The use case here is to build a real-time solution for ongoing maintenance and malfunction of solar panels using drones through advanced big data solution.
Our client is from the solar industry who are majorly looking for a solution for their solar panel services. Their solution uses advanced big data techniques, image and video processing through usage of drones.
The client was clear on their requirements about real-time image and video processing results and the solution has been built to offer real-time capabilities using computer vision.
Our team designed and implemented the solution using five plus technologies which included TensorFlow, TensorRT, Gstream, Python, Computer Vision and advanced Aritificial Intelligence techniques.
Tech Challenge
A key challenge of the solution was to give interactive and real time reports of the malfunction.
Another challenge of the solution was to map the solar panel to its correct position according to the map.
The solution also required binary segmentation of panels through video processing.
Solution
The solution is capable enough to track and segment the data using advanced video analytics.
It can easily process and optimize the data with map coordinates using Big Data technologies and TensorRT.
With use of computer vision, the solution is capable to give timely detection of any defect in the solar panels.