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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Li Hou

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Review Open access Sep 2026

Intelligent fault detection in photovoltaic systems: sensing modalities, AI methods, generalization and future trends

This Review critically examines intelligent PV fault-detection methods across I–V characteristics, supervisory control and data acquisition, visible-light imaging, infrared thermography, electroluminescence, unmanned aerial vehicle inspection and multimodal sensing, and identifies standardized multi-site benchmarks, se...

Wen-Jie Wang, Qian-Xiao Su, Li Hou · 0 citations

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