Automation technology electronics liquid cooling energy storage

What is a liquid cooling system in a data center?

The overall structure of the liquid cooling system in data center. The liquid cooling system is primarily divided into two parts: the outdoor side and the indoor side, connected through the circulation of primary and secondary coolant loops.

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.

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.

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.

What are the components of a liquid cooling system?

The liquid cooling system consists of cooling pumps, heat exchangers, coolant transmission pipelines, coolant distribution units (CDUs), external cooling towers, and cold plates . The power system includes main power input devices, generators, power distribution units (PDU), and power transformers .