科箭AI聯(lián)合實驗室，助力客戶智能升級
科箭與由秦虎教授領(lǐng)導(dǎo)的華中科技大學(xué)-人工智能實驗室達(dá)成就AI及運籌優(yōu)化算法在物流及供應(yīng)鏈領(lǐng)域的應(yīng)用共創(chuàng)的合作意向。該實驗室主要研究領(lǐng)域包括人工智能優(yōu)化算法，網(wǎng)絡(luò)規(guī)劃，車輛路徑優(yōu)化，智能物流，智能倉儲，智能制造，數(shù)據(jù)挖掘及機器學(xué)習(xí)等，并在國內(nèi)諸多知名企業(yè)中有實際案例應(yīng)用。
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秦虎教授于2002年、2005年在華中科技大學(xué)人工智能與自動化學(xué)院獲得學(xué)士、碩士學(xué)位，2011年在香港城市大學(xué)商學(xué)院獲得博士學(xué)位，2011年加入華中科技大學(xué)管理學(xué)院，2012年11月、2017年11月分別被聘為華中科技大學(xué)副教授、教授。主要研究領(lǐng)域包括人工智能優(yōu)化算法，網(wǎng)絡(luò)規(guī)劃，車輛路徑優(yōu)化，智能物流，智能倉儲，智能制造，數(shù)據(jù)挖掘及機器學(xué)習(xí)等。秦教授已完成國家自科基金項目2項，正在主持1項國家自科基金面上項目，參與國家自科基金國際合作重點項目2項，國家自科基金重點項目1項，國家社科基金重大項目1項，國家科技部重點研發(fā)計劃重點專項2項，國家自然科學(xué)基金創(chuàng)新研究群體項目1項。在英文SCI/SSCI期刊上共發(fā)表論文40余篇，其中包括INFORMS Journal On Computing（IJOC）1篇, Transportation Science （TS）3篇，European Journal of Operational Research （EJOR） 11篇， Transportation Research Part E（TRE） 4篇。自2015-2019年擔(dān)任物流系統(tǒng)工程專業(yè)委員會委員，自2016年起擔(dān)任管理系統(tǒng)工程學(xué)會秘書長，自2019年11月?lián)沃袊锪鲗W(xué)會常務(wù)理事。2018年10月18日，獲得京東全球運籌優(yōu)化挑戰(zhàn)賽（城市物流運輸車輛智能調(diào)度）總冠軍。運籌優(yōu)化領(lǐng)域著名微信公眾號“數(shù)據(jù)魔術(shù)師”的創(chuàng)始人和負(fù)責(zé)人，該公眾號關(guān)注讀者超4.1萬人。秦教授積極地將學(xué)術(shù)研究成果應(yīng)用到企業(yè)實踐中，為企業(yè)創(chuàng)造價值,增強企業(yè)的競爭力，主持和完成了多個企業(yè)項目，合作單位包括華為技術(shù)有限公司，順豐速運有限公司，美的集團，藍(lán)月亮有限公司，廣州寶潔有限公司等。
1. “快遞公司干線運輸中的優(yōu)化問題研究”，國家自然科學(xué)基金面上項目，基金號：71971090，2019年8月16日批準(zhǔn)，2020年1月-2023年12月，項目負(fù)責(zé)人。
2. “智能生產(chǎn)線虛擬重構(gòu)理論與技術(shù)”，國家科技部重點研發(fā)計劃重點專項，基金號：2018YFB1700600，2018年12月批準(zhǔn)，子任務(wù)負(fù)責(zé)人。
3. “管理系統(tǒng)工程”，國家自然科學(xué)基金創(chuàng)新研究群體項目，基金號：71821001，2018年8月批準(zhǔn)，2019年1月-2024年12月，參與人。
4. “基于大數(shù)據(jù)驅(qū)動的在線零售商的物流管理與決策的理論和方法研究”，國家自然科學(xué)基金國際(地區(qū))合作與交流項目，基金號：71620107002，2016年8月批準(zhǔn)，2017年1月-2021年12月，參與人。
5. “信息網(wǎng)絡(luò)技術(shù)驅(qū)動中國制造業(yè)轉(zhuǎn)型戰(zhàn)略、路徑與支撐體系研究”, 國家社會科學(xué)基金重大項目, 基金號: 16ZDA013，2016年12月批準(zhǔn)，2017年1月 - 2021年12月，參與人。
6. “考慮協(xié)同的車輛路徑優(yōu)化問題研究”，國家自然科學(xué)基金面上項目，基金號：71571077, 金額：49.3，2015年8月批準(zhǔn)，2016年1月-2019年12月，項目負(fù)責(zé)人。
7. “電動汽車運營機制設(shè)計與管理優(yōu)化問題研究”，國家自然科學(xué)基金（國際合作項目），基金號：71320107001，金額：207萬，2013年8月批準(zhǔn)，2014年1月-2018年12月，參與人。
8. “社會化商務(wù)商業(yè)模式創(chuàng)新的理論與方法研究”，國家自然科學(xué)基金(重點項目)，基金號：71332001，金額：206萬，2013年8月批準(zhǔn)，2014年1月-2018年12月，參與人。
9. “中國航空乘務(wù)員調(diào)度優(yōu)化問題研究”, 華中科技大學(xué)自主創(chuàng)新研究基金，基金號：2014QN206，金額：4萬，2014年3月批準(zhǔn)，2014年6月 - 2015年12月，項目負(fù)責(zé)人。
10. “計重收費策略下的復(fù)雜車輛路徑問題研究”，國家自然科學(xué)基金（青年項目），基金號：71201065，金額：21萬，2012年8月批準(zhǔn)，2013年1月-2015年12月，項目負(fù)責(zé)人。
11. “貨物拼箱和裝箱問題研究”，華中科技大學(xué)自主創(chuàng)新研究基金，基金號：2012QN213，金額：5萬，2012年4月批準(zhǔn)，2012年5月 - 2013年12月，項目負(fù)責(zé)人。
智能物流
1. “A Simulation Based Meta-heuristic Approach for the Inbound Container Housekeeping Problem in the Automatic Containe Terminals ”， Hu Qin, Xinxin Su, Guoxin Li, Xin Jin, Mingzhu Yu, Transportation Research Part E, March 2020, submitted.
