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

4 new papers

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178 papers

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  1. PROSWIN: Probabilistic Solar Wind Speed Forecasting Using Deep Distributional Regression From Solar Images

    Sep 22, 2026Daniel Collin, Yuri Shprits, Luca Chiarabini +3Energy Forecasting

  2. GraphToolbox: A Configurable Python Framework for Graph Neural Network Forecasting

    Sep 21, 2026Eloi Campagne, Yvenn Amara-Ouali, Yannig Goude +1Electricity Price ForecastingTabular Prior-Data Fitted Network

  3. Peak-Aware Short-Term Load Forecasting Across Distribution Grid Aggregation Levels

    Sep 16, 2026Souhardya Chattopadhyay, Julian Oelhaf, Antonia Schoening +5Electricity Price ForecastingChronos

  4. Multi-Appliance Non-Intrusive Load Monitoring via Label-Preserving Aggregate Recomposition and Prediction Consistency

    Sep 16, 2026Jiangfeng Liu, Yanfang FanElectricity Price ForecastingEnergy Forecasting

  5. Distributed JEPA: A Self-Supervised Framework for Energy Forecasting

    Sep 15, 2026Liana Toderean, Tudor Cioara, Vasilis Michalakopoulos +3Energy ForecastingJoint-Embedding Predictive Architectures

  6. Nationally Consistent, Locally Incomplete: A Bayesian Remote-Sensing Audit of Rooftop Photovoltaic Registries

    Sep 14, 2026Gabriel Kasmi, Yves-Marie Saint-Drenan, Laurent Dubus +1PhotovoltaicRemote Sensing

  7. Ensemble Complexity in Photovoltaic Forecasting

    Sep 14, 2026Sun Ze, Zhou Liguo, Xu Yuqing +2Energy ForecastingNumerical Weather Prediction

  8. Horizon-specific Expert Fusion for Photovoltaic Power Forecasting

    Sep 14, 2026Xu Yuqing, Zhou Liguo, Sun Ze +2Energy ForecastingSolar

  9. LoaDiff: Conditional Generation of Electricity Consumption Time Series for Energy Analytics

    Sep 12, 2026Mariia Baranova, Adrien Petralia, Etienne Le Naour +3Demand ResponseEnergy Resources

  10. Bidirectional Multimodal Fusion of Sky Images and Time-Series for Solar Forecasting with Large Language Models

    Sep 11, 2026Ken Chen, Maneesha Perera, Wei Wang +3Energy ForecastingSolar

  11. Halo: Improving forecast accuracy through heteroscedastic estimation

    Sep 11, 2026Adam CataldoHeteroskedasticityElectricity Price Forecasting

  12. A Hilbert-Valued Functional Decomposition Framework for Explaining Time-Dependent Outputs

    Sep 10, 2026Sophie Hanna Langbein, Niklas Koenen, Marvin N. Wright +1ExplainabilityElectricity Price Forecasting

  13. AI for AI: Optimizing Additional Infrastructure Build-out to Power Artificial Intelligence Data Centers

    Sep 8, 2026Alexander Crosier, Kyle Onghai, Ronnie SircarArtificial Intelligence Data CentersData Centers

  14. Reinforcement Learning and Rule-Based Peer-to-Peer Pricing in Residential PV-BES Communities

    Sep 1, 2026Pablo Benalcazar, Maciej Kalka, Wilian Guamán +1Electricity MarketsPhotovoltaic

  15. HELIOS: From midnight to noon, continuous outdoor urban scene relighting

    Sep 1, 2026Hala Djeghim, Nathan Piasco, Luis Roldão +4Image-To-Image TranslationSolar

  16. Foundation models for electricity price forecasting and battery arbitrage: Can they replace market-specific forecasting models?

    Aug 31, 2026Arkadiusz Lipiecki, Rafał WeronElectricity Price ForecastingLlm-Based Forecasting Methods

  17. Virtual Temperature Sensors in Power Transformers Using Neural Ordinary Differential Equations

    Aug 13, 2026Berk Hadzhamolla, Alexander Johannes Stasik, Signe Riemer-SørensenUnified TransformerNeural Ordinary Differential Equations

  18. A Generative Approach for Improving Multi-Label Defect Classification in Photovoltaic Modules

    Aug 13, 2026Abdul Mueez, Yogesh S. Rawat, Shruti VyasScalable Defect DetectionPhotovoltaic

  19. Demand Transfer Estimation at Scale via Restricted Logit Modeling

    Aug 13, 2026Lakshya Garg, Deep Narayan Mishra, Swapnil Yadav +4Demand ForecastingDiscrete Choice Models

  20. XGBoost "is all you need": the case of forecasting transmitted heat energy in District Heating Systems

    Aug 11, 2026Milan ZdravkovićElectricity Price ForecastingXgboost

  21. Market-Information-Aware Gated-LoRA of Foundation Models for Transferable Day-Ahead Electricity Price Forecasting

    Aug 11, 2026Hang Fan, Wei Wei, Shengwei MeiElectricity Price ForecastingElectricity Markets

