张文宇博士、教授、博士生导师,男,1968年出生,分别于1989年、2002年获得浙江大学学士学位、新加坡南洋理工大学博士学位。获博士学位后历任新加坡-美国麻省理工学院学术联盟博士后研究员、浙江大学计算机学院副教授、浙江财经大学信息管理与人工智能学院教授、院长。现任浙江财经大学人工智能研究院院长,兼任中国优选法统筹法与经济数学研究会服务科学与运作管理分会副理事长、浙江省高校计算机教学研究会常务理事。
入选浙江省新世纪151人才工程第一层次、浙江省高校中青年学科带头人、浙江省“三育人”先进个人、浙江财经大学卓越研究生导师。
近年来的主要研究领域包括:人工智能、智能制造、大数据挖掘、商务智能、金融科技、电子商务、电子政务、供应链管理等。先后主持了3项国家自然科学基金面上项目、5项浙江省自然科学基金重点与面上项目、以及多项其它省部级项目。共发表国际学术论文100余篇,其中以第一或通讯作者在知名SCI国际学术期刊上发表80余篇,包括《Information Sciences》、《Knowledge-based Systems》、《IEEE Transactions on Knowledge and Data Engineering》、《IEEE Transactions on Systems, Man, and Cybernetics: Systems》、《Computer and Industrial Engineering》、《Scientometrics》等,入选ESI前1%高被引论文3篇。
获得4项授权国家发明专利。多次在国内外学术会议作大会主旨演讲。曾获得浙江省研究生教育成果一等奖、浙江省教学成果奖二等奖、浙江省自然科学学术奖等奖项。
一、研究方向及论文发表
近年来的主要研究领域包括:人工智能、智能制造、大数据挖掘、商务智能、金融科技、电子商务、电子政务、供应链管理等。共发表国际论文100余篇,其中以第一或通讯作者在知名SCI国际学术期刊上发表80余篇。部分代表作(SCI国际学术期刊论文,第一或通讯作者)列表如下:
1) 通讯作者, A novel ensemble deep learning model with dynamic error correction and multi-objective ensemble pruning for time series forecasting. Information Sciences, 544: 427-445, 2021. (SCI,JCR-1区)
2) 通讯作者,A new bifuzzy optimization method for remanufacturing scheduling using extended discrete particle swarm optimization algorithm. Computer and Industrial Engineering, DOI: 10.1016/j.cie.2021.107219, 2021. (SCI, JCR-1区)
3) 第一作者, A new hybrid ensemble model with voting-based outlier detection and balanced sampling for credit scoring. Expert Systems with Applications, 174: 114744, 2021. (SCI,JCR-1区)
4) 第一作者, A utility-aware multi-task scheduling method in cloud manufacturing using extended NSGA-II embedded with game theory. International Journal of Computer Integrated Manufacturing, DOI: 10.1080/0951192X.2020.1858502, 2021. (SCI, JCR-2区)
5) 第一作者, A novel multi-stage ensemble model with enhanced outlier adaptation for credit scoring. Expert Systems with Applications, 165: 113872, 2020. (SCI,JCR-1区)
6) 通讯作者, A new environment-aware scheduling method for remanufacturing system with non-dedicated reprocessing lines using improved flower pollination algorithm, Journal of Manufacturing Systems, 57: 94-108, 2020. (SCI, JCR-1区)
7) 第一作者, The distinctiveness of author interdisciplinarity: A long-neglected issue in research on interdisciplinarity. Journal of Information Science, DOI: 10.1177/0165551520939499, 2020. (SCI,JCR-2区)
8) 第一作者, Energy-efficient bi-objective manufacturing scheduling with intermediate buffers using a three-stage genetic algorithm. Journal of Intelligent and Fuzzy Systems, 39 (1): 289-304, 2020. (SCI,JCR-3区)
9) 第一作者, Composite multi-objective optimization on a new collaborative vehicle routing problem with shared carriers and depots. Journal of Cleaner Production, DOI: 10.1016/j.jclepro.2020.122593, 2020. (SCI, JCR-1区)
10) 通讯作者, Fuzzy optimization model for electric vehicle routing problem with time windows and recharging stations. Expert Systems with Applications, DOI: 10.1016/j.eswa.2019.113123, 2020. (SCI,JCR-1区)