2. "A Review on the Electric Vehicle Routing Problems: Variants and Algorithms", Hu Qin, Xinxin Su, Teng Ren, Zhixing Luo*, Frontiers of Engineering Management, March 2020, submitted.
3. “An Exact Algorithm for the Multi-Period Inspector Scheduling Problem”, Huaxiao Shen, Shengnan Shu, Hu Qin, Qinghua Wu, Computers & Industrial Engineering, February 2020, minor revision.
4. "Branch-and-Price-and-Cut for the Synchronized Vehicle Routing Problem with Split Delivery, Proportional Service Time and Multiple Time Windows", Jiliu Li (my Ph.D. student), Hu Qin*, Roberto Baldacci, Wenbin Zhu,Transportation Research Part E, February 2020, minor revision.
5. “Planning of Garbage Collection Service: An Arc-Routing Problem With Time-Dependent Penalty Cost", Xin Jin (my Ph.D. student), Hu Qin, Zizhen Zhang*, MengChu Zhou, Jiahai Wang, IEEE Transactions on Intelligent Transportation Systems, February 2020, accepted.
6. "Multi-objective Optimization for the Vehicle Routing Problem with Outsourcing and Profit Balancing", Zizhen Zhang, Hu Qin, Yanzhi Li*， IEEE Transactions on Intelligent Transportation Systems, Forthcoming, 31 March 2019.
7. "The Split-Delivery Mixed Capacitated Arc-Routing Problem: Applications and a Forest-based Tabu Search Approach", Mingzhu Yu, Xin Jin (my Ph.D. student), Zizhen Zhang?, Hu Qin, Qidong Lai, Transportation Research Part E, Volume 132, December 2019, Pages 141-162.
8. “The Unilateral Transportation Problem”, Jiliu Li (my Ph.D. student), Hu Qin, Huaxiao Shen* and Kwok Leung Tsui, Transportation Research Part E, Volume 132, December 2019, Pages 1-29.
9. "Exact Algorithms for the Vehicle Routing Problem with Time Windows and Combinatorial Auction", Zhenzhen Zhang, Zhixing Luo*, Hu Qin and Andrew Lim, Transportation Science, Volume 53, Issue 2, March-April 2019, Pages 319 – 622.
10. "A Branch-and-cut Algorithm for the Two-echelon Capacitated Vehicle Routing Problem with Grouping Constraints", Tian Liu, Zhixing Luo*, Hu Qin and Andrew Lim, European Journal of Operational Research, Volume 266, Issue 2, 16 April 2018, Pages 487-497.
11. "Manpower Allocation and Vehicle Routing Problem in Non-emergency Ambulance Transfer Service", Zizhen Zhang, Hu Qin, Kai Wang*, Huang He and Tian Liu, Transportation Research Part E, Volume 106, October 2017, Pages 45-59.
12. "A Branch-and-Price Algorithm for the Two-dimensional Vector Packing Problem with Piecewise Linear Cost Function", Qian Hu, Wenbin Zhu*, Hu Qin and Andrew Lim, European Journal of Operational Research, Volume 260, Issue 1, 1 July 2017, Pages 70-80.
13. "Branch-and-price-and-cut for the Split-delivery Vehicle Routing Problem with Time Windows and Linear Weight-related Cost", Zhixing Luo, Hu Qin*, Wenbin Zhu and Andrew Lim, Transportation Science, Volume 51, Issue 2, May 2017, Pages 668-687.
14. "Pickup and Delivery Service with Manpower Planning in Hong Kong Public Hospitals", Andrew Lim, Zhenzhen Zhang* and Hu Qin, Transportation Science, Volume 51, Issue 2, May 2017, Pages 688-705.
15. "Branch-and-Price-and-Cut for the Manpower Routing Problem with Synchronization Constraints", Zhixing Luo, Hu Qin*, Wenbin Zhu and "Andrew Lim, Naval Research Logistics, Volume 63, Issue 2, March 2016, Pages 138 - 171.
16. "An Efficient Intelligent Search Algorithm for the Two-dimensional Rectangular Strip Packing Problem", Lijun Wei, Hu Qin*, Brenda Cheang and Xianhao Xu, International Transactions in Operational Research, Volume 23, Issue 1-2, January-March, 2016, Pages 65 - 92.
17. "Adaptive Large Neighborhood Search Heuristics for the Vehicle Routing Problem with Stochastic Demands and Weight-related Cost", Zhizing Luo, Hu Qin*, Dezhi Zhang and Andrew Lim,Transportation Research Part E, Volume 85, January 2016, Pages 69 - 89.
18. "A Study of Perturbation Operators for the Pickup and Delivery Traveling Salesman Problem with LIFO or FIFO Loading", Lijun Wei, Hu Qin, Wenbin Zhu, Long Wan, Journal of Heuristics, Volume 21, Issue 5, October 2015, Pages 617-639.
19. "A Tabu Search Algorithm for the Multi-period Inspector Scheduling Problem", Hu Qin, Wei Ming, Zizhen Zhang*, Yubin Xie, Andrew Lim,Computers & Operations Research, Volume 59, July 2015, Pages 78–93.
