This inventor holds 1 USPTO granted patent. Top assignee: Huazhong University of Science and Technology. Active years: 2024.
Company Filing History:
Years Active: 2024
Title: Chaicheng Jiang: Innovator in Ship Stability Prediction
Introduction
Chaicheng Jiang is a prominent inventor based in Hubei, China. He has made significant contributions to the field of ship stability prediction through his innovative methods and systems. His work focuses on enhancing the safety and reliability of maritime operations.
Latest Patents
Chaicheng Jiang holds a patent for a method and system for ship stability prediction by weighted fusion of radial basis function neural network and random forest based on gradient descent. This patent outlines a comprehensive approach to predicting failure probabilities under various failure modes. The process begins with determining input characteristics through prior knowledge. A mean square error of k-fold cross-validation serves as the performance evaluation criterion for the radial basis function neural network (RBFNN) and the random forest (RF). The network parameters of the RBFNN are then updated, and multiple random sample sets are generated using a bootstrap sampling method. These sets are parallelly trained to create multiple regression trees. A Gini index is utilized as an attribute division index, leading to the prediction results of the random forest. Finally, weight coefficients are introduced for the weighted fusion of the prediction results from both the RBFNN and the RF, with the coefficients obtained through iterative optimization of the gradient descent.
Career Highlights
Chaicheng Jiang is affiliated with Huazhong University of Science and Technology, where he continues to advance his research and innovation in ship stability prediction. His work has garnered attention for its practical applications in improving maritime safety.
Collaborations
Chaicheng Jiang has collaborated with notable colleagues, including Gong Xiang and Shaolong Yang. Their combined expertise contributes to the advancement of research in their field.
Conclusion
Chaicheng Jiang is a key figure in the development of innovative methods for ship stability prediction. His contributions are vital for enhancing safety in maritime operations, showcasing the importance of research and innovation in this critical area.