Zhihao Liang

Title: Zhihao Liang: Innovator in SQL Statement Construction and Skin Treatment Technology

Introduction

Zhihao Liang is a notable inventor based in Guangdong, China. He has made significant contributions to the fields of technology and healthcare through his innovative inventions. With a total of three patents to his name, Liang's work showcases his expertise and creativity in solving complex problems.

Latest Patents

One of Zhihao Liang's latest patents is a "Method for constructing SQL statement based on actor-critic network." This invention discloses a method and a device for constructing a SQL statement based on reinforcement learning. The method includes initializing an actor-critic network parameter, acquiring a sequence pair of natural language and real SQL statement from a data set, and inputting a natural language sequence into an actor network encoder. It also involves using an encoded hidden state as an initialized hidden state of a corresponding decoder and gradually predicting a SQL statement action through an actor network decoder. The process continues with inputting the SQL statement action to a critic network decoder and an environment to obtain a corresponding reward. Finally, a gradient descent algorithm is used to update the network parameters, resulting in a constructing model of the natural language to the SQL statement after repeated iteration training.

Another notable invention by Liang is a "Roller head for a skin treatment device." This invention aims to enhance skin treatment procedures, although specific details about its functionality are not provided.

Career Highlights

Zhihao Liang has worked with reputable organizations, including Reckitt Benckiser Limited and Guangdong University of Technology. His experience in these institutions has contributed to his development as an inventor and innovator.

Collaborations

Throughout his career, Liang has collaborated with professionals such as Martin Butler and Cheung Tsang. These collaborations have likely enriched his work and expanded his innovative capabilities.

Conclusion

Zhihao Liang is a distinguished inventor whose contributions to technology and healthcare are noteworthy. His patents reflect his innovative spirit and dedication to advancing these fields. His work continues to inspire future innovations and improvements in various applications.