# Development of surrogate models for evaluating energy transfer quality of high-speed railway pantograph-catenary system using physics-based model and machine learning

> Research article (Applied Energy, 2023) · cited 54× · AI/ML

**Wikidata**: [openalex:W4313594846](https://www.wikidata.org/wiki/openalex:W4313594846)  
**Source**: https://4ort.xyz/entity/development-of-surrogate-models-for-evaluating-energy-transfer-quality-of-high-speed-railway-pantograph-catenary-system-