# A machine learning-based surrogate model for the rapid control of piping flow: Application to a natural gas flowmeter calibration system

> Research article (Journal of Natural Gas Science and Engineering, 2021) · cited 31× · AI/ML

**Wikidata**: [openalex:W4200406148](https://www.wikidata.org/wiki/openalex:W4200406148)  
**Source**: https://4ort.xyz/entity/a-machine-learning-based-surrogate-model-for-the-rapid-control-of-piping-flow-application-to-a-natural-gas-flowmeter-cal