11) 第一作者, Multi-perspective collaborative scheduling using extended genetic algorithm with interval-valued intuitionistic fuzzy entropy weight method. Journal of Manufacturing Systems, 53: 249-260, 2019. (SCI,JCR-1区)
12) 第一作者, A novel multi-stage hybrid model with enhanced multi-population niche genetic algorithm: an application in credit scoring. Expert Systems with Applications, 121: 221-232, 2019. (SCI, JCR-1区)
13) 通讯作者, A new fuzzy QoS-aware manufacture service composition method using extended flower pollination algorithm. Journal of Intelligent Manufacturing, 30: 2069-2083, 2019. (SCI,JCR-1区)
14) 通讯作者, Game theory based multi-task scheduling in cloud manufacturing using an extended biogeography-based optimization algorithm. Concurrent Engineering: Research and Applications, 27 (4): 314-330, 2019. (SCI,JCR-2区)
15) 通讯作者, Block-matrix-based approach for the vehicle routing problem with transportation type selection under uncertain environment. Engineering Optimization, DOI: 10.1080/0305215X.2019.1631818, 2019. (SCI,JCR-3区)
16) 第一作者, A novel method based on FTS with both GA-FCM and multifactor BPNN for stock forecasting. Soft Computing, 23 (16): 6979-6994, 2019. (SCI, JCR-2区)
17) 通讯作者, Networked correlation-aware manufacturing service supply chain optimization using an extended artificial bee colony algorithm. Applied Soft Computing, 76: 121-139, 2019. (SCI, JCR-1区)
18) 通讯作者, A collaborative service group-based fuzzy QoS-aware manufacturing service composition using an extended flower pollination algorithm. Nonlinear Dynamics, 95 (4): 3091-3114, 2019. (SCI, JCR-1区)
19) 通讯作者, A novel location-routing problem in electric vehicle transportation with stochastic demands. Journal of Cleaner Production, 221:567-581, 2019. (SCI, JCR-1区)
20) 第一作者, Two-factor high-order fuzzy-trend FTS model based on BSO-FCM and improved KA for TAIEX stock forecasting. Nonlinear Dynamics, 94 (2): 1429-1446, 2018. (SCI, JCR-1区)
21) 第一作者, Correlation-aware manufacturing service composition model using an extended flower pollination algorithm. International Journal of Production Research, 56 (14): 4676-4691, 2018. (SCI, JCR-1区)
22) 第一作者, A new three-dimensional manufacturing service composition method under various structures using improved Flower Pollination Algorithm. Enterprise Information Systems, 12 (5): 620-637, 2018. (SCI, JCR-3区)
23) 通讯作者, Urgent task-aware cloud manufacturing service composition using two-stage biogeography-based optimisation. International Journal of Computer Integrated Manufacturing, 31 (10): 1034-1047, 2018. (SCI, JCR-2区)
24) 通讯作者, Does prestige dimension influence the interdisciplinary performance of scientific entities in knowledge flow? Evidence from the E-Government field. Scientometrics, 117 (2): 1237-1264, 2018. (SCI, JCR-2区)
25) 通讯作者, A novel ensemble method for credit scoring: adaption of different imbalance ratios. Expert Systems with Applications, 98: 105-117, 2018. (SCI, JCR-1区)