  22. Evaluating Semantic and Spatial Guidance for Foundation Model Segmentation of Small-Scale PV in Remote Sensing Imagery

    Aug 11, 2026Roni Blushtein-Livnon, Tal Svoray, Osher Rafaeli +4Remote Sensing Image SegmentationRemote Sensing

  23. ππ-SUB: A Physics-Informed Synthetic Underwater Benchmark Dataset for Underwater Image Enhancement

    Aug 11, 2026Namritha Lasyapriya Maddali, Rajini Makam, Suresh Sundaram +1Underwater Image EnhancementVision Datasets

  24. Temperature-Driven Sequential Modeling for the Prediction of Annual Power Conversion Efficiency Profiles of Organic Photovoltaic Materials: Douala Case Study

    Aug 9, 2026Steve Cabrel Teguia Kouam, Rockefeller Rockefeller, Raoult Dabou Teukam +4PhotovoltaicConformational Ensembles

  25. EnergyBridge: Benchmarking Household Energy Management, User Participation, and Grid Flexibility

    Aug 9, 2026Xudong Wu, Zeqing Wu, Jiarui Zhang +8Demand ResponseSmart Homes

  26. ArchEGraph: A Large-Scale Graph Dataset for Geometry-Topology-Physics Aligned Building Energy Modeling

    Aug 7, 2026Yihui Li, Yihui Chen, Kaidi Zha +7Building Information ModelingEnergy Resources

  27. FarSky: Task-Aware Latent-Space Coupling for Generative Intra-Hour Solar Forecasting

    Aug 6, 2026Yann Fabel, Bijan Nouri, Milon Miah +4Energy ForecastingGenerative

  28. Short-term load forecasting under EU-AI Act Requirements in Safety-Critical Environments: Results from a 41-day live challenge on the aggregated German transmission-grid load

    Aug 5, 2026Thomas Bartz-Beielstein, Inalbek Akiev, Lalo MohamadElectricity Price ForecastingSafety-Critical Scenarios

  29. Personalized Federated Sparse Adaptation of Time-Series Foundation Models

    Aug 5, 2026Priyanka Nihalchandani, Naman Srivastava, Varun Ojha +1Time Series Foundation ModelsParameter-Efficient Adaptation

  30. Strategic Evaluation of Planning Strategies for LLM Agents in Cyber-Physical Systems

    Aug 4, 2026J. de Curtò, I. de ZarzàLarge Language Model PlanningCyber-Physical System

  31. Less Traffic, Better Outcomes: Competition-Aware Request Dispatch in Real-Time Ad Exchanges

    Aug 4, 2026Jonaid Shianifar, Blaz Mramor, Fangda Zou +5First-Price AuctionsAds

  32. Design-Time Optimization of Deep Neural Networks for Intermittent Learning on Microcontrollers

    Aug 4, 2026Jakob Schubert, Maximilian Kasper, Maximilian Linke +5Graph Neural Network InferenceCortex

  33. An AI-Based Decision-Support Pipeline for Day-Ahead Photovoltaic Forecasting

    Aug 3, 2026Fariba Dehghan, Sebastian Stein, Vahid Yazdanpanah +2Energy ForecastingAtmospheric Dynamics

  34. STC-Net: Electroluminescence-Based Solar Cell Crack Segmentation for Power Loss Estimation

    Aug 3, 2026Shanaka Ramesh Gunasekara, Akila Eranda Devanarayana, Imasha Guruge +2PhotovoltaicLane Topology

  35. Meteosat Third Generation imagery improves CNN-based SSI retrieval

    Jul 30, 2026Gordei Pribõtkin, Piia Post, Velle TollSolarSatellite Imagery

  36. Skillful forecasting of offshore winds from satellite scatterometer constellations

    Jul 29, 2026Francesco Pinto, Luca Lanzilao, Paco Lopez Dekker +1Offshore Wind TurbineEnergy Forecasting

  37. PlatformBid: An Auto-Bidding Benchmark from a Unified Advertising Platform's Perspective

    Jul 29, 2026Shengtian Yang, Yewen Li, Peng Jiang +5First-Price AuctionsAds

  38. Contextual Deconvolution for Variance-Stable Demand Sensing: Kernel-Modulated Operators in Promotional Retail

    Jul 28, 2026Mohammad ForouheshDemand ForecastingMonotonic Inventory Estimation

  39. OpenPVMapper: A Multi-source, Nationwide Database of Rooftop Photovoltaic Systems in France

    Jul 27, 2026Gabiel KasmiPhotovoltaicRgb-Pointmap

  40. A Modern ConvNet for Solar Filament Detection

    Jul 27, 2026J. R. Hu, Q. Hao, Z. Zheng +3SolarMultiscale

  41. Distributed Coordination for Resilient Multi-UAV Remote Sensing: A Photovoltaic Inspection Case Study

    Jul 27, 2026Guillermo GP-Lenza, Miguel Fernandez-Cortizas, Martin Molina +1Multi-Uav SystemsUncrewed Aerial Vehicles

