个人履历
张磊,大连理工大学化工系统工程研究所副教授,硕士生导师。主要从事化工产品—过程设计相关研究工作。目前,发表与化工产品设计、过程设计与优化等相关的学术论文总计51篇(SCI、EI、CPCI收录),总计被引用298次(Google学术数据)。获得2017年Computers & Chemical Engineering Best Paper Award。入选大连理工大学第五批“星海骨干”计划。
2009.9~2014.7期间师从清华大学陈丙珍院士进行了博士论文工作,从事基于自由基机理模型的乙烯裂解炉裂解过程模拟与优化的研究。该项目相关工作获得国家科技进步二等奖。在读博士期间,本人于卡内基梅隆大学I. E. Grossmann教授研究组访学,利用两层优化模型对竞争行为进行建模与求解,为Air Products的研发工作提供了技术指导。
2014.9~2015.12期间,本人于丹麦技术大学R. Gani教授研究组进行博士后研究,课题为计算机辅助产品与过程设计,作为项目主要参与者,对产品设计进行了深入的研究。在此工作中,以第一作者受邀在权威杂志Annual Review of Chemical and Biomolecular Engineering发表了综述论文“产品与过程设计的历史、方法与展望”。在期刊Computers & Chemical Engineering以第一作者发表有关利用高阶基团贡献法建立新产品—过程设计优化模型的论文。
2016.1~2017.2,本人于香港科技大学吴嘉名教授课题组进行博士后研究,课题为多尺度产品设计。在化工产品设计中,考虑包括配方选择、微观结构、过程设计、政策及经济等模型,提出了针对多种类型配方产品设计通用框架。于期刊Computers & Chemical Engineering发表2篇文章,并受邀在Reviews in Chemical Engineering发表综述文章。
2017.3~至今,本人于大连理工大学化工系统工程研究所担任副教授,进行化工产品—过程设计研究。本研究团队目前针对制药过程中反应及结晶溶剂机理模型与溶剂设计、基于分子动力学的聚合物产品设计、基于机器学习的产品设计方法、以及产品—过程设计模型开展研究工作。
教育科研经历
2005.9~2009.7 清华大学化学工程系 本科
2009.9~2014.7 清华大学化学工程系 博士(导师:陈丙珍 院士 [link])
2013.8~2014.2 卡内基梅隆大学化工系 访问学者(导师:Prof. Ignacio E. Grossmann [link])
2014.9~2015.12 丹麦技术大学化工系 博士后(导师:Prof. Rafiqul Gani [link])
2016.1~2017.2 香港科技大学化工系 博士后(导师:吴嘉名 教授 [link])
2017.3~至今 大连理工大学化工学院 副教授
研究方向
化工过程与产品设计
化工过程优化
多尺度模型建模与求解
能量系统优化
研究成果
发表论文
2019:
[51] Zhang, S., Zhuang, Y., Liu, L.*, Zhang, L., Du, J. Risk management optimization framework for the optimal development of carbon capture and storage system under uncertainty. Renewable and Sustainable Energy Reviews, 2019, 113, 109280. (SCI) [link]
[50] Liu, L., Bai, Y., Zhang, L., Gu, S., Du, J.* Synthesis of flexible heat exchanger networks considering gradually accumulated deposit and cleaning management. Industrial & Engineering Chemistry Research, 2019, 58(27), 12124-12136. (SCI, Supplementary Cover) [link]
[49] Li, W., Zhuang, Y., Zhang, L., Liu, L., Du, J.* Economic evaluation and environmental assessment of shale gas dehydration process. Journal of Cleaner Production, 2019, 232, 487-498. (SCI) [link]
[48] Zhang, X., Zhang, L., Fung, K. Y., Ng, K. M.* Product Design: Incorporating Make-or-buy Analysis and Supplier Selection. Chemical Engineering Science, 2019, 202, 357-372. (SCI) [link]
[47] 杨蕊, 庄钰, 刘琳琳, 张磊, 都健*. 功热交换网络综合的研究进展, 化工进展, 2019, 38(6), 2550-2557. (EI) [link]
[46] Liu, Q., Zhang, L.*, Liu, L., Du, J., Meng, Q., Gani, R. Computer-aided reaction solvent design based on transition state theory and COSMO-SAC. Chemical Engineering Science, 2019, 202, 300-317. (SCI) [link]
[45] Zhuang, Y., Liu, L., Zhang, L., Du, J.*, Shen, S. An Extended Superstructure Modeling Method for Simultaneous Synthesis of Direct Work Exchanger Networks. Chemical Engineering Research and Design, 2019, 144, 258-271. (SCI) [link]
[44] 刘奇磊, 冯锟, 刘琳琳, 都健, 孟庆伟, 张磊*. 基于Dragon描述符与改进的决策树-遗传算法的反应溶剂设计方法. 化工学报, 2019, 70(2), 535-540. (EI) [link]
