副教授

姓名:亓亮 性别:男 学历:博士

职称:副教授 办公室:J13-212 隶属部门:智能科学与技术系

联系方式:qiliang@sdust.edu.cn

个人简介:

亓亮,1986年5月生。2017年毕业于同济大学,获计算机软件与理论专业博士学位。曾在美国罗格斯大学、新泽西理工大学访问研究两年。 目前主持国家自然科学青年基金一项、山东省自然科学基金一项、山东科技大学人才引进科研启动基金一项;参与国家自然科学基金10项;发表(含合作发表)学术论文80余篇,其中IEEE Trans系列期刊19篇,谷歌学术引用次数1100+ (H-index=18);曾获“上海市优秀毕业生”、山东科技大学“优秀班主任”、“优秀教师”等荣誉称号。 研究兴趣包括软件形式化方法、优化算法、人工智能、机器学习、智能交通、智慧港口等。

详细信息:

讲授本科生课程:

    《人工智能》、《最优化理论与方法》、《机器学习》


主要研究方向:

(1)基于Petri网的软件形式化建模方法

(2)智能优化算法及应用

(3)多智能体学习与协同控制

(4)智能交通系统建模与优化


主持科研项目:

(1) 国家自然科学基金(青年基金项目), 61903229, 面向城市交通突发事件的交通信号应急控制策略研究, 01/2020-12/2022, 25万元

(2) 山东省自然科学基金(博士基金项目), ZR2019BF004, 面向城市突发事件的智能交通信号灯协同控制的Petri网模型与策略研究, 07/2019-06/2022, 10万元


代表性学术论文 (Google Scholar Citations=1100+,H-index=18):


(1) Liang Qi, MengChu Zhou, and WenJing Luan, “A Two-level Traffic Light Control Strategy for Preventing Incident-Based Urban Traffic Congestion,” IEEE Transactions on Intelligent Transportation Systems, vol. 19, no. 1, pp. 13-24, Jan. 2017.

(2) Liang Qi, MengChu Zhou, and WenJing Luan, “Impact of Driving Behavior on Traffic Delay at a Congested Signalized Intersection,” IEEE Transactions on Intelligent Transportation Systems, vol. 18, no. 7, pp. 1882-1893, Oct. 2016.

(3) Liang Qi, MengChu Zhou, and WenJing Luan, “Emergency Traffic-Light Control System Design for Intersections Subject to Accidents,” IEEE Transactions on Intelligent Transportation Systems, vol. 17, no. 1, pp. 170-183, Sep. 2015.

(4) Liang Qi, Mengchu Zhou, and Wenjing Luan, “A Dynamic Road Incident Information Delivery Strategy to Reduce Urban Traffic Congestion,” IEEE/CAA Journal of Automatica Sinica, vol. 5, no. 5, pp. 934-945, Sep. 2018.

(5) YuYue Du, Liang Qi, and MengChu Zhou, “Analysis and Application of Logical Petri Nets to E-Commerce Systems,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 44, no. 4, pp. 468-481, Apr. 2014.

(6) Xu Wang, MengChu Zhou, QiuHong Zhao, ShiXin Liu, XiWang Guo, and Liang Qi, “A Branch and Price Algorithm for Crane Assignment and Scheduling in Slab Yard,” IEEE Transactions on Automation Science and Engineering, May 2020. (Online)

(7) XiWang Guo, MengChu Zhou, ShiXin Liu, and Liang Qi, “Multi-resource Constrained Selective Disassembly with Maximal Profit and Minimal Energy Consumption,” IEEE Transactions on Automation Science and Engineering, Apr. 2020. (Online)

(8) Yuanyuan Tan, MengChu Zhou, Yuan Zhang, XiWang Guo, Liang Qi, and YanHong Wang, “Hybrid Scatter Search Algorithm for Optimal and Energy-Efficient Steelmaking-Continuous Casting,” IEEE Transactions on Automation Science and Engineering, Apr. 2020. (Online)

(9) Jia Wang, MengChu Zhou, Xiu Jin, XiWang Guo, Liang Qi, and Xu Wang, “Variance Minimization Hedging Analysis Based on a Time-Varying Markovian DCC-GARCH Model,” IEEE Transactions on Automation Science and Engineering, vol. 17, no. 2, pp. 621- 632, Apr. 2020.

(10) Xiwang Guo, Mengchu Zhou, Shixin Liu, and Liang Qi, “Lexicographic Multiobjective Scatter Search for the Optimization of Sequence-Dependent Selective Disassembly Subject to Multiresource Constraints,” IEEE Transactions on Cybernetics, vol. 50, no. 7, pp. 3307-3317, Mar. 2019. 

