Faculty Research

D

DOU Runliang

Department of Information Management and Management Science, Professor

电子邮箱:drl@tju.edu.cn

研究方向:Big Data Analytics and Intelligent Decision, Machine Learning and Data Mining, Product and Service Innovation, Customer Demand Analytics

Biography

【Personal Profile】

Dr. Runliang Dou is an professor of Department of Information Management and Management Science, Tianjin University. He received the Ph.D in Management Science and Engineering in 2007 from Tianjin University. His research interests mainly focus on Big Data Analytics and Intelligent Decision, Machine Learning and Data Mining, Product and Service Innovation, and Customer Demand Analytics.

Dr. Dou is the Secretary-general in Chinese Industrial Engineering Institution, CMES, Secretary-general in Chinese Industrial Engineering Department Heads, and Board Member in Board Member in Asia Pacific Industrial Engineering & Management Society(APIEMS). He organizes international academic exchange activities many times, and he also serves as International Program Committee Chair or Session Chair in couples of the above conferences. As the guest editor, he has launched several special issues on frontier research in international renowned journals.

Publications

【Journal Paper】

[1]Runliang Dou, Rui Huang, Guofang Nan, Jing Liu. Less diversity but higher satisfaction: An intelligent product configuration method for type-decreased mass customization [J], Computers & Industrial Engineering, 2020, https://doi.org/10.1016/j.cie.2020.106336

[2]Xin Wei, Guofang Nan, Runliang Dou, Minqiang Li. Optimal business model for the monopolistic ride-hailing platform: Pooling, premier, or hybrid? [J] Knowledge-Based Systems, 2020, https://doi.org/10.1016/j.knosys.2020.106093

[3]Runliang Dou, Wei Li & Guofang Nan. An integrated approach for dynamic customer requirement identification for product development [J], Enterprise Information Systems, Enterprise Information Systems 2019, 13(4): 448-466

[4] Runliang Dou, Yubo Zhang, Guofang Nan. Application of combined Kano model and interactive genetic algorithm for product customization [J]. Journal of Intelligent Manufacturing, 2019, 30: 2587–2602

[5]Hui Zhao, Edward Huang, Runliang Dou, Kan Wu. A multi-objective production planning problem with the consideration of time and cost in clinical trials [J], Expert Systems with Applications, 2019, 124(15):25-38

[6]Guofang Nan, Qiwang Li, Runliang Dou, Jing Liu. Local positive and negative correlation-based k-labelsets for multi-label classification [J], Neurocomputing, 2018, 13:90-101

[7]Runliang Dou, Zhen He, Chia-Yu Hsu. Foreword: Smart Manufacturing, Innovative Product and Service Design to Empower Industry 4.0 [J], Computers & Industrial Engineering, 2018, 124:1-604

[8]Runliang Dou, Dandan Lin, Guofang Nan, Siyuan Lei. A method for product personalized design based on prospect theory improved with interval reference [J], Computers & Industrial Engineering, 2018, 125:708-719

[9]Jing Liu, Yacheng An, Runliang Dou, Haipeng Ji, Yankai Liu. Helical fault diagnosis model based on data-driven incremental mergence [J]. Computers & Industrial Engineering. 2018, 125:517-532

[10]Chen-Fu Chien, T. Warren Liao, Runliang Dou. Soft computing for smart production to empower industry 4.0[J], Applied Soft Computing, 2018, 68:833-834

[11]Runliang Dou, Chen-Fu Chien, Imed Kacem, Chia-Yu Hsu. Industry Applications of Computational Intelligence [J], International Journal of Computational Intelligence Systems, 2018, 11(1):803

[12] Jin Liu, Yacheng An, Runliang Dou, Haipeng Ji. Dynamic deep learning algorithm based on incremental compensation for fault diagnosis model [J]. International Journal of Computational Intelligence Systems. 2018, 11(1):846.