20. "On Service Consistency in Multi-period Vehicle Routing", Zhixing Luo, Hu Qin*, Andrew Lim, Chanhou Che, European Journal of Operational Research, Volume 243, Issue 3, 16 June 2015, Pages 731–744.
21. "Branch-and-Price-and-Cut for the Multiple Traveling Repairman Problem with Distance Constraints", Zhixin Luo, Hu Qin*, Lim Andrew, European Journal of Operational Research, Volume 234, Issue 1, 1 April 2014, Pages 49–60.
22. "The Freight Consolidation and Containerization Problem", Hu Qin, Andrew Lim and Zizhen Zhang*, European Journal of Operational Research, Volume 234, Issue 1, 1 April 2014, Pages 37–48.
23. "A Memetic Algorithm for the Capacitated m-Ring-Star Problem", Zizhen Zhang, Hu Qin and Andrew Lim, Applied Intelligence, Volume 40, Issue 2, 2014, Pages 305 - 321.
24. "A Memetic Algorithm for the Multiperiod Vehicle Routing Problem with Profit", Zizhen Zhang, Oscar Che, Brenda Cheang, Andrew Lim, Hu Qin*,European Journal of Operational Research, Volume 229, Issue 3, 16 September 2013, Pages 573–584.
25. "Multiple Pickup and Delivery Traveling Salesman Problem with Last-in-first-out Loading and Distance Constraints", Brenda Cheung, Xiang Gao, Andrew Lim, Hu Qin* and Wenbin Zhu, European Journal of Operational Research, Volume 223, Issue 1, 16 November 2012, Pages 60-75.
26. "Iterative Deepening A* Algorithms for the Container Relocation Problem", Zhu, Wenbin, Qin, Hu*, Lim, Andrew and Zhang, Huidong, IEEE Transactions on Automation Science and Engineering, Volume 9, Issue 4, October 2012, Pages 710-722.
27. “A Two-stage Tabu Search Algorithm with Enhanced Packing Heuristics for the 3L-CVRP and M3L-CVRP”, Wenbin Zhu, Hu Qin*, Andrew Lim and Lei Wang, Computers & Operations Research, Volume 39, Issue 9, September 2012, Pages 2178 - 2195.
28. "The Freight Allocation Problem with All-units Quantity-based Discount: A heuristic algorithm", Hu Qin, Meifeng Luo*, Xiang Gao and Andrew Lim, Omega—The International Journal of Management Science, Volume 40, Issue 4, August 2012, Pages 415-423.
29. "The Single Vehicle Routing Problem with Toll-by-Weight Scheme: a Branch and Bound Approach", Zizhen Zhang, Hu Qin*, Wenbin Zhu, Andrew Lim, European Journal of Operational Research, Volume 220, Issue 2, 16 July 2012, Pages 295–304 .
30. "The Freight Allocation Problem with Lane Cost Balancing Constraint” Andrew Lim, Hu Qin* and Zhou Xu, European Journal of Operational Research, Volume 217, Issue 1, 16 February 2012, Pages 26-35.
31. "The Tree Representation forthe Pickup and Delivery Traveling Salesman Problem with LIFO Loading",Yongquan Li, Andrew Lim, Wee-Chong Oon, Hu Qin*, Dejian Tu,European Journalof Operational Research, Volume 212, Issue 3, 1 August 2011,Pages 482-496.
智能制造
1. "Coordinated Scheduling of Production and Transportation in a Two-Stage Assembly Flowshop", K. WANG, W.Q MA, H. LUO, Hu QIN, International Journal of Production Research, Volume 54, Issue 22，2016, Pages 6891 - 6911.
2. "A Fuzzy Logic-based Hybrid Estimation of Distribution Algorithm for Distributed Permutation Flowshop Scheduling Problems Under Machine Breakdown", Kai Wang, Yun Huang and Hu Qin, Journal of the Operational Research Society, Volume 67,Issue 1, 2016, Pages 68 - 82.
3. "An Estimation of Distribution Algorithm for Hybrid Flow Shop Scheduling under Stochastic Processing Times", Kai Wang*; S.H., Choi and Hu Qin,International Journal of Production Research, Volume 52, Issue 24, 2014, Pages 7360–7376.
4. “A Cluster-based Scheduling Model Using SPT and SA for Dynamic Hybrid Flow Shop Problems”, Kai Wang, Shiu Hong Choi, Hu Qin, Yun Huang, The International Journal of Advanced Manufacturing Technology, Volume 67, Issue 9-12, August 2013, Pages 2243-2258.
智能倉儲
1. "Orders to workstations assignment rules in robotic sorting systems", Bipan Zou, Shuang Xiao, Hu Qin*, International Journal of Production Research, submitted, March 2020.
2. "Travel Time Analysis of the Dual Command Cycle in the Split-platform AS/RS with I/O Dwell Point Policy", Tian Liu, Xianhao Xu, Hu Qin and Andrew Lim, Flexible Services and Manufacturing Journal, Volume 28, Issue 3, September 2016, Pages 442-460.
其他
1. “Collaborative Scheduling of Distributed Operating Rooms”,Kai Wang, Yun Huang, Chunxia Yu, Hu Qin, Mengwen Luo，Swarm and Evolutionary Computation，December 2019, major revision.
2. "A Branch-and-Price-and-Cut Algorithm for the Cable Routing Problem in Solar Power Plants", Zhixing Luo, Hu Qin, T.C.E. Cheng, Qinghua Wu*, Andrew Lim, Submitted to INFORMS Journal On Computing, forthcoming, August 2019.