(11) Fuxin Zhang, Mengchu Zhou, Liang Qi, Yuyue Du, and Haichun Sun, “A Game Theoretic Approach for Distributed and Coordinated Channel Access Control in Cooperative Vehicle Safety Systems,” IEEE Transactions on Intelligent Transportation Systems, vol. 21, no. 6, pp. 2297-2309, May 2019.

(12) Yaping Fu, MengChu Zhou, Xiwang Guo, and Liang Qi, “Scheduling Dual-Objective Stochastic Hybrid Flow Shop With Deteriorating Jobs via Bi-Population Evolutionary Algorithm,” IEEE Transactions on Systems, Man, and Cybernetics: Systems, Apr. 2019. (Online). 

(13) Xiaoyu Sean Lu, MengChu Zhou, Liang Qi, and Haoyue Liu, “Clustering-Algorithm-Based Rare-Event Evolution Analysis via Social Media Data,” IEEE Transactions on Computational Social Systems, vol. 6, no. 2, pp. 301-310, Mar. 2019. 

(14) Yuanyuan Tan, MengChu Zhou, Yingying Wang, Xiwang Guo, and Liang Qi, “A Hybrid MIP-CP Approach to Multistage Scheduling Problem in Continuous Casting and Hot-Rolling Processes,” IEEE Transactions on Automation Science and Engineering, vol. 16, no. 4, pp. 1860-1869, Mar. 2019. 

(15) Jia Wang, MengChu Zhou, Xiwang Guo, and Liang Qi, “Multiperiod Asset Allocation Considering Dynamic Loss Aversion Behavior of Investors,” IEEE Transactions on Computational Social Systems, vol. 6, no. 1, pp. 73-81, Dec. 2018.

(16) ZiYan Zhao, ShiXin Liu, MengChu Zhou, XiWang Guo, and Liang Qi, “Decomposition Method for New Single-Machine Scheduling Problems From Steel Production Systems,” IEEE Transactions on Automation Science and Engineering, vol. 17, no. 3, pp. 1376-1387, Dec. 2019.

17) Nan Yang, ZeYu Zheng, MengChu Zhou, XiWang Guo, Liang Qi, and TianRan Wang, “A Domain-Guided Noise-Optimization-Based Inversion Method for Facial Image Manipulation,” IEEE Transactions on Image Processing, vol. 30, pp. 6198-6211, June 2021. 

18) Nan Yang, MengChu Zhou, BingJie Xia, XiWang Guo, and Liang Qi, “Inversion Based on a Detached Dual-Channel Domain Method for StyleGAN2 Embedding,” IEEE Signal Processing Letters, vol. 28,  pp. 553-557, Mar. 2021.

(19) Jing Sha, YuYue Du, and Liang Qi, “A user requirement oriented web service discovery approach based on logic and threshold petri net,” IEEE/CAA Journal of Automatica Sinica, vol. 6, no. 6, pp. 1528-1542, Sep. 2019. 

(20) Lu Wang, YuYue Du, and Liang Qi, “Efficient deviation detection between a process model and event logs,” IEEE/CAA Journal of Automatica Sinica, vol. 6, no. 6, pp. 1352-1364, Sep. 2019.

(21) Jian Zhao, Shixin Liu, Mengchu Zhou, Xiwang Guo, and Liang Qi, “Modified cuckoo search algorithm to solve economic power dispatch optimization problems,” IEEE/CAA Journal of Automatica Sinica, vol. 5, no. 4, pp. 794-806, July 2018. 

(22) Wenjing Luan, Guanjun Liu, Changjun Jiang, and Liang Qi, “Partition-based collaborative tensor factorization for POI recommendation,” IEEE/CAA Journal of Automatica Sinica, vol. 4, no. 3, pp. 437-446, Jan. 2017. 



参加学术团体及担任职务:

♦ IEEE(国际电气与电子工程师协会会员  (Member)

♦ CCF(中国计算机学会会员 (Member)

♦ CAA(中国自动化学会会员 (Member)

♦ CAAI(中国人工智能学会会员 (Member)

♦ 中国自动化学会网络信息服务专业委员会 委员

20余种著名国际期刊审稿人(Reviewer): IEEE Transactions on Intelligent Transportation SystemsIEEE Intelligent Transportation Systems MagazineIEEE Transactions on Systems, Man, and Cybernetics: SystemsIEEE Transactions on Automation Science and Engineering、IEEE Internet of Things Journal、IEEE Systems JournalIEEE/CAA Journal of Automatica SinicaInformation Science、Applied Soft ComputingJournal of Advanced Transportation