【个人简介】
在湘潭大学数学系本硕连读，华中科技大学博士毕业，国防科大与东南融通企业博士后。入选2017年厦门“双百计划”领军型创业人才，闽江科学传播学者, 厦门市科技经济促进会高级顾问，中国大数据学术创新百人，公益慈善中国行专家。中华人民共和国成立70周年&2019年中国农产品服务推广最具影响力领军人物。美国威斯康星-madison分校、香港城市大学、澳门大学访问学者。
发表了60多篇sci论文，google h-index=32。承担华为、国家自然科学基金等大数据和人工智能项目10多项。创立我知盘中餐和红树林公益教育平台。多次受邀奔赴国内外机构做学术报告和公益讲座。
【主讲课程】
1. 算法设计与分析, 本科，2003至今
2. acm兴趣班，本科，2004-2008年
3. 高性能算法，研究生，2005-2016年
4. 数据挖掘，研究生，2011-2017年
5. 近似算法，博士生，2011-2016年
6. it创新创业与实践，本科生，2017年至今
【学术兼职】
1. 中国计算机学会通讯委员
2. 中国混合智能专委会委员
3. 福建计算机学会理事
【学生】
1. 2019级 博士生：朱中杭；研究生：阳名钢，杨莉，陈健，周豪
2. 2018级 博士生：陈俊德，zeb；研究生：陈嘉俊，颜颖靖，李梦亭，万雯赟
3. 2017级 博士生：雷振风，洪绍辉，陕振沛；研究生：陈欢（腾讯）、江建烽（亚马逊），李凯（阿里），刘展（中国电信广州研究院），陈梦烦（腾讯），陈梦圆*（杭州滴滴），江莹莹*（厦航），吴江情*（腾讯），吴克强*（字节跳动），郭正寰*（腾讯），方永鸣*（厦航），林威洋*（厦航）
4. 2016级 博士生：彭贺，anwar，bugingo，halefom；研究生：蔡思凡（新加坡国立大学读博），董芮冰（招银网络），刘衡（招银网络），吴茜（国网福建信通公司），谭婷*（腾讯）、李健真*（腾讯），钟舒妍*（aibee），叶涛雨*（哈尔滨工业大学（深圳）理学院研究助理）
5. 2015级 博士生：黄添林，yaser；研究生:车玉馨（新加坡国立大学读博），宋博文（腾讯），朱源*（杭州之江实验室），王嘉廉（厦门美图），林焕新*（厦门美图），马英东（北京滴滴）
6. 2014级 博士生：muheto；研究生:叶馥榕（读博），黄粲（腾讯），张羽中（阿里巴巴），邓大博（招银网络），孟静*（美团）
7. 2013级 研究生:吴鸿腾（美团），陈佳晶（百度），陈晓锋（美团->动感字节）
8. 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-> 美团->动感字节）
9. 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（读博）
10. 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）
11. 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）
12. 2007级 研究生:郑捷敏（网宿科技-> 阿里巴巴），周细岳（广州万联证券）
13. 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->阿里巴巴)，蓝祺花（仰恩大学）
14. 2005级 研究生：魏丽军（香港城市大学博士->广东工业大学教授），陈青山（建设银行厦门研发中心）
15. 2004级 研究生：刘艳娟（北京康宏金融集团），陈胜达（三五互联）
16. 2003级 研究生：熊腾科（加拿大）
【获奖情况】
1. 2019首届中国高校“人工智能 ”大学生创新创业创造大赛特等奖
2. 指导厦门大学我知盘中餐团队获得2018年互联网 大学生创新创业大赛金奖
3. 指导厦门大学研究生团队获得2018年全国研究生移动终端大赛一等奖
4. 指导厦大学生获第七届金程杯2018全国大学生模拟企业家商业竞赛全国总冠军
5. 指导厦门大学研究生团队获得2014年全国spark开发者竞赛冠军
6. 指导厦门大学学生参加acm/icpc竞赛获得3金、8银、1次世界总决赛
【著作】
[1] 2009，算法设计与分析，国防工业出版社出版
[2] 2007，算法设计与分析（高级教程），国防工业出版社出版
【发表论文】
[1] j chen, d zhang, y nanehkarana, d li. detection of rice plant diseases based on deep transfer learning. journal of the science of food and agriculture. 2020, 100(7):3246-3256.
[2] j chen, j chen, d zhang, y sun, y a nanehkaran. using deep transfer learning for image-based plant disease identification. computers and electronics in agriculture, 2020, 173: 105393.
