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François Rousset

affiliation not provided to SSRN

SCHOLARLY PAPERS

2

DOWNLOADS

226

TOTAL CITATIONS

0

Scholarly Papers (2)

Comparative Study of Model-Based and Learning-Based Control Optimization for District Heating Networks

Number of pages: 66 Posted: 23 Sep 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 55 (1,038,620)

Abstract:

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district heating networks, surrogate modeling, deep learning, predictive control, reinforcement learning, optimization

Comparative Study of Model-Based and Learning-Based Control Optimization for District Heating Networks

Number of pages: 66 Posted: 12 Sep 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 33 (1,341,098)

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district heating networks, surrogate modeling, Deep learning, predictive control, Reinforcement learning, Optimization

Comparative Study of Model-Based and Learning-Based Control Optimization for District Heating Networks

Number of pages: 66 Posted: 13 Sep 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 32 (1,341,098)

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district heating networks, surrogate modeling, Deep learning, predictive control, Reinforcement learning, Optimization

2.

Enabling Fast Prediction of District Heating Networks Transients Via a Physics-Guided Graph Neural Network

Number of pages: 15 Posted: 29 Feb 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 106 (659,652)

Abstract:

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District Heating Networks, graph neural networks, Surrogate modeling, transient dynamics, time series, optimisation.