[13] Junwei Wang, Runliang Dou, R.R. Muddada, Wenjun Zhang. Management of a Holistic Supply Chain Network for Proactive Resilience: Theory and Case Study [J]. Computers & Industrial Engineering, 2018, 125: 668-677

[14] Guofang Nan, Shunyao Wang, Zhiyong Li, Runliang Dou. A Novel Pricing Strategy for Mobile Broadband Carriers Using Two-Stage Stackelberg Model [J]. Knowledge-Based Systems, 2018, 142: 45-57

[15] Guofang Nan, Jiaorong Yang, Runliang Dou. DO ONLY REVIEW CHARACTERISTICS AFFECT CONSUMERS’ONLINE BEHAVIORS? A STUDY OF RELATIONSHIP BETWEEN REVIEWS [J]. Journal of Electronic Commerce Research, 2017, 18 (4): 330-345

[16]Fuzan Chen, Harris Wu, Runliang Dou, Mingqiang Li. A high-dimensional classification approach based on class-dependent feature subspace [J]. Industrial Management & Data Systems 2017, 117 (10): 2325-2339

[17]Runliang Dou, Yubo Zhang, Guofang Nan. Iterative Product Design through Group Opinion Evolution[J], International Journal of Production Research, 2017, 55(13): 3886-3905

[18]Chen-Fu Chien, Runliang Dou, Wenhan Fu. Strategic Capacity Planning for Smart Production: Decision Modeling under Demand Uncertainty [J]. Applied Soft Computing, 2017, 68: 900-909

[19]Guofang Nan, Feihong Shi, Runliang Dou, Minqiang Li. Duopoly Pricing of Software Products under Free Strategy: Limited-feature vs. Seeding[J], Computers & Industrial Engineering, 2016, 100:13-23

[20]Runliang Dou, Chao Zong, Minqiang Li. An interactive genetic algorithm with the interval arithmetic based on hesitation and its application to achieve customer collaborative product configuration design [J]. Applied Soft Computing, 2016, 38: 384-394.

[21]Chen-Fu Chien, Chia-Yu Hsu, James R. Morrison, Runliang Dou, Semiconductor manufacturing intelligence and automation Foreword, Computers &Industrial Engineering,2016,99:315-317

[22]Runliang Dou, Yubo Zhang, Guofang Nan. Customer-oriented product collaborative customization based on design iteration for tablet personal computer configuration [J], Computers & Industrial Engineering, 2016, 99: 474–486

[23]Runliang Dou, Chao Zong, Guofang Nan. Multi-Stage Interactive Genetic Algorithm for Collaborative Product Customization [J]. Knowledge Based Systems, 2016, 92:43-54

[24]窦润亮,郭均鹏,田祥龙,宗超.面向客户个性化需求的交互式遗传算法,管理科学学报, 2016,19(1):24-34

[25]Fuzan Chen, Runliang Dou, Minqiang Li, Harris Wu. A flexible QoS-aware Web service composition method by multi-objective optimization in cloud manufacturing [J]. Computers & Industrial Engineering 2016, 99: 423–431

[26]Nan Feng, Xue Yu, Runliang Dou, Bingning Pan. Managing risk for business processes: A fuzzy based multi-agent system [J]. Journal of Intelligent and Fuzzy Systems, 2015, 29(6):2717-2726.

[27]Guofang Nan, Chao Zang, Runliang Dou. Pricing and Resource Allocation for Multimedia Social Network in Cloud Environments [J]. Knowledge Based System, 2015, 88(C):1-11

[28]Runliang Dou, Guofang Nan. Optimizing Sensor Network Coverage and Regional Connectivity in Industrial IoT Systems [J]. Systems Journal, IEEE 2015, PP (99):1-10.

[29]Runliang Dou, Chao Zong. Application of Interactive Algorithm Based on Hesitancy Degree [J]. International Journal of Computational Intelligence Systems, 2014, 7(2):74-84.

