Výsledky vyhledávání - "BELMANS, Ronnie"

Akademický článek

From natural gas to hydrogen: Navigating import risks and dependencies in Northwest Europe

Autor: Dejonghe, Marie, Van de Graaf, Thijs, Belmans, Ronnie

Publikováno v: In Energy Research & Social Science December 2023 106

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Reinforcement Learning Applied to an Electric Water Heater: From Theory to Practice

Autor: Ruelens, Frederik, Claessens, Bert, Quaiyum, Salman, De Schutter, Bart, Babuska, Robert, Belmans, Ronnie

Electric water heaters have the ability to store energy in their water buffer without impacting the comfort of the end user. This feature makes them a prime candidate for residential demand response. However, the stochastic and nonlinear dynamics of

Externí odkaz: http://arxiv.org/abs/1512.00408

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Learning Agent for a Heat-Pump Thermostat With a Set-Back Strategy Using Model-Free Reinforcement Learning

Autor: Ruelens, Frederik, Iacovella, Sandro, Claessens, Bert J., Belmans, Ronnie

The conventional control paradigm for a heat pump with a less efficient auxiliary heating element is to keep its temperature set point constant during the day. This constant temperature set point ensures that the heat pump operates in its more effici

Externí odkaz: http://arxiv.org/abs/1506.01054

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Residential Demand Response Applications Using Batch Reinforcement Learning

Autor: Ruelens, Frederik, Claessens, Bert, Vandael, Stijn, De Schutter, Bart, Babuska, Robert, Belmans, Ronnie

Driven by recent advances in batch Reinforcement Learning (RL), this paper contributes to the application of batch RL to demand response. In contrast to conventional model-based approaches, batch RL techniques do not require a system identification s

Externí odkaz: http://arxiv.org/abs/1504.02125

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