# Shale oil production predication based on an empirical model-constrained CNN-LSTM

> Research article (Energy Geoscience, 2023) · cited 18× · AI/ML

**Wikidata**: [openalex:W4386807752](https://www.wikidata.org/wiki/openalex:W4386807752)  
**Source**: https://4ort.xyz/entity/shale-oil-production-predication-based-on-an-empirical-model-constrained-cnn-lstm