Hang Li

Title: Innovations of Hang Li in Communication Traffic Prediction

Introduction

Hang Li is an accomplished inventor based in Montreal, Canada. He has made significant contributions to the field of communication technology, holding a total of 9 patents. His work focuses on enhancing the efficiency and accuracy of traffic prediction in communication networks.

Latest Patents

Among his latest patents is a method of communication traffic prediction via continual learning with knowledge distillation. This invention provides a server for predicting future traffic loads of a base station. The server utilizes a first prediction model based on traffic data collected over a specific period and a second prediction model that incorporates knowledge from the first model. Each model consists of an encoder module, a reconstruction module, and a prediction module, which work together to preserve historical traffic data effectively.

Another notable patent is related to load balancing using data-efficient learning. This invention addresses the challenge of training artificial intelligence (AI) algorithms when ground truth data is unavailable. It introduces a policy bank that explores various policies on a target system through shallow probing. The target policy is selected by comparing a good policy from shallow probing with a base target policy, which evolves through learning experiences. This approach allows for rapid learning and robust application to new, unseen systems.

Career Highlights

Hang Li is currently employed at Samsung Electronics Co., Ltd., where he continues to innovate in the field of communication technologies. His work has garnered attention for its practical applications and contributions to the advancement of AI in network management.

Collaborations

He collaborates with talented coworkers, including Xi Chen and Xue Liu, who contribute to his projects and enhance the overall innovation process.

Conclusion

Hang Li's innovative work in communication traffic prediction and AI algorithms demonstrates his commitment to advancing technology in meaningful ways. His contributions are paving the way for more efficient communication systems in the future.