[30]Runliang Dou, Chao Zong, Minqiang Li. Application of an Interactive Genetic Algorithm in the Conceptual Design of Car Console [J] , WSEAS Transactions on Systems, 2014, 13(59): 596-605.

[31]Qian Li, Runliang Dou, Fuzan Chen, Guofang Nan. A QoS-oriented Web service composition approach based on multi-population genetic algorithm for Internet of things [J]. International Journal of Computational Intelligence Systems, 2014, 7(2):26-34.

[32]Runliang Dou, Chao Zong. An Empirical Study of Product Configuration Design Based GSA[C]. CIE2015-45th International Conference on Computers & Industrial Engineering, Metz, France, October 28-30, 2015

[33]Runliang Dou, Li Ting. Scheme selection of product energy-saving design based on data envelopment analysis [J]. Applied Mechanics and Materials.2011, (44-47): 2080-2084.

[34]Runliang Dou. Optimum design of 3-RRR planar parallel Manipulators [J]. Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 2010, 224(2):411-418.

[35]Runliang Dou, Yang Guang. A Two-phase optimization study on strategic alliance partners selection of collaborative product design[C]. 2010 IEEE 17th International Conference on Industrial Engineering and Engineering Management, IE & EM 2010, 2010. 480-483.

[36]Zhuangsheng Zhu, Runliang Dou. Optimum design of 2-DOF parallel manipulators with actuation redundancy [J]. Mechatronics, 2009, 19 (5):761-766.

[37]Runliang Dou, Hui Zheng. Model of design for energy saving of products based on the integration of TRIZ/AD/QFD [C], IEEE 16th International Conference on Industrial Engineering and Engineering Management, 2009.171-175.

[38]Ying Lin, Liang Ge, Runliang Dou. Adaptive error-check solution [J]. Journal of Computer Applications, 2009, 29(1):5-8.

[39]Ying Lin, Xiaohui Jiang, Runliang Dou. Research on bag grain quantity recognition based on image recognition [J]. Application Research of Computers, 2009, 26(4) 1572-1574+1590.

[40]Runliang Dou, Hui Zheng. Initial Study of Products Design of Virtual Enterprise based on Mass Customization [J]. Chinese Agricultural Mechanization, 2008, (6):47-49.

[41]Runliang Dou, Xuan Wei, Hui Zheng. The architecture design of J2EE-based distributed cooperative CAD platform [C].2008 IEEE Symposium on Advanced Management of Information for Globalized Enterprises, AMIGE’08, Sept. 2008.274-278.

[42]Runliang Dou. Research on the integration of KBE and CAE for products flexible modular design [J].Manufacturing Automation, 2007, 29(1):54-57.

[43]Runliang Dou, Guofang Nan. Construction of Multi-level Clock Tree Based on Simulated Annealing [J].Computer Engineering, 2007, 33(20):1-3-7.

[44]Runliang Dou, Hui Zheng. A Model of Product Design and Development under MC and the Relevant Analysis Methodology [J]. Chinese Agricultural Mechanization, 2006, (2):48-49.

Projects

【Research Projects】

[1]Research on the path of service transformation and upgrading of manufacturing enterprises driven by artificial intelligence, supported by National Social Science Fund

[2]Research on optimization of interactive collaborative on the design of the configurator for complex products with Mass Customization requirements, supported by National Natural Science Foundation of China.

[3]Research on the configurator for complex products with Mass Customization requirements based on Genetic Algorithm, supported by the Ministry of Education, China.

[4]Research on industrial big data analytic techniques and its application in default diagnosis, supported by Tianjin science and technology commission, China

[5]Research on collaborative evolution algorithm and its application, supported by National Natural Science Foundation of China.

Academic & social Service

【Academic Part-time jobs】

1.Service for Academic Organizations

[1] The Secretary-general in Chinese Industrial Engineering Institution, CMES.