[43] 梁馨元, 张磊*, 刘琳琳, 都健. 基于分子动力学的橡胶聚合物计算机辅助设计方法. 化工学报, 2019, 70(2), 525-532. (EI) [link]
[42] 王少靖, 刘琳琳, 张磊, 都健*, 吴恺艺. 集成NGL回收的新型天然气液化系统(AP-XTM)的概念设计与分析. 化工学报, 2019, 70(2), 508-515. (EI) [link]
[41] 吴长昊, 刘琳琳*, 张磊, 都健. 采用两种中间介质的工业园区厂际余热集成. 化工学报, 2019, 70(2), 431-439. (EI, 封面文章) [link]
[40] 郭孝正, 刘琳琳*, 张磊, 都健. 基于截断器半连续操作的间歇过程性质集成. 化工学报, 2019, 70(2), 516-524. (EI) [link]
[39] Li, W., Zhuang, Y., Liu, L., Zhang, L., Du, J.* Economic Evaluation and Environmental Assessment of Shale Gas Sweetening Process, Chemical Engineering & Technology, 2019, 42(4), 753-760. (SCI) [link]
[38] Gu, S., Liu, L., Zhang, L., Bai, Y., Du, J.* Optimization-based Framework for Designing Dynamic Flexible Heat Exchanger Networks, Industrial & Engineering Chemistry Research, 2019, 58(15), 6026-6041. (SCI, Supplementary Cover) [link]
[37] Liu, Q. Zhang, L.*, Liu, L., Du, J., Tula, A. K., Eden, M., Gani, R. OptCAMD: An Optimization-Based Framework and Tool for Molecular and Mixture Product Design, Computers & Chemical Engineering, 2019, 124, 285-301. (SCI) [link]
2018:
[36] Zhang, S., Liu, L.*, Zhang, L., Zhuang, Y., Du, J.* (2018). An optimization model for carbon capture utilization and storage supply chain: A case study in Northeastern China, Applied Energy, 231, 194-206. (SCI) [link]
[35] Li, W., Liu, L., Zhang, L., Meng, Q., Du, J.* (2018). Optimization of Shale Gas Sweeting Process Coupling with Claus Process Based on Energy Synthesis, Chemical Engineering Transactions, 70, 1027-1032. (EI) [link]
[34] San, H., Meng, Q., Liu, L., Zhang, L., Du, J.* (2018). Creative Optimization and Industrial Research of Freeze Drying Process of the Cardiomyopeptidin for Injection, Chemical Engineering Transactions, 70, 1201-1206. (EI) [link]
[33] Zhang, S., Liu, L., Zhang, L., Meng, Q., Du, J.* (2018). Optimal Planning for Regional Carbon Capture and Storage Systems under Uncertainty, Chemical Engineering Transactions, 70, 1207-1212. (EI) [link]
[32] Liu, Q., Zhang, L.*, Liu, L., Du, J., Liang, X., Mao, H., Meng, Q. (2018). GC-COSMO based Reaction Solvent Design with New Kinetic Model using CAMD. In Computer Aided Chemical Engineering (Vol. 44, pp. 235-240). Elsevier. (CPCI) [link]
[31] Kalakul, S., Zhang, L., Choudhury H., Elbashir, N. O., Eden M.*, Gani, R. (2018). ProCAPD – A Computer-Aided Model-Based Tool for Chemical Product Design and Analysis. In Computer Aided Chemical Engineering (Vol. 44, pp. 469-474). Elsevier. (CPCI) [link]
[30] Zhuang, Y., Zhang, L., Liu, L., Meng, Q., Du, J.* (2018). Simultaneous Synthesis of WHEN Based on Superstructure Modelling Considering Thermodynamic and Economic Factors. In Computer Aided Chemical Engineering (Vol. 44, pp. 1033-1038). Elsevier. (CPCI) [link]
[29] Liu, L., Sheng, Y., Zhang, L., Du, J.*, Meng, Q. (2018). Water networks synthesis for industrial parks respecting to unpredictable scenarios. In Computer Aided Chemical Engineering (Vol. 44, pp. 1021-1026). Elsevier. (CPCI) [link]
