power Forecasting

    May 21, 2026Yinsong Chen, Samson S. Yu, Kashem M. MuttaqiEnergy ForecastingPredictive Uncertainty

  2. Hybrid Kolmogorov-Arnold Network and XGBoost Framework for Week-Ahead Price Forecasting in Australia's National Electricity Market

    May 21, 2026Houxuan Zhou, Sriram Prasad, Chenghao Huang +2Electricity Price ForecastingElectricity Markets

  3. Incentive-Aligned Vehicle-to-Vehicle Energy Trading via Nash-Integrated Multi-Agent Reinforcement Learning

    May 21, 2026Yujin Lin, Yue Yang, Hao WangElectric VehiclesElectricity Markets

  4. Nonparametric Learning and Earning with One-Point Feedback under Nonstationarity

    May 20, 2026Xiangyu Yang, Feng Xu, Jian-Qiang Hu +1Non-StationarityLearning-Augmented Algorithms

  5. PeakFocus: Bridging Peak Localization and Intensity Regression via a Unified Multi-Scale Framework for Electricity Load Forecasting

    May 20, 2026Wangzhi Yu, Peng Zhu, Qing Zhao +2Electricity Price ForecastingIntensity

  6. Learning Long-Term Temporal Dependencies in Photovoltaic Power Output Prediction Through Multi-Horizon Forecasting

    May 18, 2026Sumit Laha, Ankit Sharma, Hassan ForooshEnergy ForecastingPhotovoltaic

  7. LEAP: A closed-loop framework for perovskite precursor additive discovery

    May 18, 2026Xin-De Wang, Zhi-Rui Chen, Ze-Feng Gao +3Vast Chemical SpacePhotovoltaic

  8. Empirical evaluation of Time Series Foundation Models for Day-ahead and Imbalance Electricity Price Forecasting in Belgium

    May 16, 2026Chi Bui, Maria Margarida Mascarenhas, Arnaud Verstraeten +1Electricity Price ForecastingTime Series Foundation Models

  9. Privacy-Preserving Generation Fraud Detection for Distributed Photovoltaic Systems: A Solar Irradiance-Fused Federated Learning Framework

    May 16, 2026Xiaolu Chen, Chenghao Huang, Yanru Zhang +1PhotovoltaicFederated Learning

  10. Optimized Three-Dimensional Photovoltaic Structures with LLM guided Tree Search

    May 15, 2026Michael P. Brenner, Lizzie Dorfman, John C. PlattPhotovoltaicTree Search

  11. Addressing Terminal Constraints in Data-Driven Demand Response Scheduling

    May 14, 2026Maximilian Bloor, Martha White, Ehecatl Antonio del Rio Chanona +1Demand ResponseElectricity Markets

  12. ISOMORPH: A Supply Chain Digital Twin for Simulation, Dataset Generation, and Forecasting Benchmarks

    May 12, 2026Zhizhen Zhang, Hyemin Gu, Benjamin J. Zhang +6Supply Chain OptimizationTime Series

  13. Towards Affordable Energy: A Gymnasium Environment for Electric Utility Demand-Response Programs

    May 12, 2026Jose E. Aguilar Escamilla, Lingdong Zhou, Xiangqi Zhu +1Demand ResponseElectricity Markets

  14. ECTO: Exogenous-Conditioned Temporal Operator for Ultra-Short-Term Wind Power Forecasting

    May 12, 2026Cao Yuan, Junjun WangEnergy ForecastingWeather Models

  15. Dual-Temporal LSTM with Hybrid Attention for Airline Passenger Load Factor Forecasting: Integrating Intra-Flight and Inter-Flight Booking Dynamics

    May 12, 2026ASM Nazrul Islam, Md. Hasanul Kabir, Md. Liakot Ali +1Demand ForecastingBidirectional Long Short-Term Memory

  16. Benchmarking Transformer and xLSTM for Time-Series Forecasting of Heat Consumption

    May 10, 2026Marja Wahl, Daniel R. Bayer, Sven Rausch +1Electricity Price ForecastingBidirectional Long Short-Term Memory

  17. A Market-Rule-Informed Neural Network for Efficient Imbalance Electricity Price Forecasting

    May 9, 2026Runyao Yu, Julia Lin, Derek W. Bunn +6Electricity Price ForecastingPrices

  18. A Quantum Inspired Variational Kernel and Explainable AI Framework for Cross Region Solar and Wind Energy Forecasting

    May 9, 2026Pavan Manjunath, Thomas PruferEnergy ForecastingSolar

  19. Hedging Memory Horizons for Non-Stationary Prediction via Online Aggregation

    May 7, 2026Yutong Wang, Yannig Goude, Qiwei YaoLlm-Based Forecasting MethodsElectricity Price Forecasting

  20. Gated Multimodal Learning for Interpretable Property Energy Performance Prediction and Retrofit Scenario Analysis

    May 6, 2026Yunfei Bai, Aaron Tesfa Tsion, Raul Rosales +2Energy ResourcesElectricity Price Forecasting

