Title: Muhua Liu - Innovator in Traditional Chinese Medicine and Production Scheduling
Introduction
Muhua Liu is an inventor based in Beijing, China. He is currently associated with Technologies' Xanadu of Resonatory-Solar-Systemed Co., Ltd. Although he has not yet been granted any patents, his work focuses on innovative methods in traditional Chinese medicine and production task scheduling.
Latest Patent Applications
Muhua Liu has contributed to several notable patent applications. One of his latest applications is titled "Knowledge Graph-Based Method for Recommending Traditional Chinese Medicine Prescriptions." This method integrates a knowledge graph embedding model, a multi-head attention mechanism, and graph convolutions to recommend TCM prescriptions based on patient conditions. It draws from the clinical experience of renowned TCM experts and considers various individual factors such as medicinal properties, efficacy, medical conditions, and patient constitutions.
Another significant application is the "Production Task Scheduling Method, System and Device for Flexible Assembly Job Shop." This method involves compiling production processing data in a double-layer integer coding manner to optimize scheduling in a flexible assembly job shop. It utilizes a simulated annealing algorithm and a three-stage heuristic optimization algorithm to determine the best scheduling scheme.
Conclusion
Muhua Liu is making strides in the fields of traditional Chinese medicine and production scheduling through his innovative approaches. His contributions, although not yet patented, showcase his potential to impact these areas significantly.