# A novel framework for predicting non-stationary production time series of shale gas based on BiLSTM-RF-MPA deep fusion model

> Research article (Petroleum Science, 2024) · cited 23× · AI/ML

**Wikidata**: [openalex:W4398216083](https://www.wikidata.org/wiki/openalex:W4398216083)  
**Source**: https://4ort.xyz/entity/a-novel-framework-for-predicting-non-stationary-production-time-series-of-shale-gas-based-on-bilstm-rf-mpa-deep-fusion-m