Publications HAL du projet ANR. 22-PETA-0004

2025

Journal articles

titre
Adaptive federated learning framework for predicting EV charging stations occupancy
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Forecasting the occupancy of electric vehicle (EV) charging stations is crucial for addressing key c .....
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https://hal.science/hal-05079666/file/Adaptive%20federated%20learning%20framework%20for%20predicting%20EV%20charging%20stations%20occupancy.pdf BibTex

Conference papers

titre
Benchmarking Catastrophic Forgetting Mitigation Methods in Federated Time Series Forecasting
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Catastrophic forgetting (CF) poses a persistent challenge in continual learning (CL), especially wit .....
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https://hal.science/hal-05339557/file/0046.pdf BibTex
titre
Moment Constrained Optimal Transport for Energy Demand Management of Heterogeneous Loads
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This paper addresses the problem of coordinating a large population of heterogeneous electrical load .....
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https://hal.science/hal-05375478/file/NETGCOOP_2025%20%281%29.pdf BibTex
titre
Mean-Field Control of Heterogeneous Piecewise Deterministic Markov Processes under Grid Constraints
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This paper investigates mean-field control problems for large populations of agents modeled by piece .....
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https://hal.science/hal-05375490/file/PDMP_SmartGridComm_2025%20%281%29.pdf BibTex
titre
Placement of Distributed Machine Learning Services for AI- and Smart Grid-Enabled IoT Platforms
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Artificial intelligence, fog computing, and smart grids allow for better energy management and perso .....
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https://hal.science/hal-05279358/file/ICOMP25_Placement_of_distributed_RODEZ_STOLF_MONTEIL.pdf BibTex
titre
Federated Learning with Mixed Encryption for Distributed Energy Resources: Forecasting Electricity Charging Demand at Multiple Electrical Vehicle Charging Stations
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Sharing information or data between actors is crucial for forecasting distributed energy resources. .....
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https://hal.science/hal-05138389/file/Federated%20Learning%20with%20Mixed%20Encryption%20for%20Distributed%20Energy%20Resources%20Forecasting%20Electricity%20Charging%20Demand%20at%20Multiple%20Electrical%20Vehicle%20Charging%20Stations.pdf BibTex
titre
Unlock Data Sharing in Wind Power Forecasting through Privacy-preserving Federated-Learning: Benchmarking of Mixed and Fully Encrypted Frameworks
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Federated learning is a technology enabling the privacy-preserving sharing of spatio-temporal data. .....
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https://hal.science/hal-05135678/file/9010%2BSTIPPEL%2B%2Bregular%2B2025-02-01%2B10-54-05.pdf BibTex

Preprints, Working Papers, ...

titre
Multi-Market Bidding of Virtual Power Plants with Machine Learning-Assisted Asynchronous Distributed Optimization
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Virtual power plants aggregate distributed energy resources, such as renewables, flexible loads, and .....
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https://hal.science/hal-05320139/file/Preprint_PSCC___Asynchronous_Distributed_Optimization_with_Learning_Assistance_for_the_Multi_Market_Bidding_of_Virtual_Power_Plants-8.pdf BibTex
titre
Moment Constrained Optimal Transport for Thermostatically Controlled Loads
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Controlling large populations of thermostatically controlled loads (TCLs), such as water heaters, po .....
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https://hal.science/hal-05226794/file/MCOT_Water_Heaters_CDC_2025%20%2810%29.pdf BibTex

2024

Journal articles

titre
Multivariate Federated Tree-based Forecasting Combining Resilience and Privacy: Application to Distributed Energy Resources
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Using spatiotemporal data can increase forecasting accuracy for distributed energy resources such as .....
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https://hal.science/hal-04533274/file/Preprint%20Lukas%20Stippel%20et%20al_EPSRJ.pdf BibTex
titre
Towards fine tuning wake steering policies in the field: an imitation-based approach
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Yaw misalignment strategies can increase the power output of wind farms by mitigating wake effects, .....
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https://ifp.hal.science/hal-04653089/file/Toward_fine_tuning.pdf BibTex

Conference papers

titre
WFCRL: A Multi-Agent Reinforcement Learning Benchmark for Wind Farm Control
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The wind farm control problem is challenging, since conventional model-based control strategies requ .....
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https://hal.science/hal-04864926/file/NeurIPS-2024-wfcrl-a-multi-agent-reinforcement-learning-benchmark-for-wind-farm-control-Paper-Datasets_and_Benchmarks_Track.pdf BibTex
titre
Extending Privacy-preserving Regression Trees to a Value-oriented Forecasting Approach for Trading DER Resources
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In the state of the art, it has been shown that in several applications like spatiotemporal forecast .....
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BibTex
titre
Multivariate Federated Tree-based Forecasting Combining Resilience and Privacy: Application to Distributed Energy Resources
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Using spatiotemporal data can increase forecasting accuracy for distributed energy resources such as .....
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https://hal.science/hal-04531418/file/Revised_PSCC_Article_D_23_04160_version_hal.pdf BibTex

2023

Journal articles

titre
Kullback–Leibler-Quadratic Optimal Control
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This paper presents approaches to mean-field control, motivated by distributed control of multiagent .....
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https://arxiv.org/pdf/2004.01798 BibTex

Reports

titre
Mapping of distributed AI services on IoT fog architecture under QoS constraints
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Rapport de Master 2
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BibTex