/answers/how-to-inspect-solar-panels-with-computer-vision/index.md · 42 lines
---
title: "How to inspect solar panels with computer vision"
description: "Drone or handheld photos of a solar array, including thermal images where you have them, can be checked by a computer vision model trained on your own examples. It flags panels that look cracked, heavily soiled, shaded, discolored or running hotter than their neighbors, and maps each flag to a row and panel number so crews can find it. It turns a long walk of the site into a short list of panels to check. A technician confirms each flag on site and decides whether to clean, repair or replace, and all work follows your normal safety procedures."
url: https://lidvizion.ai/answers/how-to-inspect-solar-panels-with-computer-vision/
site: Lid Vizion
index: https://lidvizion.ai/llms.txt
---
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# How can computer vision help a solar installer or site owner find damaged or dirty panels?
Drone or handheld photos of a solar array, including thermal images where you have them, can be checked by a computer vision model trained on your own examples. It flags panels that look cracked, heavily soiled, shaded, discolored or running hotter than their neighbors, and maps each flag to a row and panel number so crews can find it. It turns a long walk of the site into a short list of panels to check. A technician confirms each flag on site and decides whether to clean, repair or replace, and all work follows your normal safety procedures.
## What this means in practice
- Plan regular photo or drone passes that cover every row in consistent light.
- Label examples of cracks, soiling, shading and hot spots from your own sites.
- Train or tune a model and map each flag to a row and panel number.
- A technician confirms each flagged panel on site before any work is scheduled.
- Compare passes over time to spot panels that keep getting worse.
## How Lid Vizion approaches it
We start with the business decision and operating context, define ownership and measurable milestones, then use configuration, integrations, automation, or custom software only where each earns its place.
## More on Automation & custom AI
- [How can computer vision help a fabrication shop check welds for visible defects?](https://lidvizion.ai/answers/how-to-inspect-welds-with-computer-vision/)
- [How can computer vision help a store, venue or service counter see when lines are getting too long?](https://lidvizion.ai/answers/how-to-measure-checkout-queues-with-computer-vision/)
- [How can computer vision help a brand or retailer check that shelves match the planned layout?](https://lidvizion.ai/answers/how-to-check-shelf-compliance-with-computer-vision/)
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