[3] z lei, y sun, ya nanehkaran, s yang, ms islam, h lei, d zhang.a novel data-driven robust framework based on machine learning and knowledge graph for disease classification. future generation computer systems 2020,102, 534-548
[4] ht weldegebriel, h liu, au haq, e bugingo, d zhang.a new hybrid convolutional neural network and extreme gradient boosting classifier for recognizing handwritten ethiopian characters. 2020, ieee access
[5] t wu, f xiao, c zhang, d zhang, z liang. regression and extrapolation guided optimization for production–distribution with ship–buy–exchange options. transportation research part e: logistics and transportation review, 2019, 129, 15-37
[6] h peng, x zeng, y zhou, d zhang, r nussinov, f cheng. a component overlapping attribute clustering (coac) algorithm for single-cell rna sequencing data analysis and potential pathobiological implications. plos computational biology 15 (2), e1006772
[7] au haq, d zhang, h peng, su rahman.combining multiple feature-ranking techniques and clustering of variables for feature selection. ieee access 2019,7, 151482-151492
[8] d li, z gong, d zhang. a common topic transfer learning model for crossing city poi recommendations. ieee transactions on cybernetics 2019,49 (12), 4282-4295
[9] l wei, z zhang, d zhang, sch 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
[10] yw si, vi chan, m dumas, d zhang. a petri nets based generic genetic algorithm framework for resource optimization in business processes. simulation modelling practice and theory 2018,86, 72-101
[11] j liu, yw si, d zhang, l zhou. trend following in financial time series with multi-objective optimization. applied soft computing 66, 149-167.
[12] defu zhang, ruibing dong, yain-whar si, furong ye, qisen cai: a hybrid swarm algorithm based on abc and ais for 2l-hfcvrp. applied soft computing 64: 468-479 (2018)
[13] d li, z gong, d zhang.a common topic transfer learning model for crossing city poi recommendations. ieee transactions on cybernetics, 1-14,2018.
[14] yw si, vi chan, m dumas, d zhang.a petri nets based generic genetic algorithm framework for resource optimization in business processes. simulation modelling practice and theory 86, 72-101,2018
[15] j liu, yw si, d zhang, l zhou.trend following in financial time series with multi-objective optimization. applied soft computing 66, 149-167,2018.
[16] yp cui, y yao, d zhang.applying triple-block patterns in solving the two-dimensional bin packing problem.journal of the operational research society 69 (3), 402-415,2018.
[17] lijun wei, zhenzhen zhang, defu zhang, stephen 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)
[18] jingyuan liu, yain-whar si, defu zhang, ligang zhou. trend following in financial time series with multi-objective optimization. applied soft computing 66: 149-167 (2018)
[19] bili chen, yangbin lin, wenhua zeng, hang xu, defu zhang.the mean-variance cardinality constrained portfolio optimization problem using a local search-based multi-objective evolutionary algorithm. applied intelligence 47(2): 505-525 (2017)
[20] hang xu,wenhua zeng,defu zhang,xiangxiang zeng. moea/hd: a multiobjective evolutionary algorithm based on hierarchical decomposition. ieee transactions on cybernetics,99: 1-10(2017)
[21] defu zhang, sifan cai, furong ye, yain-whar si, trung thanh nguyen.a hybrid algorithm for a vehicle routing problem with realistic constraints. information sciences 394: 167-182 (2017)
[22] 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.
[23] defu zhang, yingdong ma, jinxiu chen.a study of distributed moea/d based on spark framework. hpcc 2017: 609-610
[24] defu zhang, yuxin che, furong ye, yain-whar si, stephen c. h. leung. a hybrid algorithm based on variable neighbourhood for the strip packing problem. journal of combinatorial optimization 2016, 32(2):513-530.
[25] yuxin che, shaohui hong, defu zhang, liming zhang.learning markov blanket bayesian network for big data in mapreduce. ictai 2016: 896-900
[26] 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.
[27] 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.
[28] yain-whar si, kin-kuan hoi, robert p. biuk-aghai, simon fong, defu zhang. run-based exception prediction for workflows. journal of systems and software 113: 59-75 (2016)
[29] 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.
[30] xiaofeng chen,defu zhang,xiangxiang zeng. a stable matching-based selection and memory enhanced moea/d for evolutionary dynamic multiobjective optimization. the 27th ieee international conference on tools with artificial intelligence ictai 2015,2015.
[31] 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 problem. applied intelligence 2015, 43(1):49-73.
[32] wei l,zhang z,zhang d,lim a. a variable neighborhood search for the capacitated vehicle routing problem with two-dimensional loading constraints. european journal of operational research 243(3) (2015):798–814.
[33] 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.
[34] 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.
[35] shaohui hong, defu zhang, hoong chuin lau, xiangxiang zeng, yain-whar si. a hybrid heuristic algorithm for the 2d variable-sized bin packing problem. european journal of operational research 238(1)(2014) 95-103.
[36] b. chen, w. zeng, y. lin, d. zhang. a new local search-based multiobjective optimization algorithm. ieee transactions on evolutionary computation 19(1) (2015)50 - 73.
[37] defu zhang, lijun wei, stephen c. h. leung, qingshan chen. a binary search heuristic algorithm based on randomized local search for the rectangular strip packing problem. informs journal on computing 25 (2) (2013) 332-345.
[38] stephen c.h. leung, zhenzhen zhang, defu zhang, xian hua, ming k. lim. a meta-heuristic algorithm for heterogeneous fleet vehicle routing problems with two-dimensional loading constraints. european journal of operational research 225 (2013) 199-210.