26) 通讯作者, Measuring scientific prestige of papers with time-aware mutual reinforcement ranking model. Journal of Intelligent & Fuzzy Systems, 36 (2):1505-1519, 2018. (SCI, JCR-3区)
27) 第一作者, Concurrent optimal allocation of distributed manufacturing resources using extended Teaching-Learning-Based Optimization. International Journal of Production Research, 55 (3): 718-735, 2017. (SCI, JCR-1区)
28) 第一作者, Combining Hyperlink Induced Topic Search and Bayesian approach for personalised manufacturing service recommendation. International Journal of Computer Integrated Manufacturing, 30 (11): 1152-1163, 2017. (SCI, JCR-2区)
29) 第一作者, A PageRank-based reputation model for personalised manufacturing service recommendation. Enterprise Information Systems, 11 (5): 672-693, 2017. (SCI, JCR-3区)
30) 第一作者, A multi-factor and high-order stock forecast model based on Type-2 FTS using cuckoo search and self-adaptive harmony search. Neurocomputing, 240: 13-24, 2017. (SCI, JCR-1区)
31) 通讯作者, A PageRank-based collaborative filtering recommendation approach in digital libraries. Technical Gazette, 24 (4): 1051-1058, 2017. (SCI, JCR-3区)
32) 第一作者, Personalized manufacturing service recommendation using semantics-based collaborative filtering. Concurrent Engineering: Research and Applications, 23 (2): 166-179, 2015. (SCI, JCR-2区)
33) 第一作者, An agent-based peer-to-peer architecture for semantic discovery of manufacturing services across virtual enterprises. Enterprise Information Systems, 9 (3): 233-256, 2015. (SCI, JCR-3区)
34) 第一作者, A self-organized P2P approach to manufacturing service discovery for cross-enterprise collaboration. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 44 (3): 263-276, 2014. (SCI, JCR-2区)
35) 第一作者, Combining social network and collaborative filtering for personalised manufacturing service recommendation. International Journal of Production Research, 51 (22): 6702-6719, 2013. (SCI, JCR-1区)
36) 通讯作者, Group decision making under hesitant fuzzy environment with application to personnel evaluation. Knowledge-Based Systems, 52: 1-10, 2013. (SCI, JCR-1区
37) 通讯作者, A matrix-based Bayesian approach for manufacturing resource allocation planning in supply chain management. International Journal of Production Research, 51 (5): 1451-1463, 2013. (SCI, JCR-1区)
38) 通讯作者, A time-aware Bayesian approach for optimal manufacturing service recommendation in distributed manufacturing environments. Journal of Manufacturing Systems, 32 (1): 189-196, 2013. (SCI, JCR-1区)
39) 第一作者, Manufacturing Deep Web service management: exploring Semantic Web technologies. IEEE Industrial Electronics Magazine, 6 (2): 38-51, 2012. (SCI, JCR-1区)
40) 第一作者, Application of SVR with chaotic GASA algorithm in cyclic electric load forecasting. Energy, 45: 850-858, 2012. (SCI, JCR-1区)
41) 第一作者, A reputation-based peer-to-peer architecture for semantic service discovery in distributed manufacturing environments. Concurrent Engineering: Research and Applications, 20 (3): 236-252, 2012. (SCI, JCR-2区)