[28] Gu, S., Liu, L., Zhang, L., Bai, Y., Wang, S., Du, J.* (2018). Heat exchanger networks synthesis integrated with flexibility and controllability, Chinese Journal of Chemical Engineering, doi: 10.1016/j.cjche.2018.07.017. (SCI) [link]
[27] Zhang, X., Zhang, L., Fung, K. Y., Rangaiah, G. P., Ng, K. M.* (2018). Product Design: Impact of Government Policy and Consumer Preference on Company Profit and Corporate Social Responsibility, Computers & Chemical Engineering, 118, 118-131. (SCI) [link]
[26] Zhang, L.*, Kalakul, S., Liu, L., Elbashir, N. O., Du, J., & Gani, R. (2018). A Computer-Aided Methodology for Mixture-Blend Design. Applications to Tailor-Made Design of Surrogate Fuels, Industrial & Engineering Chemistry Research, 57 (20), pp 7008–7020. (SCI) [link]
[25] Zhang, L.*, Mao, H., Liu, L., Du, J., & Gani, R. (2018). A machine learning based computer-aided molecular design/screening methodology for fragrance molecules, Computers & Chemical Engineering, 115, 295-308. (SCI) [link]
[24] Kalakul, S., Zhang, L., Fang, Z., Choudhury, H. A., Intikhab, S., Elbashir, N., Eden, M. R., & Gani, R.* (2018). Computer aided chemical product design - ProCAPD and tailor-made blended products, Computers & Chemical Engineering, 116, 37-55. (SCI) [link]
[23] Zhang, L., Fung, K. Y., Wibowo, C., & Gani, R.* (2018). Advances in Chemical Product Design. Reviews in Chemical Engineering, 34(3), 319-340 (SCI) [link]
[22] Liu, L., Song, H., Zhang, L., & Du, J.* (2018). Heat-integrated water allocation network synthesis for industrial parks with sequential and simultaneous design. Computers & Chemical Engineering, 108, 408-424. (SCI, Most downloaded article) [link]
[21] 李伟达, 刘琳琳, 张磊, 王少靖, 都健.* (2018). 基于灵敏度分析的页岩气净化流程的模拟与优化,化工学报, 69(3), 1008-1013. (EI, 第十六届中国化工学会信息技术应用专业委员会年会优秀论文) [link]
[20] 张磊*, 刘琳琳, 都健. (2018). 替代燃油的计算机辅助设计方法, 化工进展, 37(6), 2437-2443. (EI) [link]
2017:
[19] Zhuang, Y., Liu, L., Zhang, L., & Du, J.* (2017). Synthesis of indirect work exchange networks considering both isothermal and adiabatic process together with exergy analysis. Chinese Journal of Chemical Engineering, 26(8), 1644-1652. (SCI) [link]
[18] Zhang, L.*, Fung, K. Y., Zhang, X., Fung, H. K., & Ng, K. M. (2017). An integrated framework for designing formulated products. Computers & Chemical Engineering, 107, 61-76. (SCI, 2017 Best Paper Award) [link]
[17] Zhuang, Y., Liu, L., Zhang, L., & Du, J.* (2017). Direct work exchanger network synthesis of isothermal process based on improved transshipment model. Journal of the Taiwan Institute of Chemical Engineers, 81, 295-304. (SCI) [link]
[16] Zhuang, Y., Liu, L., Zhang, L., & Du, J.* (2017). Upgraded Graphical Method for the Synthesis of Direct Work Exchanger Networks. Industrial & Engineering Chemistry Research, 56(48), 14304-14315. (SCI) [link]
