夏旻

南京信息工程大学教授

夏旻，南京信息工程大学教授、博士生导师。现主要研究方向为人工智能及大数据分析理论，具体有：大规模异质数据的关联性知识挖掘，机器学习理论，多源图像数据分析、卫星遥感图像分类等。

个人简介

夏旻，博士，江苏省大数据分析技术重点实验室副主任，教授、博士生导师，男，1983年10月生，2005年7月获得山东大学信息与计算科学专业学士学位，同年被免试推荐为东华大学硕博连读研究生。2009年11月毕业于东华大学控制理论与控制工程专业，获工学博士学位。2008年8月至2010年4月在香港理工大学作为助理研究员从事机器学习，复杂系统建模方面的研究工作。2014年入选江苏省“六大人才高峰”高层次人才培养计划。主持和参加国家级和省部级项目多项。在国内外杂志及会议发表论文100多篇，论文被引1800多次。担任多个IEEE 汇刊等国外期刊的审稿人，并担任多个国际期刊专辑编辑。

主要研究方向

1、机器学习与大数据分析

2、遥感图像分析

3、电力大数据分析

教育工作经历

2001/09–2005/06，山东大学，自动化系，学士

2005/09–2006/08，东华大学，自动化系，硕士

2006/09–2009/11，东华大学，自动化系，博士

2008.08-2010.04 香港理工大学助理研究员

2010.04-2013.03 南京信息工程大学讲师

2012/03–2012/09，中国气象科学研究院，访问学者

出版论文

[1] Min Xia, Weitao Lu, Jun Yang; Biao Zhu; Ying Ma, Wen Yao, Zichen Zheng, A hybrid method based on extreme learning machine and k nearest neighbor for cloud classification of ground based visible cloud image, neurocomputing，DOI：10.1016/j.neucom.2015.02.022.

[2] Min Xia, Liguo Weng, Zhijie Wang, Sequence Memory based on Coherent Spin-interaction Neural Networks, Neural Computation,2014 Dec;26(12):2944-61.

[3] Min Xia, Liguo Weng, Zhijie Wang, Jian’an Fang, Sequence memory based on an oscillatory neural network, Science China, Vol. 57 072203:1–072203:12,2014.

[4] Min Xia, W.K. Wong, A seasonal discrete grey forecasting model for fashion retailing, Knowledge-Based Systems, 57, pp. 119-126, 2014.

[5] Min Xia, Liguo Weng, Zhijie Wang, Jian’an Fang, Sequence memory based on an oscillatory neural network, Science China, Vol. 57 072203:1–072203:12,2014.

[6] Min Xia, Liguo Weng, Zhijie Wang, Sequence Memory based on Coherent Spin-interaction Neural Networks, Neural Computation, 2014.

[7] Liguo Weng, Min Xia， Kai Hu and Zhuhan Qiao .A Memory/Immunology – based Control Approach with Applications to Multiple Spacecraft Formation Flying.International Journal of Advanced Robotic Systems.2012.

[8] Liguo Weng, Min Xia, Wei Wang & Qingshan Liu. Crew exploration vehicle (CEV) attitude control using a neural–immunology/memory network.International Journal of Systems Science.2013.

[9] Liguo Weng, Min Xia. Micro Aerial Vehicle (MAV) Flapping Motion Control Using an Immune Network with Different Immune Factors, Journal of Advanced Robotic Systems.2013.

[10] Liguo Weng, Qingshan Liu, Min Xia, Y.D. Song.Immune Network-based Swarm Intelligence and its Application to Unmanned Aerial Vehicle (UAV) Swarm Coordination.Neurocomputing.2012.

[11] LiguoWeng, Min Xia, Kai Hu,1and Zhuhan Qiao, A Memory/Immunology-Based Control Approach with Applications to Multiple Spacecraft Formation Flying, Mathematical Problems in Engineering, 2013. doi:10.1155/2013/456410.

[12] Kai Hu, Aiguo Song, Min Xia, XiaoLing Ye, and YanYan Dou, An Adaptive Filtering Algorithm Based on Genetic Algorithm Backpropagation Network, Mathematical Problems in Engineering, doi:10.1155/2013/573941, 2013.

[13] Wei Wang, Hao Ma,Min Xia, LiguoWeng, and Xuefei Ye, Attitude and Altitude Controller Design for Quad-Rotor Type MAVs, Mathematical Problems in Engineering,2013. doi:10.1155/2013/587098. (In press) (SCI)

[14] Min Xia, Yingchao Zhang, Liguo Weng, Xiaoling Ye, Fashion retailing forecasting based on extreme learning machine with adaptive metrics of inputs, Knowledge-Based Systems 36 (2012) 253–259.

