Scholarlink

<p>Bubble acoustics offers a powerful window into the complex physics of liquid-vapor phase-change phenomena such as boiling. Advancing this field requires a synergistic convergence of improved physical understanding, rigorous experimental standardization with optimized acoustic sensing, and integration of interpretable data-driven modeling. This perspective outlines a unified roadmap emphasizing experimental fidelity, open standardized datasets, and explainable machine learning for intelligent, real-time diagnostics in next-generation multiphase thermal systems.</p><p></p>

错误：搜索内容不能为空，请输入英文关键词
错误：关键词超出字数限制，请精简
高级检索

A roadmap for decoding the sound of boiling

  • 期刊论文

  • 出版模式：

    开放获取

  • 发表日期：

    2026年1月22日

查看全文
  • B. Suriyaprasaad,
  • Avinash Upadhyay,
  • Atul Thakur,
  • Rishi Raj

摘要

Bubble acoustics offers a powerful window into the complex physics of liquid-vapor phase-change phenomena such as boiling. Advancing this field requires a synergistic convergence of improved physical understanding, rigorous experimental standardization with optimized acoustic sensing, and integration of interpretable data-driven modeling. This perspective outlines a unified roadmap emphasizing experimental fidelity, open standardized datasets, and explainable machine learning for intelligent, real-time diagnostics in next-generation multiphase thermal systems.