Liang Shi

Title: Liang Shi and UAV-Based Reservoir Water-Bloom Monitoring.

Introduction

Liang Shi is an inventor associated with Kunming, China, and Huaneng Lancang River Hydropower Inc. His patent work addresses rapid monitoring of water blooms in reservoir areas using coordinated unmanned aerial vehicles (UAVs).

Latest Patents

Shi is listed as an inventor on 1 patent: “Reservoir Area Water Bloom Rapid Monitoring Method and Device Based on Unmanned Aerial Vehicle Swarm Coordination.” The invention describes a monitoring method and device that use 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 intended to ease the transfer of large volumes of UAV-collected images, reduce communication demands, and improve model convergence by limiting frequent communication.

Career Highlights

The available information connects Shi’s patent activity with Huaneng Lancang River Hydropower Inc. His listed invention applies coordinated UAVs and federated learning techniques to reservoir water-bloom monitoring.

Collaborations

Zuobin Yang and Wei Zeng are identified as Shi’s coworkers. They are also associated with the patent’s collaborative technical context.

Conclusion

Liang Shi’s listed patent combines UAV coordination and communication-efficient model updates to support faster water-bloom monitoring in reservoir areas.