3. "An Enhanced Branch-and-bound Algorithm for the Talent Scheduling Problem", Hu Qin, Zizhen Zhang?, Andrew Lim, Xiaocong Liang, European Journal of Operational Research, Volume 250, Issue 2, 16 April 2016, Pages 412 - 426.
4. "A Tabu Search Algorithm for the Power System Islanding Problem", Fei Tang , Huizhi Zhou, QinghuaWu*, Hu Qin, Jun Jia and Ke Guo, Energies, Volume 8, Issue 10, 2015, Pages 11315 - 11341.
5. "Example-based Learning Particle Swarm Optimization for Continuous Optimization", Han Huang*, Hu Qin, Zhifeng Hao and Andrew Lim,Information Sciences, Volume 182, Issue 1, 1 January 2012, Pages 125-138.
發(fā)表或接受的會議論文
1. “Forest-based Tabu Search to the Split-delivery Capacitated Arc-routing Problem”，Qidong Lai , Zizhen Zhang, Xin Jin, Hu Qin, 2018 IEEE 14th International Conference on Automation Science and Engineering (CASE), 20-24 Aug. 2018 Munich, Germany.
2. "An Efficient Forest-based Tabu Search Algorithm for the Split-delivery Vehicle Routing Problem", Zizhen Zhang, Huang He, Zhixing Luo, Hu Qin and Songshan Guo, the Twenty-Ninth AAAI Conference on Artificial Intelligence (AAAI-15), January 25–30, 2015 Austin, Texas, USA.
3. "A Tree-based Tabu Search for the Manpower Allocation Problem with Time Windows and Job-Teaming Constraints", Yilin Cai, Zizhen Zhang, Songshan Guo, Hu Qin, Andrew Lim, 23rd International Joint Conference on Artificial Intelligence (IJCAI 2013), August 3-9, 2013, Beijing, China.
4. "The Tree Representation of Feasible Solutions for the TSP with Pickup and Delivery and LIFO Loading", Dejian Tu, Songshan Guo, Hu Qin, Wee-Chong Oon, Andrew Lim, the Twenty-Fourth AAAI Conference on Artificial Intelligence (AAAI-10), July 11–15, 2010 in Atlanta, Georgia, USA).
發(fā)表或接受的中文期刊論文
1. 相容性約束的車輛路徑問題及其混合蟻群算法，余良，秦虎*，重慶師范大學(xué)學(xué)報(自然科學(xué)版)，2018年，第35卷，第2期，頁碼1-9。
2. 禁忌搜索算法求解帶時間窗和多配送人員的車輛路徑問，蘇欣欣，秦虎*，王愷，重慶師范大學(xué)學(xué)報(自然科學(xué)版)，2020年，第37卷，第1期，頁碼22-30。
1. 本科生課程《運籌學(xué)I》
2. 學(xué)術(shù)型碩士生課程《最優(yōu)化理論與方法》，《運籌學(xué)II》
3. MBA課程《優(yōu)化方法企業(yè)實踐》
4. 博士生課程《管理優(yōu)化決策》
羅志興副教授于2010年在華南理工大學(xué)計算機科學(xué)與工程學(xué)院獲得學(xué)士學(xué)位，2014年在香港城市大學(xué)商學(xué)院獲得博士學(xué)位，2014年加入南京大學(xué)工程管理學(xué)院，2017年被聘為南京大學(xué)副教授。主要研究領(lǐng)域包括人工智能優(yōu)化算法，網(wǎng)絡(luò)規(guī)劃，車輛路徑優(yōu)化，智能物流，智能倉儲，智能制造等。已完成國家自然科學(xué)基金項目1項，參與國家自然科學(xué)基金重點項目和國家社會科學(xué)基金重點項目各1項。在英文SCI/SSCI期刊上共發(fā)表論文16篇，其中包括INFORMS Journal On Computing（IJOC）2篇, Transportation Science （TS）4篇，European Journal of Operational Research （EJOR） 5篇。2018年10月18日，獲得京東全球運籌優(yōu)化挑戰(zhàn)賽（城市物流運輸車輛智能調(diào)度）總冠軍。
1. “電子商務(wù)企業(yè)物流配送車輛調(diào)度研究”，國家自然科學(xué)基金（青年）項目，基金號：71501091, 2015年8月16日批準(zhǔn)，2016年1月 - 2018年12月，項目負(fù)責(zé)人。
2. “考慮協(xié)同的車輛路徑優(yōu)化問題研究”，國家自然科學(xué)基金面上項目，基金號：71571077, 2015年8月批準(zhǔn)，2016年1月-2019年12月，參與人。
3. “運輸服務(wù)聯(lián)合采購問題的研究”，國家自然科學(xué)基金面上項目，基金號： 71501094， 2015年8月批準(zhǔn)，2016年1月-2019年12月，參與人。
4. “基于內(nèi)部損失時間的商業(yè)銀行操作風(fēng)險動因機理、量化建模及動態(tài)控制研究”，國家自然科學(xué)基金面上項目，基金號：71671083，2016年8月批準(zhǔn)， 2017年1月-2020年12月，參與人。
5. “大數(shù)據(jù)背景下項目管理理論與模式研究”，國家自然科學(xué)基金重點項目，基金號：71732003，2017年8月批準(zhǔn)， 2018年1月-2022年12月，參與人。
6. “大型光伏電站設(shè)計中的分區(qū)優(yōu)化、設(shè)施選址和布線優(yōu)化問題研究”，國家自然科學(xué)基金面上項目，基金號：71771099，2017年8月批準(zhǔn)， 2018年1月-2021年12月，參與人。
1. "A Branch-and-Price-and-Cut Algorithm for the Cable Routing Problem in Solar Power Plants", Zhixing Luo, Hu Qin, T.C.E. Cheng, Qinghua Wu*, Andrew Lim, Submitted to INFORMS Journal On Computing, accepted, August 2019.
