# Optimization of ultrasonic-excited double-pipe heat exchanger with machine learning and PSO

> Research article (International Communications in Heat and Mass Transfer, 2023) · cited 63× · AI/ML

**Wikidata**: [openalex:W4385735833](https://www.wikidata.org/wiki/openalex:W4385735833)  
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