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张德富 教授、博士生导师

华中科技大学 博士

研究方向:大数据 计算智能 数据挖掘 组合优化 算法设计与分析

所属部门:计算机科学系

电子邮件:dfzhang (AT) xmu.edu.cn

个人主页:http://algorithm.xmu.edu.cn/zdf.html

个人简历:

主讲课程: 

算法设计与分析(本科生课程)

数据挖掘技术(过去)(研究生课程)

高性能算法(研究生学位课)(研究生课程)

近似计算(博士生课程)

指导研究生: 

2006级 研究生:彭煜(香港大学-> RocketFuel Retargeting Company->DataBricks(美国),陈竞驰(香港大学-> RocketFuel Retargeting Company->Google),刘永凯(Teradata->淘宝),蓝祺花(仰恩大学教书)

2007级 研究生:郑捷敏(网宿科技),周细岳(广州万联证券)

2008级 研究生:吴博(建设银行厦门研发中心),林阳斌(Google->厦门大学读博->集美大学),华娴 (华为海外IT部)

2009级 研究生:张真真(香港科技大学->新加坡国立大学),项光特(百度)

2011级 研究生:洪诗保(新加坡),蔡淇森(阿里巴巴->腾讯->美图),洪绍辉(创业)

2012级 研究生:林阿弟(->悉尼科技大学读博),万珊红(银行),尤镇(阿里巴巴高德地图)

2013级 研究生:吴鸿腾(美团),陈佳晶(百度),陈晓锋(美团)

2014级 研究生:叶馥榕,黄粲,张羽中,邓大博

2015级 研究生:车玉馨,马英东,王嘉廉,宋博文

学术兼职: 

中国计算机学会计算机理论专委会委员, 2008-

厦门市计算机学会理事, 2008-

在研项目: 

石材自动切割系统研发,2016-

农餐对接大数据平台,2016-

易联众信用大数据项目,2015-

基于Spark的并行Metaheuristic算法研究,面上项目,2017-2020

代表性论文: 

Hongteng Wu, Stephen C.H. Leung, Yain-whar Si, Defu Zhang, Adi Lin,Three-stage heuristic algorithm for three-dimensional irregular packing problem,Applied Mathematical Modelling,41(2017) 431–444

Can Huang, Defu Zhang, Yain-Whar Si, Stephen C. H. Leung. Tabu search for the real-world carpooling problem. Journal of Combinatorial Optimization, 2016, 32(2):492-512.

Furong Ye, Liming Zhang, Defu Zhang, Hamido Fujita, Zhiguo Gong. A novel forecasting method based on multi-order fuzzy time series and technical analysis. Information Sciences, 2016, 367–368: 41-57.

Defu Zhang, Leyuan Shi, Stephen C.H. Leung, Tao Wu. A priority heuristic for the guillotine rectangular packing problem, Information Processing Letters, 2016,116(1):15-21.

Bili Chen, Yangbin Lin,Wenhua Zeng,Defu Zhang,Yain-Whar Si. Modified differential evolution algorithm using a new diversity maintenance strategy for multi-objective optimization problems. Applied Intelligence. 2015, 43(1):49-73.

Lijun Wei, Zhenzhen Zhang, Defu Zhang, Andrew 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)

Zhen You,Yain-Whar Si,Defu Zhang,XiangXiang Zeng, Stephen C.H. Leung, Tao Li. A Decision-Making Framework for Precision Marketing. Expert Systems With Applications 42(7) (2015) 3357-3367.

Qisen Cai, Defu Zhang, Wei Zheng, Stephen C.H. Leung. A new fuzzy time series forecasting model combined with ant colony optimization and auto-regression. Knowledge-Based Systems. 74(1) (2015) 61-68.

Hong S, *Zhang D, LAU H, Zeng X, Si Y, 2014. A hybrid heuristic algorithm for the 2D variable-sized bin packing problem, European Journal of Operational Research, 238(1): 95-103.

Leung S, Zhang Z, *Zhang D. Hua X, Lim M, 2013. A meta-heuristic algorithm for heterogeneous fleet vehicle routing problems with two-dimensional loading constraints, European Journal of Operational Research, 225: 199-210.

*Zhang D. Wei L, Leung S, Chen Q, 2013. A binary search heuristic algorithm based on randomized local search for the rectangular strip packing problem, Informs Journal on Computing, 25 (2): 332-345.

张德富,彭煜,张丽丽.求解三维装箱问题的多层启发式搜索算法.计算机学报12 (2012) 2553-2561

Defu Zhang,et al, A heuristic block-loading algorithm based on multi-layer search for the container loading problem,Computers & Operations Research,39,10,2267–2276(2012)

Leung SCH, Zhang D*, Zhou C, Wu T, A hybrid simulated annealing metaheuristic algorithm for the two-dimensional knapsack packing problem,Computers & Operations Research,39,1,64-73(2012)

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