42) 第一作者, A new manufacturing resource allocation method for supply chain optimization using extended genetic algorithm. International Journal of Advanced Manufacturing Technology, 53 (12): 1247-1260, 2011. (SCI, JCR-2区)
43) 通讯作者, Developing manufacturing ontologies for knowledge reuse in distributed manufacturing environment. International Journal of Production Research, 49 (2): 343-359, 2011. (SCI, JCR-1区)
44) 通讯作者, SWMRD: A Semantic Web-based manufacturing resource discovery System for cross-enterprise collaboration. International Journal of Production Research, 48 (12): 3445-3460, 2010. (SCI, JCR-1区)
45) 通讯作者, Weaving an agent-based Semantic Grid for distributed collaborative manufacturing. International Journal of Production Research, 48 (7): 2109-2126, 2010. (SCI, JCR-1区)
46) 第一作者, Managing distributed manufacturing knowledge through multi-perspective modeling for Semantic Web applications. International Journal of Production Research, 47 (23): 6525-6542, 2009. (SCI, JCR-1区)
47) 通讯作者, A peer-to-peer-based multi-agent framework for decentralized grid workflow management in collaborative design. International Journal of Advanced Manufacturing Technology, 41 (3-4): 407-420, 2009. (SCI, JCR-2区)
48) 第一作者, Weaving a Semantic Grid for multidisciplinary collaborative design. International Journal of Production Research, 47 (11): 3079-3095, 2009. (SCI, JCR-1区)
49) 第一作者, Exploring Semantic Web technologies for ontology-based modeling in collaborative engineering design. International Journal of Advanced Manufacturing Technology, 36 (5): 419-430, 2008. (SCI, JCR-2区)
50) 第一作者, Managing modularity in product family design with functional modeling. International Journal of Advanced Manufacturing Technology, 30: 579-588, 2006. (SCI, JCR-2区)
51) 第一作者, Indexing and retrieval in case-based process planning for multi-stage non-axisymmetric deep drawing. International Journal of Advanced Manufacturing Technology, 28: 12-22, 2006. (SCI, JCR-2区)
52) 第一作者, A graph and matrix representation scheme for functional design of mechanical products. International Journal of Advanced Manufacturing Technology, 25 (3): 221-232, 2005. (SCI, JCR-2区)
53) 通讯作者, Development of an object-oriented blackboard model for stamping process planning in progressive die design. Journal of Intelligent Manufacturing, 16: 501-515, 2005. (SCI, JCR-1区)
54) 第一作者, FuncDesigner – a functional design software system. International Journal of Advanced Manufacturing Technology, 22: 295-305, 2003. (SCI, JCR-2区)
55) 第一作者, A heuristic state-space approach to the functional design of mechanical systems. International Journal of Advanced Manufacturing Technology, 19 (4): 235-244, 2002. (SCI, JCR-2区)
56) 第一作者, Automated functional design of engineering systems. Journal of Intelligent Manufacturing, 13 (2): 119-133, 2002. (SCI, JCR-1区)