2. “A Branch-and-price-and-cut Algorithm for a Pickup and Delivery Problem in Retailing”, Chongshou Li, Lijun Gong, Zhixing Luo*, and Andrew Lim, Omega, Volume 89, December 2019, Pages 71-91.
3. “A New Branch-and-price-and-cut Algorithm for One-dimensional Bin Packing Problems”, Lijun Wei, Zhixing Luo*, Roberto Baldacci and Andrew Lim, , INFORMS Journal on Computing，accepted, 2018.
4. “Exact Algorithms for the Vehicle Routing Problem with Time Windows and Combinatorial Auction”, Zhenzhen Zhang, Zhixing Luo, Hu Qin and Andrew Lim, Transportation Science, Volume 53, Issue 2, March-April 2019, Pages 427-441.
5. “A Branch-and-cut Algorithm for the Two-echelon Capacitated Vehicle Routing Problem with Grouping Constraints”, Tian Liu, Zhixing Luo*, Hu Qin and Andrew Lim. . European Journal of Operational Research, Volume 266, Issue 2, 16 April 2018, Pages 487-497.
6. “A Two-phase Branch-and-price-and-cut for a Dial-a-ride Problem in Patient Transportation”, Zhixing Luo, Mengyang Liu and Andrew Lim. Transportation Science, Volume 53, Issue 1, January-February 2019, Pages 113-130.
7. “Branch-and-price-and-cut for the Split-delivery Vehicle Routing Problem with Time Windows and Linear Weight-related Cost”, Zhixing Luo, Hu Qin*, Wenbin Zhu and Andrew Lim, . Transportation Science, Volume 51, Issue 2, May 2017, 668-687.
8. “Branch-and-price-and-cut for the Manpower Routing Problem with Synchronization Constraints”, Zhixing Luo, Hu Qin, Wenbin Zhu and Andrew Lim, Naval Research Logistics, Volume 63, Issue 2, March 2016, Pages 138-171.
9. "Adaptive Large Neighborhood Search Heuristics for the Vehicle Routing Problem with Stochastic Demands and Weight-related Cost", Zhizing Luo, Hu Qin*, Dezhi Zhang and Andrew Lim,Transportation Research Part E, Volume 85, January 2016, Pages 69 - 89.
10. “Exact Approaches for the Pickup and Delivery Problem with Loading Cost”, Li Xue, Zhixing Luo*and Andrew Lim, Omega, Volume 59, Part B, March 2016, Pages 131-145.
11. “A Fast Implementation for the 2D/3D Box Placement Problem”, Wenbin Zhu, Zhixing Luo*, Andrew Lim and Wee-Chong Oon, Computational Optimization and Applications, Volume63, Issue 2, 2016, Pages 585-612.
12. “A Branch-and-cut Algorithm for a Realistic Dial-a-ride Problem”, Mengyang Liu, Zhixing Luo* and Andrew Lim, Transportation Research Part B: Methodological, Volume 81, Part 1, November 2015, Pages 267-288.
13. "On Service Consistency in Multi-period Vehicle Routing”, Zhixing Luo, Hu Qin*, Andrew Lim, Chanhou Che, European Journal of Operational Research, Volume 243, Issue 3, 16 June 2015, Pages 731–744.
14. “Two Exact Algorithms for the Traveling Umpire Problem”, Li Xue, Zhixing Luo* and Andrew Lim, European Journal of Operational Research,Volume 243, Issue 3, 16 June 2015, Pages 932-943.
15. "Branch-and-Price-and-Cut for the Multiple Traveling Repairman Problem with Distance Constraints", Zhixin Luo, Hu Qin*, Lim Andrew, European Journal of Operational Research, Volume 234, Issue 1, 1 April 2014, Pages 49–60.
16. “An Adaptive Ejection Pool with Toggle-rule Diversification Approach for the Capacitated Team Orienteering Problem.”, Zhixing Luo, Andrew Lim and Wenbin Zhu, European Journal of Operational Research,Volume 229, Issue 3, 16 September 2013, Pages 673-682.