[2] The Secretary-general in Chinese Industrial Engineering Department Heads.

[3] Board Member in Asia Pacific Industrial Engineering & Management Society(APIEMS)

2.Service for Academic Journals

[1]Associate Editor, International Journal of Industrial Engineering: Theory, Applications and Practice

[2]Area Editor, Computers & Industrial Engineering

[3]Area Editor, International Journal of Computational Intelligence Systems

[4]Editor-in-chief, the conference series « Atlantis Highlights in Intelligent Systems»

[5] Guest Editor, Journal of Intelligent Manufacturing Special Issue on Data-driven Design of Innovative Products and Services, 2019

[6]Managing Guest Editor, International Journal of Industrial Engineering: Theory, Applications and Practice Special Issue on Data-driven Computational Intelligence in Industries Application, 2019

[7]Managing Guest Editor, International Journal of Computational Intelligence Systems Special Issue on Industry Applications of Computational Intelligence, 2017;

[8]Managing Guest Editor, Computers & Industrial Engineering Special Issue on Smart Manufacturing, Innovative Product and Service Design to Empower Industry 4.0, 2017;

[9]Guest Editor, Applied Soft Computing Special Issue on Applied Soft Computing for Smart Production to Empower Industry 4.0,2016;

[10]Guest Editor, Computers & Industrial Engineering Special Issue on Manufacturing Intelligence and Automation in the Semiconductor Industry, 2015;

[11]Executive Editor, International Journal of Computational Intelligence Systems Special Issue on Artificial Intelligence & Industrial Engineering, volume 7, 2014.

3.Service for Academic Conferences

[1]Secretary General, Chinese Industrial Engineering Department Heads, 2012-Present

[2]Secretary General, International Conference on Industrial Engineering and Engineering Management, 2009-Present

[3]Program Committee Chair, 2020 Chinese Industrial Engineering Annual Conference, Guilin, 2020

[4]Program Committee Chair, Annual International Conference for Chinese Scholars in Industrial Engineering (CSIE2020) and the 11th Forum for Council of Industrial Engineering and Logistics Management Department Heads (CIEDH2020), Zhuhai, 2020

[5]International Program Committee, the 49th International Conference on Computers & Industrial engineering (CIE49), Beijing, 2019

[6] International Program Committee Chair, 2019 IEEE International Conference on Smart Manufacturing, Industrial & Logistics Engineering & 2019 International Symposium on Semiconductor Manufacturing Intelligence (SMILE&ISMI2019), Hangzhou, 2019

[7]International Program Committee, the 48th International Conference on Computers & Industrial engineering (CIE48), Auckland, 2018

[8]International Program Committee Chair, 2018 IEEE International Conference on Smart Manufacturing, Industrial & Logistics Engineering (SMILE 2018)& 2018 International Symposium on Semiconductor Manufacturing Intelligence (ISMI2018), Hsinchu, 2018

[9]International Program Committee, the 47th International Conference on Computers & Industrial engineering (CIE47), Lisbon, 2017

[10]Organizing Committee Chair, the 46th International Conference on Computers & Industrial Engineering (CIE46), Tianjin, 2016

[11]Organizing Committee Co-Chair, 2016 International Symposium on Semiconductor Manufacturing Intelligence (ISMI2016), Hsinchu, 2016

[12]International Program Committee & Session Chair, the 45th International Conference on Computers & Industrial engineering (CIE45), France, 2015

[13]Session Chair, the 44th International Conference on Computers & Industrial engineering and 9th International Symposium on Intelligent Manufacturing and Service Systems (CIE44 & IMSS14), Turkey, 2014

【Proceedings】

[1] Editor, Proceedings of the 25th International Conference on Industrial Engineering and Engineering Management (IEEM2019), 2019, Springer, ISBN (on-line): 978-981-15-4530-6

