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  • 張真真:啟發式算法介紹及前沿研究

    數據魔術師運籌優化及人工智能系列講座第9期。報告簡介:啟發式算法具有廣泛的實際應用,但隨著物流業的高速發展也面臨新的挑戰。本次報告將首先介紹啟發式算法的基本思想、框架、及優缺點,然后著重討論一些前沿的解表示方法、加速策略、及其相關應用。

    數據魔術師
    運籌優化及人工智能系列講座第9期

    活動信息

    演講主題:啟發式算法介紹及前沿研究
    主 講 人: 張真真 新加坡國立大學助理教授
    主 持 人: 李鋒 華中科技大學管理學院副教授
    活動時間: 2020年10月17日 18:30 – 21:30
    直播平臺:通過數據魔術師粉絲群發布,入群方式見文末
    主辦單位:華中科技大學管理系統工程研究中心
    贊助單位:上??萍浖萍加邢薰?/p>

    報告摘要

    啟發式算法具有廣泛的實際應用,但隨著物流業的高速發展也面臨新的挑戰。本次報告將首先介紹啟發式算法的基本思想、框架、及優缺點,然后著重討論一些前沿的解表示方法、加速策略、及其相關應用。

    主講人簡介

    張真真,新加坡國立大學工業工程系助理教授(Research Track)。分別于2009年與2012年在廈門大學計算機系獲得學士與碩士學位,2016年在香港城市大學管理科學系獲得博士學位。主要研究方向為智能決策、魯棒優化、及其在路徑規劃等物流問題中的應用。在Operations Research,Transportation Science, Transportation Research Part-B: Methodological等國際知名期刊發文十余篇。

    張真真:啟發式算法介紹及前沿研究
    張真真教授

    Zhenzhen ZHANG
    Department of Industrial Systems Engineering and Management (ISEM), National University of Singapore,
    isezz@nus.edu.sg ● (+65) 8308 0164 ●

    EDUCATION
    City University of Hong Kong, Hong Kong
    ■ Doctor of Philosophy (Ph.D.) in Management Sciences 2016
    ● Dissertation: Vehicle Routing Problems with Rich Side Constraints
    ● Advisors: Prof. Andrew LIM and Prof. Guangwu LIU
    ● Research areas: Applied optimization, Mixed integer programming, Multi-objective optimization.

    Xiamen University, Xiamen, Fujian, China
    ■ Master of Engineering in Computer Science 2012
    ● Advisor: Prof. Defu ZHANG
    ● Research areas: Large-scale optimization, Meta-heuristics
    ■ Bachelor of Engineering in Computer Science 2009

    JOURNAL PUBLICATIONS

    [16] Y. Zhang, Z. Zhang, A. Lim, M. Sim. Robust Data-Driven Vehicle Routing with Time Windows. Accepted by Operations Research, Apr 2020.
    [15] Z. Zhang, Z. Luo, R. Baldacci, A. Lim. A Benders decomposition approach for the multi-vehicle production routing problem with order-up-to-level policy. Published online at Transportation Science, Aug 2020.
    [14] Z. Zhang, Z. Luo, H. Qin, A. Lim. Exact algorithms for the vehicle routing problem with time windows and Combinatorial auction. Transportation Science, 53(2), 427–441, 2019.
    [13] A. Lim, Z. Zhang, H. Qin. Pickup and delivery service with manpower planning in Hong Kong public hospitals. Transportation Science, 51(2), 688–705, 2017.
    [12] Q. Hu, Z. Zhang, A. Lim. Transportation service procurement problem with transit time. Transportation Research Part B: Methodological, 86, 19–36, 2016.
    [11] Z. Zhang, L. Wei, A. Lim. An evolutionary local search for the capacitated vehicle routing problem minimizing fuel consumption under three-dimensional loading constraints. Transportation Research Part B: Methodological, 82, 20–35, 2015.
    [10] Z. Zhang, M. Liu, A. Lim. A memetic algorithm for patient transportation problem. Omega, 54, 60–71, 2015.
    [9] B. Pan, Z. Zhang, A. Lim. Multi-trip Time-dependent Vehicle Routing Problem with Time Windows. Accepted by European Journal of Operational Research, Sep 2020.
    [8] L. Wei, Z. Zhang, D. Zhang, S.C.H. Leung. A simulated annealing algorithm for the capacitated vehicle routing problem with two-dimensional loading constraints. European Journal of Operational Research, 265(3), 843–859, 2018.
    [7] L. Wei, Z. Zhang, D. Zhang, A. Lim. A variable neighborhood search for the capacitated vehicle routing problem with two-dimensional loading constraints. European Journal of Operational Research, 243(3), 798–814, 2015.
    [6] S.C.H. Leung, Z. Zhang, D. Zhang, X. Hua, M.K. Lim. A meta-heuristic algorithm for heterogeneous fleet vehicle routing problems with two-dimensional loading constraints. European Journal of Operational Research, 225(2), 199–210, 2013.
    [5] L. Wei, Z. Zhang, A. Lim. An adaptive variable neighborhood search for heterogeneous fleet vehicle routing problem with three-dimensional loading constraints. IEEE Computational Intelligence Magazine, 9(4), 18–30, 2014.
    [4] Z. Zhang, B. Cheang, C. Li, A. Lim. Multi-commodity Demand Fulfilment via Simultaneous Pickup and Delivery for a Fast Fashion Retailer. Computers & Operations Research, 103, 81–96, 2019.
    [3] B. Cheang, C. Li, A. Lim, Z. Zhang. Identifying patterns and structural influences in the scientific communication of business. Scientometrics, 103(1), 159–189, 2015.
    [2] P.C. Chang, W.H. Huang, Z. Zhang. A puzzle-based genetic algorithm with block mining and recombination heuristic for the traveling salesman problem. Journal of Computer Science and Technology, 27(5), 937–949, 2012.
    [1] W.H. Huang, P.C. Chang, M.H. Lim, Z. Zhang. Memes co-evolution strategies for fast convergence in solving single machine scheduling problems. International Journal of Production Research, 50(24), 7357–7377, 2012.

    PROFESSIONAL SERVICES REVIEWER
    ● Operations Research
    ● INFORMS Journal on Optimization
    ● Manufacturing & Service Operations Management
    ● European Journal of Operational Research (Outstanding Reviewer)
    ● Transportation Research Part B: Methodological (Outstanding Reviewer)
    ● Transportation Research Part E: Logistics and Transportation Review (Outstanding Reviewer)
    ● IISE Transactions
    ● Annals of Operations Research
    ● International Journal of Production Research
    ● International Journal of Production Economics
    ● IEEE Transactions on Evolutionary Computation
    ● IEEE Transactions on Intelligent Transportation Systems

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    張真真:啟發式算法介紹及前沿研究
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    網址引用: 數據魔術師. 張真真:啟發式算法介紹及前沿研究. 思謀網. http://www.ahznzs.com/view/5515.
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