張子臻，中山大學(xué)數(shù)據(jù)科學(xué)與計算機學(xué)院副教授。分別于2007年與2009年在中山大學(xué)計算機科學(xué)系獲得學(xué)士與碩士學(xué)位，2014年在香港城市大學(xué)商學(xué)院獲得博士學(xué)位，同年在香港科技大學(xué)工業(yè)工程與物流管理系短期訪問，之后加入中山大學(xué)數(shù)據(jù)科學(xué)與計算機學(xué)院，2017年公派赴美國新澤西理工大學(xué)電子與計算機工程系訪問一年。主要研究方向為智能優(yōu)化算法、深度強化學(xué)習(xí)、決策優(yōu)化與調(diào)度、智能交通物流運輸。主持了國家自然科學(xué)基金項目1項，廣東省自然科學(xué)基金項目3項及多項企業(yè)委托課題。在國際知名期刊與會議發(fā)表論文50余篇，其中SCI期刊論文近30篇，包括IEEE Transactions on Automation Science and Engineering（IEEE TASE）2篇、IEEE Transactions on Intelligent Transportation Systems（IEEE TITS）3篇、Transportation Research Part B&E 4篇、IEEE Transactions on Systems, Man and Cybernetics: Systems（IEEE TSMC）5篇。自2019年起擔(dān)任廣東省計算機學(xué)會普及工作委員會秘書長與宣傳媒體工作委員會委員。自2014年起擔(dān)任中山大學(xué)ACM/ICPC國際大學(xué)生程序設(shè)計競賽教練，指導(dǎo)學(xué)生多次獲得ACM/ICPC全球總決賽獎項，多名學(xué)生畢業(yè)后就職于Google等大型IT企業(yè)。
1. “帶穩(wěn)定性約束的港口船舶調(diào)度問題研究”，國家自然科學(xué)基金青年項目，基金號：71601191，2017-01至2019-12，項目負(fù)責(zé)人。
2. “基于超算的復(fù)雜路徑并行優(yōu)化算法”，廣東省自然科學(xué)基金-面上項目，基金號：2019A1515011169，2019-10至2022-9，項目負(fù)責(zé)人。
3. “基于多目標(biāo)規(guī)劃的大規(guī)模航空人員調(diào)度問題及算法研究”，廣東省自然科學(xué)基金-面上項目，基金號：2016A030313264，2016-01至2018-12，項目負(fù)責(zé)人。
4. “考慮人員因素的車輛路徑規(guī)劃問題研究”，廣東省自然科學(xué)基金-博士啟動，基金號：2014A030310312，2015-01至2018-01，項目負(fù)責(zé)人。
5. “計重收費策略下的車輛智能調(diào)度研究”，中央高校基本科研業(yè)務(wù)費，15lgpy37，2015-01至2016-12，項目負(fù)責(zé)人。
6. “基于自主分布式數(shù)據(jù)庫的大數(shù)據(jù)內(nèi)存計算技術(shù)研發(fā)及應(yīng)用”，2015年度廣東省前沿與關(guān)鍵技術(shù)創(chuàng)新專項資金（重大科技專項），2015B010108001，參與人。
7. “深度學(xué)習(xí)支持的政府治理大數(shù)據(jù)分析與預(yù)測關(guān)鍵技術(shù)研究”，2017年NSFC-廣東聯(lián)合基金，U1711262，參與人。
1. "Planning of Garbage Collection Service: An Arc-Routing Problem With Time-Dependent Penalty Cost", Xin Jin, Hu Qin, Zizhen Zhang*, MengChu Zhou, Jiahai Wang. IEEE Transactions on Intelligent Transportation Systems, forthcoming, DOI: 10.1109/TITS.2020.2973806.
2. "Multi-objective optimization for the vehicle routing problem with outsourcing and profit balancing", Zizhen Zhang, Yanzhi Li, Hu Qin. IEEE Transactions on Intelligent Transportation Systems, forthcoming, DOI: 10.1109/TITS.2019.2910274.
3. "Enhanced Branch-and-Bound Framework for a Class of Sequencing Problems", Zizhen Zhang, Luyao Teng, MengChu Zhou, Jiahai Wang, Hua Wang. IEEE Transactions on Systems, Man and Cybernetics: Systems, forthcoming, DOI: 10.1109/TSMC.2019.2916202.
4. "Multiobjective Multiple Neighborhood Search Algorithms for Multiobjective Fleet Size and Mix Location-Routing Problem With Time Windows", Jiahai Wang, Liangsheng Yuan, Zizhen Zhang, Shangce Gao, Yuyan Sun, Yalan Zhou. IEEE Transactions on Systems, Man and Cybernetics: Systems, forthcoming, DOI: 10.1109/TSMC.2019.2912194.
5. "Construction-based Optimization Approaches to Airline Crew Rostering Problems", Zizhen Zhang, Mengchu Zhou, JiahaiWang. IEEE Transactions on Automation Science and Engineering, forthcoming, DOI: 10.1109/TASE.2019.2955988.
6. "A hybrid multiobjective memetic algorithm for multiobjective periodic vehicle routing problem with time windows", Jiahai Wang, Wenbin Ren, Zizhen Zhang, Han Huang, Yuren Zhou. IEEE Transactions on Systems, Man and Cybernetics: Systems, forthcoming, DOI: 10.1109/TSMC.2018.2861879.
7. "Cooperative evolutionary framework with focused search for many-objective optimization", Jiahai Wang, Binzhong Cen, Shangce Gao, Zizhen Zhang, Yuren Zhou. IEEE Transactions on Emerging Topics in Computational Intelligence, forthcoming, DOI: 10.1109/TETCI.2018.2849380.
8. "Tri-goal evolutionary framework for constrained many-objective optimization", Yalan Zhou, Min Zhu, Jiahai Wang, Zizhen Zhang, Yi Xiang, Jun Zhang. IEEE Transactions on Systems, Man and Cybernetics: Systems, forthcoming, DOI: 10.1109/TSMC.2018.2858843.
9. "The Split-Delivery Mixed Capacitated Arc-Routing Problem: Applications and a Forest-based Tabu Search Approach", Mingzhu Yu, Xin Jin, Zizhen Zhang*, Hu Qin, Qidong Lai. Transportation Research Part E, Volume 132, Pages 141-162, 2019.
10. "Timetable optimization for regenerative energy utilization in subway systems", Hongjie Liu, Mengchu Zhou, Xiwang Guo, Zizhen Zhang, Bin Ning, Tao Tang. IEEE Transactions on Intelligent Transportation Systems, Volume 20, Issue 9, Pages 3247-3257, September 2019.
11. "GMMA: GPU-based multiobjective memetic algorithms for vehicle routing problem with route balancing", Zizhen Zhang, Yuyan Sun, Hong Xie, Yi Teng, Jiahai Wang. Applied Intelligence, Volume 49, Issue 1, Pages 63-78, Jan 2019.
12. "The quay crane scheduling problem with stability constraints", Zizhen Zhang, Ming Liu, Chung-Yee Lee, Jiahai Wang. IEEE Transactions on Automation Science and Engineering, Volume 15, Issue 3, Pages 1399-1412, July 2018.
