An environment-adaptive SAC-based HVAC control of single-zone residential and office buildings

This study introduces an advanced reinforcement learning (RL)-based control strategy for heating, ventilation, and air conditioning (HVAC) systems, employing a soft actor-critic agent with a customized reward mechanism. This strategy integrates time-varying outdoor temperature-dependent weighting fa...

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Bibliographic Details
Main Authors: Xinlin Wang, Nariman Mahdavi, Subbu Sethuvenkatraman, Sam West
Format: Article
Language:English
Published: Cambridge University Press 2025-01-01
Series:Data-Centric Engineering
Subjects:
Online Access:https://www.cambridge.org/core/product/identifier/S2632673624000571/type/journal_article