[15] Bertran, M. O., Frauzem, R., Sanchez-Arcilla, A. S., Zhang, L., Woodley, J. M., & Gani, R.* (2017). A generic methodology for processing route synthesis and design based on superstructure optimization. Computers & Chemical Engineering, 106, 892-910. (SCI) [link]
2016:
[14] Gani, R.*, Zhang, L., Kalakul, S., & Cignitti, S. (2016). Chapter 6 - Computer-Aided Molecular Design and Property Prediction. In Computer Aided Chemical Engineering (Vol. 39, pp. 153-196). Elsevier. (CPCI) [link]
[13] Fung, K. Y., Ng, K. M.*, Zhang, L., & Gani, R. (2016). A grand model for chemical product design. Computers & Chemical Engineering, 91, 15-27. (SCI) [link]
[12] Zhang, L., Babi, D. K., & Gani, R.* (2016). New vistas in chemical product and process design. Annual review of chemical and biomolecular engineering, 7, 557-582. (SCI) [link]
[11] Garcia-Herreros, P., Zhang, L., Misra, P., Arslan, E., Mehta, S., & Grossmann, I. E.* (2016). Mixed-integer bilevel optimization for capacity planning with rational markets. Computers & Chemical Engineering, 86, 33-47. (SCI) [link]
[10] Kalakul, S., Cignitti, S., Zhang, L., & Gani, R.* (2016). Chapter 3 - VPPD-Lab: the chemical product simulator. In Computer Aided Chemical Engineering (Vol. 39, pp. 61-94). Elsevier. (CPCI) [link]
[9] Kalakul, S., Cignitti, S., Zhang, L., & Gani, R.* (2016). Integrated computer-aided framework for sustainable chemical product design and evaluation. In Computer Aided Chemical Engineering (Vol. 38, pp. 2343-2348). Elsevier. (CPCI) [link]
[8] Bertran, M. O., Frauzem, R., Zhang, L., & Gani, R.* (2016). A generic methodology for superstructure optimization of different processing networks. In Computer Aided Chemical Engineering (Vol. 38, pp. 685-690). Elsevier. (CPCI) [link]
Before 2016:
[7] Zhang, L., Cignitti, S., & Gani, R.* (2015). Generic mathematical programming formulation and solution for computer-aided molecular design. Computers & Chemical Engineering, 78, 79-84. (SCI) [link]
[6] Cignitti, S., Zhang, L., & Gani, R.* (2015). Computer-aided framework for design of pure, mixed and blended products. In Computer Aided Chemical Engineering (Vol. 37, pp. 2093-2098). Elsevier. (CPCI) [link]
[5] Zhang, L., Wang, H., Qiu, T., & Chen, B.* (2015). Simulation and Optimization of Multi-period Steam Cracking Process. In Advances in Petrochemicals. InTech. [link]
[4] Zhang, L., & Chen, B.* (2012). Applications of Shannon's entropy theory to naphtha pyrolysis simulation. Chemical Engineering & Technology, 35(2), 281-286. (SCI) [link]
[3] Zhang, L., Chen, B.*, & Qiu, T. (2012). A multi-scale model of naphtha pyrolysis process. In Computer Aided Chemical Engineering (Vol. 31, pp. 120-124). Elsevier. (CPCI) [link]
[2] 彭辉, 张磊, 邱彤*, 陈丙珍. (2011). 乙烯裂解原料等效分子组成的预测方法. 化工学报, 62(12), 3447-3451. (EI) [link]
[1] 张磊, 陈丙珍*, 邱彤. (2011). 基于PCA的反应网络简化策略. 化工学报, 62(1), 137-141. (EI) [link]