13. "Manpower allocation and vehicle routing problem in non-emergency ambulance transfer service", Zizhen Zhang, Hu Qin, Kai Wang, Huang He, Tian Liu. Transportation Research Part E, Volume 106, Pages 45-59, 2017.
14. "A feasibility-based heuristic for the container pre-marshalling problem", NingWang, Bo Jin, Zizhen Zhang, Andrew Lim. European Journal of Operational Research, Volume 256, Pages 90-101, 2017.
15. "Multiobjective approaches for the ship stowage planning problem considering ship stability and container rehandles", Zizhen Zhang, Chung-Yee Lee. IEEE Transaction on Systems, Man, and Cybernetics: Systems, Volume 46, Issue 10, Pages 1374-1389, October 2016.
16. "Bi-objective optimization for the container terminal integrated planning", Ming Liu, Chung-Yee Lee, Zizhen Zhang, Chengbin Chu, Transportation Research Part B, Volume 93, Pages 720 - 749, June 2016.
17. "An enhanced branch-and-bound algorithm for the talent scheduling problem", Hu Qin, Zizhen Zhang*, Andrew Lim, Xiaocong Liang. European Journal of Operational Research, Volume 250, Issue 2, Pages 412-426, April 2016.
18. "Multiobjective local search for community detection in networks", Yalan Zhou, Jiahai Wang, Ningbo Luo, Zizhen Zhang. Soft Computing, Volume 20, Pages 3273-3282, 2016.
19. "A polynomial-time heuristic for the quay crane double-cycling problem with internal reshuffing operations", Ming Liu, Feng Chu, Zizhen Zhang*, Chengbin Chu. Transportation Research Part E, Volume 81, Pages 5274, September 2015.
20. "A tabu search algorithm for the inspector scheduling problem", Hu Qin, Wei Ming, Zizhen Zhang*, Yubin Xie, Andrew Lim. Computers & Operations Research, Volume 59, Pages 7893, July 2015.
21. "A memetic algorithm for the capacitated m-ring-star problem", Zizhen Zhang, Hu Qin, Andrew Lim. Applied Intelligence, Volume 40, Issue 2, Pages 305-321, March 2014.
22. "The freight consolidation and containerization problem", Hu Qin, Zizhen Zhang*, Andrew Lim. European Journal of Operational Research, Volume 234, Issue 1, Pages 37-48, April 2014.
23. "A memetic algorithm for the multiperiod vehicle routing problem with profit", Zizhen Zhang, Chan Hou Che, Brenda Cheang, Andrew Lim, Hu Qin. European Journal of Operational Research, Volume 229, Issue 3, Pages 573584, September 2013.
24. "The single vehicle routing problem with toll-by-weight scheme: a branch-and-bound approach", Zizhen Zhang, Hu Qin, Andrew Lim, Wenbin Zhu. European Journal of Operational Research, Volume 220, Issue 2, Pages 295304, July 2012.
25. "Solving Multitrip Pickup and Delivery Problem With Time Windows and Manpower Planning Using Multiobjective Algorithms", JiahaiWang, Yuyan Sun, Zizhen Zhang*, Shangce Gao. IEEE/CAA Journal of Automatica Sinica, minor revision.
26. "Information Transparency and Government Advice within an Agricultural Supply Chain", Mingzhu Yu, Qi Wang, Zelong Yi, Zizhen Zhang. International Journal of Production Research, minor revision.
王愷教授于2002年、2005年在華中科技大學(xué)人工智能與自動化學(xué)院獲得學(xué)士、碩士學(xué)位，2010年在香港大學(xué)工業(yè)及制造系統(tǒng)工程系獲得博士學(xué)位，2011年加入武漢大學(xué)經(jīng)濟與管理學(xué)院，2018年11月被聘為武漢大學(xué)教授，2019年4月被聘為武漢大學(xué)健康經(jīng)濟與管理研究中心特聘研究員。目前擔(dān)任國家自然科學(xué)基金管理科學(xué)部、信息科學(xué)部通訊評審專家和“十三五”國家重點圖書《排序與調(diào)度叢書》評審專家。近年來主要從事復(fù)雜生產(chǎn)系統(tǒng)和醫(yī)療服務(wù)系統(tǒng)的調(diào)度優(yōu)化研究，涉及生產(chǎn)計劃與調(diào)度、生產(chǎn)與運輸協(xié)同調(diào)度、手術(shù)室計劃與調(diào)度、救護車路徑優(yōu)化、體檢排隊優(yōu)化、家庭醫(yī)療服務(wù)管理等。王愷教授已完成國家自科基金項目1項，教育部項目2項，正在主持國家自科基金面上項目1項，參與國家自科基金重點項目1項，國家社科基金重大項目1項，國家自科基金面上項目1項。在IEEE Transactions on Systems, Man, and Cybernetics: Systems, Computers & Operations Research，Computers & Industrial Engineering, International Journal of Production Research，Transportation Research Part E: Logistics and Transportation Review, Journal of the Operational Research Society等英文SCI/SSCI期刊上發(fā)表論文近20篇。出版獨著學(xué)術(shù)專著一部，獲湖北省社會科學(xué)優(yōu)秀成果二等獎。王愷教授積極運用專業(yè)知識主持或參與企業(yè)咨詢項目，幫助企業(yè)解決運營管理中的問題，合作企業(yè)主要包括鐵道第三勘察設(shè)計院集團、廣東能源集團有限公司、國網(wǎng)湖北省電力有限公司、武漢新港管理委員會等。
