# Parametric Circuit Fault Diagnosis Through Oscillation-Based Testing in Analogue Circuits: Statistical and Deep Learning Approaches

> Research article (IEEE Access, 2022) · cited 18× · AI/ML

**Wikidata**: [openalex:W4210891616](https://www.wikidata.org/wiki/openalex:W4210891616)  
**Source**: https://4ort.xyz/entity/parametric-circuit-fault-diagnosis-through-oscillation-based-testing-in-analogue-circuits-statistical-and-deep-learning-