# A Lightweight Fault Diagnosis Method of Beam Pumping Units Based on Dynamic Warping Matching and Parallel Deep Network

> Research article (IEEE Transactions on Systems Man and Cybernetics Systems, 2023) · cited 24× · AI/ML

**Wikidata**: [openalex:W4388878490](https://www.wikidata.org/wiki/openalex:W4388878490)  
**Source**: https://4ort.xyz/entity/a-lightweight-fault-diagnosis-method-of-beam-pumping-units-based-on-dynamic-warping-matching-and-parallel-deep-network