[39] defu zhang, yu peng, stephen c.h. leung. a heuristic block-loading algorithm based on multi-layer search for the container loading problem. computers & operations research 39(10) (2012) 2267-2276.
[40] stephen c.h.leung, defu zhang, changle zhou, tao wu. a hybrid simulated annealing metaheuristic algorithm for the two-dimensional knapsack packing problem. computers and operations research 39 (1) (2012) 64-73.
[41] leung sch, lin y, zhang d. extended local search algorithm based on nonlinear programming for two-dimensional irregular strip packing. computers &operations research 39(3)(2012) 678-686.
[42] 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.
[43] leung sch, zhang d. a fast layer-based heuristic for non-guillotine strip packing. expert systems with applications 38(10) (2011) 13032-13042.
[44] leung sch, zhang d, sim km. a two-stage intelligent search algorithm for the two-dimensional strip packing problem. european journal of operational research 215(1) (2011) 57-69.
[45] yongkai liu, defu zhang, francis y. l. chin. a clique-based algorithm for constructing feasible timetables. optimization methods and software 26(2) (2011) 281-294.
[46] wu tao, zhang defu, he yan. a novel mixed integer programming formulation and progressively stochastic search for capacitated lot sizing. journal of systems science and systems engineering (2011) 1-20.
[47] stephen c. h. leung, jiemin zheng, defu zhang, xiyue zhou. simulated annealing for the vehicle routing problem with two-dimensional loading constraints. flexible services and manufacturing journal 22(1-2) (2010) 61-82.
[48] leung stephen c.h. zhou, xiyue zhang defu zheng, jiemin. extended guided tabu search and a new packing algorithm for the two-dimensional loading vehicle routing problem. computers and operations research 38(1) (2010) 205-215.
[49] zhang d., zhou x., leung s.c.h., zheng j. vertical bagging decision trees model for credit scoring, expert systems with applications 37(12) (2010) 7838-7843.
[50] defu zhang, yongkai liu, rym m’hallah and stephen c.h. leung. a simulated annealing with a new neighborhood structure based algorithm for high school timetabling problems. european journal of operational research 203(2010) 550-558.
[51] 张德富, 彭煜, 朱文兴, 陈火旺. 求解三维装箱问题的混合模拟退火算法. 计算机学报 32(11) (2009) 3147-2156.
[52] zhang de-fu, chen jing-chi, liu yong-kai, chen huo-wang. discrete no-fit polygon, a simple structure for the 2-d irregular packing problem. journal of software (软件学报) 20(6) (2009) 1511-1520.
[53] lijun wei, defu zhang, qingshan chen. a least wasted first heuristic algorithm for the rectangular packing problem. computers & operations research 36(5) (2009)1608-1614.
[54] xiyue zhou, defu zhang, yi jiang. a new credit scoring method based on rough sets and decision tree. lecture notes in computer science, advances in knowledge discovery and data mining. 12th pacific-asia conference, pakdd 5012 (2008)1081-1089.
[55] defu zhang, shuihua han, weiguo ye. a bricklaying heuristic algorithm for the orthogonal rectangular packing problem. chinese journal of computers(计算机学报) 23(3) (2008) 509-515.
[56] 张德富, 魏丽军, 陈青山, 陈火旺. 三维装箱问题的组合启发式算法.软件学报, 2007,18(9):2083-2089.
[57] defu zhang, shengda chen, yanjuan liu. an improved heuristic recursive strategy for genetic algorithm of the orthogonal packing of rectangles. acta automatica sinica(自动化学报) 33(9) (2007) 911-916.
[58] defu zhang, yan kang, ansheng deng. a new heuristic recursive algorithm for the strip rectangular packing problem. computers & operations research 33(8) (2006) 2209-2217.
[59] zhang de-fu, li xin. a personified annealing algorithm for circles packing problem. acta automatica sinica(自动化学报)31(4) (2005) 590-595.
[60] defu zhang, qingshan jiang, and xin li. a hybrid mining model based on neural network and kernel smoothing technique. lecture notes in computer science 3516 (2005) 801-805.
[61] defu zhang, tangqiu li, shaozi li. an improved shifting bottleneck algorithm for job shop scheduling problem. proceedings of the ninth international conference on computer supported cooperative work in design 2 (2005) 1112−1116.
[62] de-fu zhang, an-sheng deng. an effective hybrid algorithm for the problem of packing circles into a larger containing circle. computers & operations research 32(8) (2005) 1941−1951.
[63] huang wenqi, zhang defu and wang houxiang. an algorithm based on tabu search for satisfiability problem. journal of computer science and technology(计算机科学与技术) 17(3) (2002) 340−346.
[64] zhang defu, huang wenqi and wang houxiang. a personified annealing algorithm for sat problem, chinese journal of computers(计算机学报) 25(2) (2002) 148−152.
【专利】
1. 软件著作权：娱学科技——智慧考勤系统，2018
2. 软件著作权：娱学科技——智慧点评系统，2018
3. 软件著作权：首席装箱系统，2009