# Deploying an energy efficient, secure & high-speed sidechain-based TinyML model for soil quality monitoring and management in agriculture

> Research article (Expert Systems with Applications, 2023) · cited 34× · AI/ML

**Wikidata**: [openalex:W4389195978](https://www.wikidata.org/wiki/openalex:W4389195978)  
**Source**: https://4ort.xyz/entity/deploying-an-energy-efficient-secure-amp-high-speed-sidechain-based-tinyml-model-for-soil-quality-monitoring-and-managem