57) 第一作者, A two-level modeling approach to acquire functional design knowledge in mechanical engineering systems. International Journal of Advanced Manufacturing Technology, 19 (6): 454-460, 2002. (SCI, JCR-2区)
58) 第一作者, EFDEX: a knowledge-based expert system for functional design of engineering systems. Engineering with Computers, 17 (4): 339-353, 2001. (SCI, JCR-3区)
59) 第一作者, A prototype knowledge-based system for the conceptual synthesis of the design process. International Journal of Advanced Manufacturing Technology, 17 (8): 549-557, 2001. (SCI, JCR-2区)
二、 部分主持的国家级与省部级科研项目
1) 主持承担2018年国家自然科学基金面上项目“群智制造环境下大规模知识图谱构建与可信服务组合优化研究”(编号:51875503),2019.1 – 2022.12。
2) 主持完成2013年国家自然科学基金面上项目“面向大规模协作的制造服务个性化推荐与自适应组合优化研究”(编号:51375429),2014.1 – 2017.12。
3) 主持完成2009年国家自然科学基金面上项目“基于语义网格的跨学科制造资源深度挖掘与服务发现研究”(编号:50975250),2010.1-2012.12。
4) 主持承担2019年浙江省自然科学基金项目重点项目“面向多生命周期的智能再制造服务个性化推荐与调度研究”(编号:LZ20E050001),2020.1 – 2023.12。
5) 主持承担2016年浙江省自然科学基金项目“群智制造环境下资源服务社会化推荐与自组织协同机制研究”(编号:LY17E050010),2017.1 – 2019.12。
6) 主持完成2015年浙江省高等教育教学改革项目“大数据背景下‘递进驱动、多维协同’的信息类专业人才培养模式改革研究”(编号:JG2015110),2016.1-2017.12。
7) 主持完成2012年浙江省自然科学基金项目“面向大规模协作的制造服务动态选择与自适应组合优化研究”(编号:LY13E050010),2013.1 – 2015.12。
8) 主持完成2009年浙江省科技计划项目“基于语义的跨学科制造资源自动获取与优化配置系统研制” (编号:2009C31116),2009.9 – 2010.8)
9) 主持完成2008年浙江省自然科学基金项目“基于语义网格的制造资源多目标优化配置研究”(编号:Y1080170),2009.1 – 2010.12。
10) 主持完成2006年浙江省留学人员科技活动择优资助项目“网络化制造环境下多学科协同设计关键技术的研究”,2007.1–2008.12。
11) 主持完成2005年浙江省自然科学基金项目“网络化制造环境下产品功能知识建模技术的研究”(编号:Y105003),2006.1 – 2007.12。
三、 授权发明专利
1) 张文宇、张帅、姚建荣,获得授权国家发明专利。发明专利名称:一种自组织P2P架构的服务共享方法及其系统,发明专利号:ZL201210369254.1,2016。
2) 张文宇、张帅,获得授权国家发明专利。发明专利名称:一种面向服务供应链网络的服务推荐方法,发明专利号:ZL201410380434.9,2017。
3) 张文宇、张帅,获得授权国家发明专利。基于服务相关性的制造服务供应链优化方法,发明专利号:201711001502.6,2020。
4) 张帅、张文宇、杨玉舒,获得授权国家发明专利。发明专利名称:一种基于改进型花粉算法的制造服务供应链优化方法,发明专利号:ZL201710587284.2,2020。。
四、教学工作
近年来主讲专业选修课:《Business Intelligence》(本科生)《智能时代》(本科生)、《Data Science》(硕士生)、《Data Mining》(博士生)。指导研究生获浙江省优秀硕士学位论文4篇;指导学生在大学生服务外包创新应用大赛、大学生电子商务挑战赛、“互联网+”大学生创新创业大赛等学科竞赛中获得国家级奖10项、省级奖30项;指导学生获得国家级大学生创新创业训练计划课题10项、浙江省新苗计划课题10项。
近三年(2018-2020)来所培养(与协同培养)的12名硕士研究生全部进入到北京大学、浙江大学、南京大学、武汉大学、同济大学、香港城市大学等名校继续读博深造,名校考博率(985/211)达到100%。
欢迎报考本人研究生:zhangwyc@163.com
五、学术荣誉
1) 获得浙江省“三育人”先进个人荣誉称号,2020。
2) 获得浙江省研究生教育成果奖一等奖。项目名称:基于科研团队的财经高校信息类硕士生“三协同、一中心”培养探索与实践,2019。
3) 入选浙江省新世纪151人才工程第一层次,2018。
4) 获得浙江财经大学卓越研究生导师荣誉称号,2015。
5) 获得浙江省教学成果奖二等奖。项目名称:“创意→创新→创业” 螺旋演进的电子商务专业人才培养模式,2014。
6) 获得“十一五”浙江省自然科学基金优秀成果奖。项目名称:基于语义网格的制造资源多目标优化配置研究,2012年。
7) 获得浙江省自然科学学术奖三等奖。项目名称:Indexing and retrieval in case-based process planning for multi-stage non-axisymmetric deep drawing,2010年。
8) 2007年入选浙江省高校中青年学科带头人。
9) 2006年获浙江省留学人员科技活动择优资助。
10) 1999年2月至2002年2月获新加坡南洋理工大学全额奖学金资助攻读博士学位,合计54000新币(约25万元人民币)。
六、学术服务
1) 在ICBDT 2020大数据技术国际会议做大会主旨演讲。
2) 在ICBDT 2019大数据技术国际会议做大会主旨演讲。
3) 在IEEE ICBDA 2016大数据分析国际会议做大会主旨演讲。
4) 在ICSEA 2016软件工程与应用国际会议做大会主旨演讲。
5) 在2016中国企业互联网服务创新峰会上做大会主旨演讲。
6) 担任中国优选法统筹法与经济数学研究会服务科学与运作管理分会副理事长,2015年至今。
7) 担任浙江省高校计算机教学研究会常务理事,2017年至今。