  42. A Controlled Visual-Backbone Benchmark for Multimodal Short-Term Solar Irradiance Forecasting

    Jul 26, 2026Oshadha Samarakoon, Dushan Herath, Ishara Ranmandala +4SolarEnergy Forecasting

  43. Climate-resilient electric vehicle charging infrastructure for sustainable cities: An interpretable causal-ensemble framework for preventive maintenance and low-carbon mobility

    Jul 23, 2026Cande Lian, Wentao Zeng, Jiabin Wu +2Electric VehiclesElectricity Price Forecasting

  44. SPECTRA: State-Space Exogenous Context and Temporal-Frequency Resolution Architecture for Probabilistic Energy Forecasting

    Jul 22, 2026Hang Ye, Xinyan Jiang, Yuedong Shi +5Energy ForecastingState Space Models

  45. Solar Open 2 Technical Report

    Jul 22, 2026Sungrae Park, Sanghoon Kim, Gyoungjin Gim +50Mixture-Of-Expert Language ModelsLong-Horizon Agents

  46. A Deep Learning Framework for Predicting Solar EUV Irradiance During Significant Flares

    Jul 21, 2026Sathvik Soman, Jason T. L. Wang, Haimin Wang +1Geomagnetic StormsSolar

  47. Probabilistic Physics-Aware Machine Learning Predictions of Electric Truck Energy Consumption with Field Data

    Jul 21, 2026Hannes Nilsson, Rafael Basso, Balázs Kulcsár +1Electricity Price ForecastingElectric Vehicles

  48. LLMs and Agentic AI Systems for Smart Grids: A Tutorial on Architectures and Applications

    Jul 20, 2026Daniela Rojas, Abdulwahab Albassam, Aidan G. Leung +11Smart GridsEnergy Forecasting

  49. Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction

    Jul 19, 2026Shiyuan Piao, Fan Zehui, Yang Liu +4Energy ForecastingNumerical Weather Prediction

  50. Behaviour-Conditioned Neural Processes for Adaptive Residential Short-Term Load Forecasting

    Jul 17, 2026Ramin Soleimani, Andrea Visentin, Dirk PeschElectricity Price ForecastingLatent Variable

  51. A Predict-then-Correct Loop Based on Few-Shot Continuous Contextual Bandit for Demand Forecasting

    Jul 17, 2026Zhiwei Lei, Benedict Jun Ma, Ilya JacksonDemand ForecastingLinear Contextual Bandits

  52. A Benchmark for Electrical Load Forecasting Across Grid Levels: Time-Series Transformers Outperform Established Methods

    Jul 17, 2026Matthias Hertel, Sebastian Pütz, Jonathan Kolar +3Electricity Price ForecastingTime Series Foundation Models

  53. Improving Wind and Solar Power Prediction with Efficient Wrapper-based Feature Selection: An Empirical Study

    Jul 15, 2026Daniel Grillmeyer, Marius Hadry, Michael Stenger +3Energy ForecastingOffshore Wind Turbine

  54. Accuracy-Preserving Stability Regularization for Large-Scale Retail Demand Forecasting

    Jul 14, 2026Jize Li, Jiani He, Dishu Yang +3Demand ForecastingRegularization Techniques

  55. Robustness of Deep Learning Models for PV Power Forecasting under NWP Forecast Errors: A Spatiotemporal and Physically Interpretable Analysis

    Jul 14, 2026Dandan Chen, Yan Zhao, Xuepeng ChenEnergy ForecastingNumerical Weather Prediction

  56. Learning-based Probabilistic Load Forecasting with Post-hoc and In-model Uncertainty

    Jul 14, 2026Sarah Al-Shareeda, Gulcihan Ozdemir, Heung Seok JeonElectricity Price ForecastingQuantile Regression

  57. Climate-Invariant Conformal Prediction Intervals for Multi-Horizon Solar and Wind Forecasting

    Jul 13, 2026Shreedhar Gangwar, Abhinav Bains, Banalaxmi BrahmaEnergy ForecastingSolar

  58. Inter-Stop Energy Prediction and Causal Driver Quantification for Dual-Source Trolleybuses via a Time-Aware Tabular Deep Learning Architecture

    Jul 13, 2026Wentao Zeng, Zijian Huang, Yiming Bie +2Electricity Price ForecastingTransit Network Design

  59. Optimizing ARDL Models for Retail Sales Forecasting and Fair Pricing

    Jul 10, 2026Sujay Uday RittikarDemand ForecastingPrices

  60. Joint-Embedding Predictive Architecture for Solar PV Panel Fault Classification

    Jul 10, 2026Seyyedhamid Azimidokht, Mehdi Monemi, Abdelhak Kharbouch +4PhotovoltaicEfficientnet Encoder