Patents by Inventor Mingjun Han

Mingjun Han has filed for patents to protect the following inventions. This listing includes patent applications that are pending as well as patents that have already been granted by the United States Patent and Trademark Office (USPTO).

  • Publication number: 20250166741
    Abstract: A machine learning (ML)-accelerated first-principles prediction method for a hydration structure of an acid radical anion is provided. The prediction method includes the following steps: S1: constructing and optimizing an anion hydration structure M_mH2O; S2: perturbing the optimized anion hydration structure to generate a training dataset; S3: conducting a ML force field training on the training dataset to establish ML models; S4: conducting a molecular dynamics simulation on the ML models, and identifying atomic structures with a force deviation within a preset range as candidate configurations; S5: merging a validated candidate configuration into a training set for a subsequent iteration to further refine and train the ML model until the model converges, thereby generating an accurate deep potential (DP) model; and S6: conducting a ML-accelerated deep potential molecular dynamics simulation on the DP model to ultimately acquire the hydration structure of the acid radical anion.
    Type: Application
    Filed: September 9, 2024
    Publication date: May 22, 2025
    Applicant: Central South University
    Inventors: Chenyang ZHANG, Mingjun HAN, Dong FAN, Wei SUN, Jie LI, Yong PEI, Guixiang ZENG, Shangyong LIN, Hongliang ZHANG, Rong WANG
  • Patent number: 12221366
    Abstract: A method for recycling a copper-containing wastewater from a micro-etching is provided, including: modifying a FeS material with a monomer including both carboxyl and sulfhydryl, a crosslinking agent, and a stabilizing and dispersing agent to obtain a FeS-based pH-responsive material CMC-FeS@HS #SiO2 #COOH, adding the FeS-based pH-responsive material to weakly-acidic copper-containing wastewater from the micro-etching to allow a reaction, and conducting processes such as sulfide precipitation, exchange, adsorption complexation, and flocculation precipitation to finally obtain a precipitate with CuS as a main component. This method makes full use of the pH responsiveness and abundant surface active sites of the FeS-based pH-responsive material, and can control a recovery rate of copper ions in the wastewater at 99.8% or more merely by adjusting a pH value of the copper-containing wastewater from the micro-etching.
    Type: Grant
    Filed: August 14, 2024
    Date of Patent: February 11, 2025
    Assignee: CENTRAL SOUTH UNIVERSITY
    Inventors: Chenyang Zhang, Mingjun Han, Wei Sun, Jie Li, Wenjihao Hu, Heng Yu, Rong Wang, Siyuan Liu, Xiangsong Meng, Pan Chen