[15] Min Xia, Zhijie Wang, Jian’an Fang, Temporal association based on dynamic depression synapses and chaotic neurons, Neurocomputing, 74 (2011) 3242–3247.

[16] Min Xia, Liguo Weng, Xiaoling Ye, Sequence Memory based on Ordered Pattern Interrelation, Advanced science letters, Volume 5,Number 2, February 2012 , pp. 547-551(5).

[17] Min Xia, Jian’an Fang, Yang Tang, Efficient multi-sequence memory with controllable steady-state period and high sequence storage capacity, Neural Computing and Applications， vol20，p17-24,2011.

[18] Min Xia, Jian’an Fang, Yang Tang, Zhijie Wang, Dynamic depression control of chaotic neural networks for associative memory, Neurocomputing, 73 (2010) 776–783 .

[19] 夏旻，翁理国，张颖超, 基于神经元协同激励的稳定时间可控情景记忆, 系统仿真学报，vol.23, No.10,2011.

[20] W.K.Wong, Min Xia, and W.C. Chu, Adaptive neural network model for time-series forecasting, European Journal of Operational research 207 (2010) 807–816.

[21] Min Xia, Jian’an Fang, Feng Pan, En’jian Bai ， Robust sequence memory in sparsely-connected networks with controllable steady-state period, Neurocomputing 72 (2009) 3123–3130.

[22] Yang Tang, Jian-an Fang, Min Xia, Xiaojing Gu, Synchronization of Takagi–Sugeno fuzzy stochastic discrete-time complex networks with mixed time-varying delays, Applied Mathematical Modelling, vol.34, issue 4, pp843-855,2010.

[23] Chen Yan, Min Xia, Zhijie Wang, Associative memory with anti-spurious-state based on the nonlinear function constitution, Journal of system simulation, 2009, Vol.21, No.4,pp1040-1046.

[24] Yang Tang, Jian-an Fang, Min Xia, Dongmei Yu, delay-distribution dependent stability of stochastic discrete-time neural networks with randomly mixed time-varying delays, Neurocomputing 72 (2009) 3830–3838.

[25] Yang Tang, Runhe Qiu, Jian-an Fang, Qingying Miao, Min Xia, Adaptive lag synchronization in unknown stochastic chaotic neural networks with discrete and distributed time-varying delays, Physics Letters A 372 (2008) 4425-4433.

[26] 翁理国，夏旻, 张凯，乔著汉，基于免疫学的错误识别分类系统, 系统仿真学报，vol.23, No.10,2011.

[27] Min Xia, Yang Tang, Jian’an Fang, Performance of Associative Memory Using Partially-connected Networks, Proceedings of 2008 3rd International Conference on Intelligent System and Knowledge Engineering, Vol.1: 867-872 2008.

[28] Min Xia, Jian’an Fang, Yang Tang, Multi-sequence Memory with Controllable Steady-state Period, Proceedings of 2009 International Conference on Intelligent Computation Technology and Automation, 2009,vol.1, pp814-819.

[29] Min Xia, ZhijieWang, Jian’an Fang, Sequence Memory with Dynamic Synapses and Chaotic Neurons. Advances in Cognitive Neurodynamics, Springer, 2008, pp219-223.

[30] Jian’an Fang, Min Xia, Yang Tang, Multi-sequence memory with dynamic synapses and controllable steady-state period, Proceedings of 2009 IEEE International Conference on Intelligent Computing and Intelligent Systems.

[31] Yang Tang, Jian’an Fang, Min Xia, Synchronization of Takagi-Sugeno fuzzy stochastic complex networks with mixed delays，Proceedings of 2009 International Conference on Intelligent Computation Technology and Automation, 2009, vol.2, pp 810-13.

[32] Feng Pan, Min Xia, En'jian Bai, A new hybrid model for time-series prediction, Proceedings of 2009 8th IEEE International Conference on Cognitive Informatics, pp281-6.

[33] Min Xia, Yingchao Zhang1b, Xiaoling Ye，Efficient associative memory based on a nonlinear function constitution and dynamic synapses, Advanced Materials Research Vols. 225-226 (2011) pp 479-482.

[34] Min Xia, Liguo Weng, Xiaoling Ye, A neural network based on ordered pattern interrelation for episodic memory, Processing of The 3rd International Conference on Information Science and Engineering, 2011.

[35] Liguo Weng, Wei Wang, Min Xia and David Y. Song, Smooth Variable Structure Control for the Flapping Motion of Micro Aerial Vehicles (MAVs), Processing of The 7rd International conference on intelligenct Unmanned Systems, Japan, 2011.

承担的项目

主持国家自然科学基金及省部级项目多项。

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