  21. Federated Learning for Early Prediction of EV Charging Demand

    May 6, 2026Vasilis Perifanis, Foteini Nikolaidou, Nikolaos Pavlidis +2Electric VehiclesElectricity Price Forecasting

  22. Will the Carbon Border Adjustment Mechanism Impact European Electricity Prices? A GNN-Based Network Analysis

    May 5, 2026Jiachen Shen, Jian Shi, Dan Wang +1Electricity MarketsTemporal Graph Neural Networks

  23. AI-Driven Controlled Environment Agriculture as Resilient Infrastructure for U.S. Fresh-Produce Supply Chains

    May 4, 2026Andrii VakhnovskyiMediterranean GreenhousesSupply Chain Optimization

  24. MARS-DA: A Hierarchical Reinforcement Learning Framework for Risk-Aware Multi-Agent Bidding in Power Grids

    May 4, 2026Jiayi Chen, Xuan Zhang, Guiling WangElectricity MarketsPower Systems

  25. AI and Open-data Driven Scalable Solar Power Profiling

    May 4, 2026Shiliang Zhang, Sabita Maharjan, Damla TurgutPhotovoltaicSolar

  26. SPLICE: Latent Diffusion over JEPA Embeddings for Conformal Time-Series Inpainting

    Apr 30, 2026Arnaud ZinflouMultivariate Time Series ImputationElectricity Price Forecasting

  27. Explainable Load Forecasting with Covariate-Informed Time Series Foundation Models

    Apr 30, 2026Matthias Hertel, Alexandra Nikoltchovska, Sebastian Pütz +3Electricity Price ForecastingTime Series Foundation Models

  28. Electricity price forecasting across Norway's five bidding zones in the post-crisis era

    Apr 29, 2026My Thi Diem Phan, Trung Tuyen Truong, Hoai Phuong Ha +1Electricity Price ForecastingElectricity Markets

  29. Energy-Arena: A Dynamic Benchmark for Operational Energy Forecasting

    Apr 27, 2026Max Kleinebrahm, Jonathan Berrisch, Philipp Eiser +11Electricity Price Forecasting

  30. X-NegoBox: An Explainable Privacy-Budget Negotiation Framework for Secure Peer-to-Peer Energy Data Exchange

    Apr 27, 2026Poushali Sengupta, Sabita Maharjan, Frank Eliassen +1Electricity Markets

  31. SolarTformer: A Transformer Based Deep Learning Approach for Short Term Solar Power Forecasting

    Apr 27, 2026Ankan Basu, Jyotiraditya Roy, Aditya Datta +2Energy ForecastingSolar

  32. Machine Learning and Deep Learning Models for Short Term Electricity Price Forecasting in Australia's National Electricity Market

    Apr 26, 2026Wei Lu, Jay Wang, Dingli Duan +3Electricity Price ForecastingElectricity Markets

  33. Time-Series Forecasting in Safety-Critical Environments: An EU-AI-Act-Compliant Open-Source Package / Zeitreihenprognose in sicherheitskritischen Umgebungen: Ein KI-VO-konformes Open-Source-Paket

    Apr 26, 2026Thomas Bartz-Beielstein, Eva BartzSafety-Critical ScenariosElectricity Markets

  34. SolarFCD: A Large-Scale Dataset and Benchmark for Solar Fault Classification in Photovoltaic Systems

    Apr 26, 2026Misbah Ijaz, Saif Ur Rehman Khan, Abd Ur Rehman +4PhotovoltaicScalable Defect Detection

  35. Interpretable Physics-Informed Load Forecasting for U.S. Grid Resilience: SHAP-Guided Ensemble Validation in Hybrid Deep Learning Under Extreme Weather

    Apr 26, 2026Md Abubakkar, Sajib Debnath, Md. Uzzal MiaElectricity Price ForecastingPhysics-Informed Machine Learning

  36. Liquid Neural Network Models for Natural Gas Spot Price Time-Series Forecasting

    Apr 24, 2026Yiqian Liu, Jiayi Niu, Adam Kelleher +1Electricity Price ForecastingElectricity Markets

  37. FETS Benchmark: Foundation Models Outperform Dataset-specific Machine Learning in Energy Time Series Forecasting

    Apr 24, 2026Marco Obermeier, Marco Pruckner, Florian Haselbeck +1Electricity Price ForecastingTime Series Foundation Models

  38. Forecasting Solar Energy Using a Single Image

    Apr 23, 2026Jeremy Klotz, Shree K. NayarSolarEnergy Forecasting

  39. Hybrid Deep Learning Approach for Coupled Demand Forecasting and Supply Chain Optimization

    Apr 23, 2026Nusrat Yasmin Nadia, Md Habibul Arif, Habibor Rahman Rabby +3Demand ForecastingSupply Chain Optimization

  40. Linear Image Generation by Synthesizing Exposure Brackets

    Apr 22, 2026Yuekun Dai, Zhoutong Zhang, Shangchen Zhou +1High Dynamic RangeLarge-Scale Image Generation

