Artificial IntelligencearXiv — cs.LGThu, May 28, 2026, 4:00 AMPositive

NUCLEUS-MoE: Unified Model of Pool Boiling for Liquid Cooling

A new model named NUCLEUS has been introduced, which serves as a unified approach to pool boiling for liquid cooling. This model addresses the complexities of two-phase boiling, which is crucial for achieving high heat transfer rates, by integrating various specialized surrogates into a single architecture that can handle different fluid classes and boiling dynamics.

WPN Brief

  • What Happened

    A new model named NUCLEUS has been introduced, which serves as a unified approach to pool boiling for liquid cooling. This model addresses the complexities of two-phase boiling, which is crucial for achieving high heat transfer rates, by integrating various specialized surrogates into a single architecture that can handle different fluid classes and boiling dynamics.

  • Why It Matters

    The development of NUCLEUS is significant as it enhances the efficiency of thermal management systems, potentially benefiting industries that rely on advanced cooling technologies, such as electronics and aerospace, by providing a more generalized and effective modeling solution.

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