# An innovative lightweight 1D-CNN model for efficient monitoring of large-scale forest composition: a case study of Heilongjiang Province, China

> Research article (GIScience & Remote Sensing, 2023) · cited 11× · AI/ML

**Wikidata**: [openalex:W4388575662](https://www.wikidata.org/wiki/openalex:W4388575662)  
**Source**: https://4ort.xyz/entity/an-innovative-lightweight-1d-cnn-model-for-efficient-monitoring-of-large-scale-forest-composition-a-case-study-of-heilon