How to control coolant temperature in liquid cooling system of data centers?
In liquid cooling system of data centers (LCSDC), the control of coolant temperature traditionally relies on simple parameter settings, rule-based control strategies, and experience-driven manual adjustments .
Can artificial intelligence predict coolant temperature in a data center?
To address the challenges of high computational resource demands and limited adaptability of traditional prediction models to complex conditions, this paper proposes an artificial intelligence-enabled predictive energy saving planning based on the Transformer-GRU model for predicting coolant temperature in the liquid cooling system of data centers.
Why is a liquid cooling model important?
The model maintains high predictive accuracy under fluctuating environments and complex cooling conditions, effectively reducing the operational energy consumption of the liquid cooling system. This advancement not only enhances cooling efficiency but also drives data centers toward greater intelligence and sustainability.
Can AI improve cooling efficiency in data centers?
Artificial intelligence-enabled predictive energy saving planning of liquid cooling system for data centers This paper primarily explores the application of AI in data centers. Based on this, it predicts the coolant return temperature data of the liquid cooling system of data center to develop a predictive plan for improving cooling efficiency.
How AI can improve the cooling system?
With the application of AI, cooling system is no longer limited to relying on predefined cooling schemes but can instead adaptively adjust based on real-time load and temperature predictions . This dynamic optimization of coolant temperature and flow rate makes the cooling process more intelligent and efficient .
Can liquid immersion technology improve battery thermal management?
The promising application of liquid immersion technology in electronic equipment has also garnered increasing attention for its potential in battery thermal management. Power battery immersion liquid-cooling technology involves directly immersing the battery in dielectric liquid to dissipate heat through convection or phase-change heat transfer.
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