# Modeling of thermo-chemical pretreatment of yam peel substrate for biogas energy production: RSM, ANN, and ANFIS comparative approach

> Research article (Applied Surface Science Advances, 2022) · cited 56× · AI/ML

**Wikidata**: [openalex:W4295955975](https://www.wikidata.org/wiki/openalex:W4295955975)  
**Source**: https://4ort.xyz/entity/modeling-of-thermo-chemical-pretreatment-of-yam-peel-substrate-for-biogas-energy-production-rsm-ann-and-anfis-comparativ