[2] Editor, 2019 IEEE International Conference on Smart Manufacturing, Industrial & Logistics Engineering (SMILE) ISBN(on-line): 978-1-5386-7998-2

[3] Editor, 2018 IEEE International Conference on Smart Manufacturing, Industrial & Logistics Engineering (SMILE) ISBN(on-line): 978-1-5386-3183-6

[4] Editor, Proceedings of 24th International Conference on Industrial Engineering and Engineering Management (IEEM2018), 2018, Springer, ISBN (on-line): 978-981-13-3402-3

[5] Editor, Proceedings of the 23rd International Conference on Industrial Engineering and Engineering Management (IEEM2016), 2016, Atlantis Press, ISBN (on-line): 978-94-6239-255-7.

[6] Editor, Proceedings of the 22nd International Conference on Industrial Engineering and Engineering Management (IEEM2015), 2015, Atlantis Press, ISBN (on-line): 978-94-6239-177-2.

[7] Editor, Proceedings of the 21st International Conference on Industrial Engineering and Engineering Management (IEEM2014),2014, Atlantis Press, ISBN (on-line): 978-94-6239-102-4.

[8] Editor, Proceedings of 2014 5th International Asia Conference on Industrial Engineering and Management Innovation (IEMI2014), 2014, Atlantis Press, ISBN (on-line): 978-94-6252-015-8.

[9] Editor, the proceeding of 2014 IEEE International Conference on Industrial Engineering and Information Technology (IEIT 2014), 2014, IEEE, Print ISBN: 978-1-4799-1628-3.

[10] Editor, Proceedings of 2013 4th International Asia Conference on Industrial Engineering and Management Innovation (IEMI2013), 2013, Springer, ISBN: 978-3-642-40059-9 (Print) 978-3-642-40060-5 (Online).

[11] Editor, Proceedings of 20th International Conference on Industrial Engineering and Engineering Management (IEEM2013), 2013, Springer, ISBN: 978-3-642-40071-1 (Print) 978-3-642-40072-8 (Online); ISBN: 978-3-642-40062-9 (Print) 978-3-642-40063-6 (Online).

[12] Editor, the 19th International Conference on Industrial Engineering and Engineering Management (IEEM2012), 2012, Springer, ISBN: 978-3-642-37269-8 (Print) 978-3-642-37270-4 (Online); ISBN: 978-3-642-38432-5 (Print) 978-3-642-38433-2 (Online);ISBN: 978-3-642-38390-8 (Print) 978-3-642-38391-5 (Online).

[13] Editor, the 19th International Conference on Industrial Engineering and Engineering Management (IEEM2012), 2012, Springer, ISBN: 978-3-642-38426-4 (Print) 978-3-642-38427-1 (Online); ISBN: 978-3-642-38441-7 (Print) 978-3-642-38442-4 (Online).

[14] Editor, Proceedings of 2012 3rd International Asia Conference on Industrial Engineering and Management Innovation (IEMI2012), 2012, Springer, ISBN: 978-3-642-33011-7 (Print) 978-3-642-33012-4 (Online).

[15] Editor, International Asia Conference on Industrial Engineering and Management Innovation (IEMI2012) Proceedings, 2012, Springer, ISBN: 978-3-642-38444-8 (Print) 978-3-642-38445-5 (Online).

[16] Editor, Proceedings of 2011 IEEE 18th International Conference on Industrial Engineering and Engineering Management (IEEM2011), 2011, IEEE, Print ISBN: 978-1-61284-446-6.

[17] Editor, Proceeding of 2010 IEEE 17th International Conference on Industrial Engineering and Engineering Management (IEEM2010), 2010, IEEE, Print ISBN: 978-1-4244-6483-8.

[18] Editor, Proceeding of 2009 IEEE 16th International Conference on Industrial Engineering and Engineering Management (IEEM2009), 2009, IEEE, Print ISBN: 978-1-4244-3671-2 E-ISBN: 978-1-4244-3672-9.