A Learning-Based Model Predictive Control Strategy for Home Energy Management Systems
Cai, Wenqi, Sawant, Shambhuraj, Reinhardt, Dirk, Rastegarpour, Soroush, Gros, Sebastien
Published in IEEE access (01.01.2023)
Published in IEEE access (01.01.2023)
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Journal Article
A Painless Deterministic Policy Gradient Method for Learning-based MPC
Anand, Akhil S, Reinhardt, Dirk, Sawant, Shambhuraj, Gravdahl, Jan Tommy, Gros, Sebastien
Published in 2023 European Control Conference (ECC) (13.06.2023)
Published in 2023 European Control Conference (ECC) (13.06.2023)
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Conference Proceeding
Economic Model Predictive Control as a Solution to Markov Decision Processes
Reinhardt, Dirk, Anand, Akhil S, Sawant, Shambhuraj, Gros, Sebastien
Published in arXiv.org (23.07.2024)
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Published in arXiv.org (23.07.2024)
Paper
BI-IONIC AIR CLEANER AND DISINFECTION SYSTEM
SAWANT, Shrilekha, SAWANT, Vijaysinh, SAWANT, Varsha Vijaysinh, SAWANT, Shambhuraj
Year of Publication 01.06.2023
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Year of Publication 01.06.2023
Patent
Learning-based MPC from Big Data Using Reinforcement Learning
Sawant, Shambhuraj, Anand, Akhil S, Reinhardt, Dirk, Gros, Sebastien
Published in arXiv.org (04.01.2023)
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Published in arXiv.org (04.01.2023)
Paper
Sample-efficient Cross-Entropy Method for Real-time Planning
Pinneri, Cristina, Sawant, Shambhuraj, Blaes, Sebastian, Achterhold, Jan, Stueckler, Joerg, Rolinek, Michal, Martius, Georg
Year of Publication 14.08.2020
Year of Publication 14.08.2020
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Journal Article