代表性研究成果
个人成果:
[1]Zhang J., Wang Q., Jin S.M., Ren J.Z., Mario Eden., Shen W.F.*, An Accurate and Interpretable Deep Learning Model for Environmental Properties Prediction Using Hybrid Molecular Representations.AIChE J., 2022, 68(6): e17634.
[2]Zhang J., Wang Q., Shen W.F.*, Message-passing Neural Network based Multi-task Deep-learning Framework for COSMO-SAC basedσ-profile andVCOSMOPrediction.Chem. Eng. Sci., 2022, 254: 117624.
[3]Zhang J., Wang Q.*, Mario Eden, Shen W.F.*, A Deep Learning-based Framework Towards Inverse Green Solvent Design for Extractive Distillation with Multi-index Constraints.Comput. Chem. Eng., 2023, 177: 108335.
[4]Zhang J., Wang Q.*, Lei Y., Shen W.F.*, An Interpretable 3D Multi-hierarchical Representation-based Deep Neural Network for Environmental, Health and Safety Properties Prediction of Organic Solvents.Green Chem., 2024,26, 4181-4191.
[5]Zhang J., Wang Q.*, Wen H.Q., Gerbaud V., Jin S.M., Shen W.F.*, Multi-objective Optimization Strategy for Green Solvent Design via Deep Generative Model Learned from Pre-set Molecule Pairs.Green Chem., 2024, 26: 412-427.
[6]Zhang J., Dai P., Zong Y.K., Yang A.*, Shen W.F., Wang Q.*, Message passing neural network-based contribution analysis towards CO2solubility prediction in ionic liquids.Sep. Purif. Technol., 2025, 364, 132361.
[7] Wang Q., Dai P., Yang A.*, Shen W.F.,Zhang J.*, Deep Learning-driven Green Solvent Design and Process Intensification Towards Isopropyl Alcohol-water Azeotrope System.Sep. Purif. Technol., 2025, 360, 131103.
[8] He Y.J., Deng W., Zou C.J., Fan T.Y., Lan Q.K., He Y., Wang M., Zong Y.K.,Zhang J.*, Yang A.*, The Importance of Process Simulation to Aid Molecular Screening of Ionic Liquid for Acidic Gas Removal in Natural Gas.Sep. Purif. Technol., 2025, 360, 130948.
专利:
[1]申威峰;张俊;汪勤;陈勇;苏桂伦;李振;常乘林.一种基于多层级可解释性表征的最优分子子结构选取方法,专利号: ZL 202311705332.5. (发明专利)
[2]杨思宇,张俊,钱宇.一种以油页岩干馏气制氢提质的集成炼制系统.专利号: CN201420282425.1 (实用新型专利授权)
[3]Zheng X.S., Zheng Y.S.,Zhang J.,Lai Y.M., Xie L.Y., Pipeline transportation method of coal.美国专利,专利号:US 10,144,597 B2(美国发明专利授权)
指导学生获奖:
[1] 2024年指导学生获得“华润燃气杯”第十一届大学生化工安全设计大赛“全国一等奖”(全国“银奖”)。
[2] 2024年指导学生获得第十四届重庆市大学生化工设计竞赛“二等奖”。
[3] 2025年指导学生获得第十九届“挑战杯”全国大学生课外学术科技作品竞赛重庆科技大学选拔赛“优秀奖”。