The article discusses the importance of optimizing HVAC systems in buildings for energy efficiency and indoor air quality, especially in response to the COVID-19 pandemic. It introduces a novel partial differential equation (PDE)-based learning and control framework to achieve optimal airflow supply rates and temperatures. The study aims to reduce energy consumption while ensuring occupants' comfort and safety by modeling airflow dynamics, thermal dynamics, and air quality using PDEs. Existing HVAC control methods are compared, highlighting the benefits of the proposed approach in terms of energy savings and improved indoor environment quality.
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by Yuexin Bian,... lúc arxiv.org 03-15-2024
https://arxiv.org/pdf/2403.08996.pdfYêu cầu sâu hơn