张军旗教授专注于强化学习、群体智能、群体机器人、多智能体系统、大数据等人工智能领域及其在噪声或动态环境等复杂场景下强化学习、优化与协同方法的研究。已在《IEEE  Trans. on Cybernetics》、《IEEE Trans. On Automatic Control》、《IEEE  Trans. on Automation Science and Engineering》、《IEEE Trans. on  Control Systems Technology》、《IEEE Trans. on Intelligent Transportation  Systems》等国际期刊以第一或通讯作者发表论文11篇，其中影响因子超过10的中科院一区期刊8篇，二区期刊3篇，2015年入选IEEE高级会员。主持上海市教育委员会科研创新计划自然科学重大项目1项、国家自然科学基金3项、上海市自然科学基金1项；获得北京大学2007-2008年度优秀博士后奖、首届中国博士后科学基金特别资助基金。2014年，获国家留学基金委资助，作为访问学者到美国新泽西理工学院跟随IEEE  Fellow周孟初教授访问一年。具有较强的科研攻关能力和项目实施组织水平，具备重大项目的主持能力与跨学科联合开发实际应用系统的能力。

欢迎在数学方面基础较好、动手能力强、在科学研究方面有潜力的考生报考攻读博士或硕士，特别是已有发表高水平文章、参与科研项目经历或参加过各种国内外竞赛并获奖，比如ACM系列、国家数学建模比赛等。欢迎科研基础较好的博士生来做博士后。

代表性文章：

1.JunQi Zhang,   YeHao Lu, Lei Che, Mengchu Zhou*, "Moving-distance-minimized PSO   for Mobile Robot Swarm", IEEE   Trans. on Cybernetics (1区，IF:   11.079)，2021(Accepted and In Press).

2.JunQi Zhang,   PengZhan Qiu, ChunHui Wang, Mengchu Zhou*, "Weak Estimator-based   Stochastic Searching on the Line in Dynamic Dual Environments",   IEEE Trans. on Cybernetics (1区，IF:   11.079)，2021(Accepted and In Press).

3.JunQi Zhang*,   XiXun Zhu, YuHeng Wang，MengChu Zhou*, " Dual-Environmental   Particle Swarm Optimizer in Noisy and Noise-free Environments",   IEEE Trans. On Cybernetics (1区，IF: 11.079)，vol.   49, no. 6, pp. 2011-2021, 2019.

4.JunQi Zhang*,   YuHeng Wang，Cheng   Wang, MengChu Zhou*, "Fast Variable Structure Stochastic   Automaton for Discovering and Tracking Spatiotemporal Event Patterns",   IEEE Trans. On Cybernetics (1区，IF: 11.079)，vol.   48, no. 3, pp. 890-903, 2018.

5.JunQi Zhang,   YuHeng Wang, Cheng Wang, Mengchu Zhou, "Symmetrical Hierarchical   Stochastic Searching on the Line in Informative and Deceptive Environments",   IEEE Trans. on Cybernetics (1区，IF:   11.079)，vol. 47,  no. 3, pp.   626-635, 2017.

6.JunQi Zhang*,   Liang Zhang，Cheng   Wang, MengChu Zhou*, "Approximately Optimal Computing-Budget   Allocation for Selection of Best and Worst Designs", IEEE   Trans. On Automatic Control (2区，IF: 5.625)，vol.   62, no. 7, pp. 3249-3261, 2017.

7.JunQi Zhang,   ZeZhou Li, Cheng Wang, Di Zang, Mengchu Zhou, "Approximate Simulation   Budget Allocation for Subset Ranking", IEEE   Trans. on Control Systems Technology(2区， IF: 5.312)，vol.   25, no. 1, pp. 358-365, 2017.

8.Xin Wang, Cheng   Wang, JunQi Zhang, Mengchu Zhou*, ChangJun Jiang*, "Improved Rule Installation   for Real-time Query Service in Software-Defined Internet of Vehicles",   IEEE Trans. on Intelligent Transportation Systems   (2区，   IF: 6.319)， vol. 18,  no. 2, pp.   225-235, 2017.

9.JunQi Zhang*,   Cheng Wang, Di Zang, MengChu Zhou*,   "Incorporation of Optimal Computing Budget Allocation for Ordinal   Optimization into Learning Automata", IEEE Trans. On Automation   Science and Engineering (2区， IF: 4.938),   vol. 13, no. 2, pp. 1008-1017, 2016.

10.JunQi Zhang,   Cheng Wang, Mengchu Zhou*, "Fast and Epsilon-optimal Discretized   Pursuit Learning Automata", IEEE   Trans. on Cybernetics (1区，IF:   11.079)，vol. 45, no. 10, pp.   2089-2099, 2015.

11.Jie Li（博士生）, JunQi Zhang*, ChangJun Jiang*, Mengchu Zhou,   "Composite Particle Swarm Optimizer with Historical Memory for   Function Optimization", IEEE   Trans. on Cybernetics (1区，IF: 11.079)，vol.   45, no. 10, pp. 2350-2363, 2015, (通信作者).

12.JunQi Zhang,   Cheng Wang, MengChu Zhou*, "Last-position Elimination-based   Learning Automata", IEEE Trans. on Cybernetics (1区，IF:   11.079)，vol. 44, no. 12, pp.   2484-2492, 2014.