Application of AI intelligent control in utility systems

At the Taiwan Photon Source (TPS), several studies on energy savings and utility system optimization are currently underway, with AI solutions being actively explored for laboratory applications. The proper operation of the cooling tower and chilled water system plays a crucial role in energy conservation. Through AI-based analysis, we can clearly observe the impact of ambient wet-bulb temperature on system energy consumption. Furthermore, system efficiency is enhanced by optimizing temperature setpoints, controlling pump flow, and managing the on/off scheduling or frequency modulation of facility operations. In this study, a model is constructed to verify the practical impact on energy consumption. The analysis demonstrates that these mechanisms can effectively improve overall energy performance.

Authors

Publication Details

Journal
JACOW
Published
2026-04-02
DOI
https://doi.org/10.18429/jacow-medsi2025-thp07
Primary Topic
Solar Thermal and Photovoltaic Systems
Type
article
Field-Weighted Citation Impact
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article

Application of AI intelligent control in utility systems

Zong-Da Tsai, Chih-Sheng Chen
JACOW
Solar Thermal and Photovoltaic Systems
article

Application of AI intelligent control in utility systems

Zong-Da Tsai, Chih-Sheng Chen
article en

Abstract

At the Taiwan Photon Source (TPS), several studies on energy savings and utility system optimization are currently underway, with AI solutions being actively explored for laboratory applications. The proper operation of the cooling tower and chilled water system plays a crucial role in energy conservation. Through AI-based analysis, we can clearly observe the impact of ambient wet-bulb temperature on system energy consumption. Furthermore, system efficiency is enhanced by optimizing temperature setpoints, controlling pump flow, and managing the on/off scheduling or frequency modulation of facility operations. In this study, a model is constructed to verify the practical impact on energy consumption. The analysis demonstrates that these mechanisms can effectively improve overall energy performance.

JACOW
Affordable and clean energy
Openalex Percentile: Top 38%
Solar Thermal and Photovoltaic Systems
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