ATTRN:声学信息编码器和温度场重建解码器网络用于炉温度场重建
Kunyu Wu1, Keqi Ni1, Liwei Chen2
1Sichuan University Pittsburgh Institute, Sichuan University, Chengdu 610065, China.
Sensors (Basel, Switzerland)
|April 26, 2025
概括
一个新的基于声学的网络准确地重建了炉温度场. 这种方法通过克服传统算法的局限性来提高能源效率和安全性.
科学领域:
- 工程 工程师 工程师 工程师
- 热科学 热科学 热科学
- 声学 声学 在声学方面
背景情况:
- 精确的炉温度评估对于能源效率和运行安全至关重要.
- 传统的温度场重建方法面临着诸如累积错误和不良概括等挑战.
研究的目的:
- 开发一种先进的方法,用于炉炉中温度场的重建.
- 通过使用新型网络架构克服现有的传统算法的局限性.
主要方法:
- 提出了一个温度场重建网络 (ATTRN),集成一个声学信息编码器 (AIE) 和一个温度场重建解码器 (TFRD).
- ATTRN直接使用声学测量数据进行温度预测,平衡全球和本地特征捕获.
- 这种方法绕过了复杂的数学处理和经验参数选择.
主要成果:
- 通过声学数据,ATTRN证明了有效的温度场预测.
- 与传统方法相比,该方法显示了更好的准确性和概括能力.
- 模拟和工程验证证实了网络的性能和工业适用性.
结论:
- 拟议的ATTRN为炉温度场重建提供了准确有效的解决方案.
- 这种基于声学的方法提高了工业应用中的能源效率和运行安全.
- ATTRN为传统方法提供了强大的替代方案,简化了处理并提高了可靠性.
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