Jiaxing Yang

Title: Jiaxing Yang and UAV-Based Reservoir Water-Bloom Monitoring.

Introduction

Jiaxing Yang is an inventor based in Kunming, China, whose patent work addresses rapid monitoring of water blooms in reservoir areas. His invention applies unmanned aerial vehicle (UAV) swarm coordination and federated learning to improve how monitoring data and model updates are handled.

Latest Patents

Yang is associated with 1 patent: “Reservoir Area Water Bloom Rapid Monitoring Method and Device Based on Unmanned Aerial Vehicle Swarm Coordination.” The invention uses local update quantification to reduce communication between UAVs and a central server while maintaining the accuracy of the monitoring model. It defines a loss-function queue for each UAV and uses the relationship between historical and current loss functions to quantify model updates. The approach is designed to address the difficulty of uploading large volumes of images, high communication demands, and slow model convergence caused by frequent communication.

Career Highlights

Yang is associated with Huaneng Lancang River Hydropower Inc. His patent reflects an application of coordinated UAVs and federated learning to reservoir monitoring, with a focus on communication efficiency.

Collaborations

The provided information lists Zuobin Yang and Wei Zeng as Yang’s coworkers. Their specific roles in the patent or related work are not specified.

Conclusion

Jiaxing Yang’s patent combines UAV swarm coordination with communication-efficient federated learning to support rapid water-bloom monitoring in reservoir areas.