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However, applying RL to the control of real-world physical systems is complicated by unexpected events, safety constraints, limited observations and the potential for expensive or even catastrophic failures. In this paper, we describe an application of RL to the task of data center (DC) cooling.
1 wrz 2024 · AD includes several design types of DC cooling systems: air cooling, liquid cooling, free cooling, and two-phase cooling. We also summarize the energy, environmental, and economic KPIs of these strategies.
1 kwi 2024 · Energy-saving techniques used in data center cooling may be broken down into three main approaches: room cooling-focused approach, IT equipment cooling-focused approach, and thermal energy storage techniques.
22 sie 2024 · This review uses bibliometric analysis to explore the classifications, control optimizations, and energy metrics of data center cooling systems, aiming to address research gaps. Using CiteSpace and databases like Scopus, Web of Science, and IEEE, this study maps the field’s historical development and current trends.
25 kwi 2024 · This paper has established a typical calculation model for typical data center cooling system, including the inside room CRAC system, outside free cooling usage system and chiller.
5 dni temu · The researches in spray/jet cooling focused on optimizing coolant characteristics and surface structures for better heat transfer, developing efficient system designs by optimizing the spray/jet parameters, and focusing on energy efficiency and consumption reduction at the system level.
3 gru 2021 · Uptime Institute Data Center Cooling Systems Survey 2021. Q3 2021. KEY FINDINGS. • Air cooling dominates the sector; data center operators are most familiar implementing chilled water and direct-expansion systems. At present, direct liquid cooling is niche.
