# AI-Integrated autonomous robotics for solar panel cleaning and predictive maintenance using drone and ground-based systems

> Research article (Scientific Reports, 2025) · cited 12× · AI/ML

**Wikidata**: [openalex:W4413878516](https://www.wikidata.org/wiki/openalex:W4413878516)  
**Source**: https://4ort.xyz/entity/ai-integrated-autonomous-robotics-for-solar-panel-cleaning-and-predictive-maintenance-using-drone-and-ground-based-syste