  41. A Hierarchical MARL-Based Approach for Coordinated Retail P2P Trading and Wholesale Market Participation of DERs

    Apr 22, 2026Patrick Wilk, Ethan Cantor, Yikui Liu +1Electricity MarketsDemand Response

  42. Spatio-temporal modelling of electric vehicle charging demand

    Apr 21, 2026Kaoutar Bouaachra, Yvenn Amara-Ouali, Yannig Goude +1Electric VehiclesElectricity Price Forecasting

  43. Wasserstein Distributionally Robust Risk-Sensitive Estimation via Conditional Value-at-Risk

    Apr 20, 2026Feras Al Taha, Eilyan BitarConditional-Value-At-RiskEstimators

  44. Barrier-enforced multi-objective optimization for direct point and sharp interval forecasting

    Apr 20, 2026Worachit Amnuaypongsa, Yotsapat Suparanonrat, Pana Wanitchollakit +1Energy ForecastingPredictive Uncertainty

  45. A Generalized Synthetic Control Method for Baseline Estimation in Demand Response Services

    Apr 20, 2026Jonas Sievers, Mardavij RoozbehaniDemand ResponseSynthetic Samples

  46. Virtual boundary integral neural network for three-dimensional exterior acoustic problems

    Apr 19, 2026Jiahao Li, Qiang Xi, Ilia Marchevskiy +1Boundary Value ProblemsAcoustic

  47. Automated Classification of Plasma Regions at Mars Using Machine Learning

    Apr 18, 2026Yilan Qin, Chuanfei Dong, Hongyang Zhou +6Geomagnetic StormsPlasma Shape Control

  48. Safe Deep Reinforcement Learning for Building Heating Control and Demand-side Flexibility

    Apr 17, 2026Colin Jüni, Mina Montazeri, Yi Guo +3Hvac ControlDemand Response

  49. Assessing the Performance-Efficiency Trade-off of Foundation Models in Probabilistic Electricity Price Forecasting

    Apr 16, 2026Jan Niklas Lettner, Hadeer El Ashhab, Veit Hagenmeyer +1Electricity Price ForecastingTime Series Foundation Models

  50. Towards Automated Solar Panel Integrity: Hybrid Deep Feature Extraction for Advanced Surface Defect Identification

    Apr 13, 2026Muhammad Junaid Asif, Muhammad Saad Rafaqat, Usman Nazakat +2PhotovoltaicScalable Defect Detection

  51. Adaptive Automatic Model Selection for Demand Forecasting under Heterogeneous Demand Patterns

    Feb 15, 2026Adolfo González, Víctor ParadaDemand ForecastingModel Selection

  52. Probabilistic Wind Power Forecasting with Tree-Based Machine Learning and Weather Ensembles

    Feb 13, 2026Max Bruninx, Diederik van Binsbergen, Timothy Verstraeten +2Energy ForecastingOffshore Wind Turbine

  53. PeroMAS: A Multi-agent System of Perovskite Material Discovery

    Feb 10, 2026Yishu Wang, Wei Liu, Yifan Li +8Data-Driven Materials DiscoveryMulti-Agent Systems

  54. Parametric and Generative Forecasts of EPEX Day\char45 Ahead Energy Market Curves

    Jan 28, 2026Julian Gutierrez, Redouane SilventeElectricity Price ForecastingStochastic Volatility

  55. CROCS: A Two-Stage Clustering Framework for Behaviour-Centric Consumer Segmentation with Smart Meter Data

    Jan 15, 2026Luke W. Yerbury, Ricardo J. G. B. Campello, G. C. Livingston +2Demand ResponseImage Clustering

  56. Resource-constrained Project Scheduling with Time-of-Use Energy Tariffs and Machine States: A Logic-based Benders Decomposition Approach

    Jan 10, 2026Corentin Juvigny, Antonín Novák, Jan Mandík +1Mixed-Integer ProgrammingOptimal Scheduling

  57. Foundation vs. Specialized Models: Evaluating Catastrophic Forgetting in Continual Time Series Forecasting

    Oct 1, 2025Nouha Karaouli, Denis Coquenet, Elisa Fromont +2Time Series Foundation ModelsCatastrophic Forgetting

  58. Autonomous Close-Proximity Photovoltaic Panel Coating Using a Quadcopter

    Sep 13, 2025Dimitri Jacquemont, Carlo Bosio, Teaya Yang +7Uncrewed Aerial VehiclesPhotovoltaic

  59. Predicting Estimated Times of Restoration for Electrical Outages Using Longitudinal Tabular Transformers

    May 1, 2025Bogireddy Sai Prasanna Teja, Valliappan Muthukaruppan, Carls BenjaminElectricity Price ForecastingRestoration

  60. Federated Graph Learning for EV Charging Demand Forecasting with Personalization Against Cyberattacks

    Apr 30, 2024Yi Li, Renyou Xie, Chaojie Li +2Electric VehiclesFederated Graph Learning