1. “云制造環(huán)境下的流程工業(yè)企業(yè)協(xié)同調(diào)度研究”，湖北省自然科學(xué)基金面上項目，基金號：2019CFB48,2019年6月批準(zhǔn)，2020年1月-2021年12月，項目負(fù)責(zé)人。
2. “集裝箱碼頭前沿區(qū)域的集成調(diào)度及碳稅對港區(qū)碳排放的影響研究”，國家自然科學(xué)基金面上項目，基金號：71771180, 2017年8月批準(zhǔn)，2018年1月-2021年12月，參與人。
3. “非常規(guī)突發(fā)事件下多醫(yī)院手術(shù)室聯(lián)合計劃與調(diào)度研究”，國家自然科學(xué)基金面上項目，基金號：71671131，2016年8月批準(zhǔn)，2017年1月-2020年12月，項目負(fù)責(zé)人。
4. “湖北省高端裝備制造業(yè)創(chuàng)新管理研究——基于項目管理的視角”，湖北省軟科學(xué)項目，基金號：2016ADC071,2016年11月批準(zhǔn)，2017年1月-2018年12月，項目負(fù)責(zé)人。
5. “不確定條件下基于分群策略的柔性 Flow Shop 調(diào)度問題研究”，國家自然科學(xué)基金青年項目，基金號：71301124，2013年8月批準(zhǔn)，2014年1月-2016年12月，項目負(fù)責(zé)人。
6. “不確定環(huán)境下基于分布估計算法的調(diào)度方法研究”，教育部人文社會科學(xué)青年基金項目，基金號：13YJC630165，2013年6月批準(zhǔn)，2014年1月-2016年12月，項目負(fù)責(zé)人。
7. “復(fù)雜生產(chǎn)環(huán)境下面向節(jié)能的柔性流水車間調(diào)度研究”，教育部博士點新教師基金項目，基金號：20130141120071,2013年6月批準(zhǔn)，2014年1月-2016年12月，項目負(fù)責(zé)人。
8. “復(fù)雜不確定性多主體多目標(biāo)合作博弈與協(xié)商談判的合作機制合作模式”，國家自然科學(xué)基金重點項目，基金號：71231007,2012年8月批準(zhǔn)，2013年1月-2017年12月，子課題負(fù)責(zé)人。
智能制造
1. "Synchronized Scheduling of Make to Order Plant and Cross-Docking Warehouse", Hao Luo, Xuan Yang., Kai Wang*, Computers & Industrial Engineering, Volume 138, December 2019, 106108.
2. "Permutation Flow Shop Scheduling With Batch Delivery to Multiple Customers in Supply Chains", Kai Wang, Hao Luo, Feng Liu*, Xiaohang Yue, IEEE Transactions on Systems, Man, and Cybernetics: Systems, Volume 48, Issue 10, October 2018, Pages 1826-1837.
3. "Coordinated Scheduling of Production and Transportation in a Two-Stage Assembly Flowshop", Kai Wang, Wenqiong Ma, Hao Luo*, Hu Qin, International Journal of Production Research, Volume 54, Issue 22, November 2016, Pages 6891-6911.
4. "A fuzzy logic-based hybrid estimation of distribution algorithm for distributed permutation flowshop scheduling problems under machine breakdown", Kai Wang, Yun Huang*, Hu Qin, Journal of the Operational Research Society, Volume 67, January 2016, Pages 68-82.
5. "A hybrid estimation of distribution algorithm for simulation-based scheduling in a stochastic permutation flowshop", Kai Wang*, Shiu Hong Choi, Haili Lu, Computers & Industrial Engineering, Volume 90, December 2015, Pages 186-196.
6. "An Estimation of Distribution Algorithm for Hybrid Flow Shop Scheduling under Stochastic Processing Times", Kai Wang*, Shiu Hong Choi, Hu Qin, International Journal of Production Research, Volume 52, Issue 24, December 2014, Pages 7360-7376.
7. "A Holonic Approach to Flexible Flow Shop Scheduling under Stochastic Processing Times", Kai Wang, Shiu Hong Choi*, Computers & Operations Research, Volume 43, March 2014, Pages 157-168.
8. "A Cluster-Based Scheduling Model Using SPT and SA for Dynamic Hybrid Flow Shop Problems", Kai Wang*, Shiu Hong Choi, Hu Qin, Yun Huang, International Journal of Advanced Manufacturing Technology, Volume 67, Issue 9-12, August 2013, Pages 2243-2258.
9. "A Decomposition-Based Approach to Flexible Flow Shop Scheduling under Machine Breakdown", Kai Wang, Shiu Hong Choi*, International Journal of Production Research, Volume 50, Issue 1, January 2012, Pages 215-234.
醫(yī)療服務(wù)管理
1. "Manpower Allocation and Vehicle Routing Problem in Non-emergency Ambulance Transfer Service", Zizhen Zhang, Hu Qin, Kai Wang*, Huang He and Tian Liu, Transportation Research Part E: Logistics and Transportation Review, Volume 106, October 2017, Pages 45-59.
供應(yīng)鏈管理
1. "A Group Decision Making Sustainable Supplier Selection Approach using Extended TOPSIS under Interval-Valued Pythagorean Fuzzy Environment", Chunxia Yu, Yifan Shao, Kai Wang*, Luping Zhang, Expert Systems with Applications, Volume 121, May 2019, Pages 1-17.
2. "Green supply chain coordination with greenhouse gases emissions management: a game-theoretic approach", Yun Huang, Kai Wang*, Ting Zhang, Chuan Pang, Journal of Cleaner Production, Volume 114, January 2016, Pages 2004-2014.
1. 本科生課程《統(tǒng)計學(xué)》
2. 學(xué)術(shù)型碩士生課程《工業(yè)工程專題》，《商務(wù)統(tǒng)計》