【郑小洋简历】
学历学位:博士研究生
职称:副教授
政治面貌:中共党员
研究方向:从事小波分析及应用、大数据处理和建模、人工智能算法研究
导师类别及招收研究生专业:硕导,计算机科学与技术(人工智能)[学硕],电子信息(人工智能),[专硕]
邮箱: zhengxiaoyang@cqut.edu.cn
【教育工作背景】
2018.07–至今 重庆理工大学 两江人工智能学院 副教授
2012.12–2018.06 重庆理工大学理学院 副教授
2003.09–2012.12 重庆理工大学 理学院 讲师
2007.03–2011.12 重庆大学 计算数学 理学博士
2000.09–2003.07 重庆大学 运筹学与控制论 理学硕士
1994.09–1996.07重庆师范大学 数学教育 理学学士
1992.09–1994.07涪陵师范高等专科学校 数学教育
【科研情况】
主持的科研项目:
[1]郑小洋(项目负责人),基于小波智能迭代算法的对流扩散方程约束最优控制研究,重庆市自然科学基金,项目编号:cstc2019jcyj-msxmX0386,时间:2019.07-2022.06,经费:10万,已结题。
[2]郑小洋(项目负责人),偏微分方程的不连续Legendre小波数值解法研究,重庆市基础与前沿研究一般项目,项目编号:CSTC2013JCYJA00022,时间:2013.7-2016.6,经费:5万,已结题。
[3]郑小洋(项目负责人),对流扩散方程的小波算法以及应用研究,重庆市教委科研项目,项目编号:KJ130818,时间:2013.1-2014.12,经费:2万,已结题。
[4]郑小洋(项目负责人),基于YCbCr颜色空间的皮肤检测算法,企事业单位横向,项目编号:2022Q540,时间:2022.12-2024.12,经费:9万,在研。
代表性科研论文:
[1]Xiaoyang Zheng,Dongqing Jia,Zhihan Lv, Chengyou Luo,Junli Zhao,Zeyu Ye,Short-time wind speed prediction based on Legendre multi-wavelet neural network,CAAI Trans. Intell. Technol.2023,1–17.(JCR 1区,SCI)
[2]Xinglong Pei(研究生), Xiaoyang Zheng*, and Jinliang Wu,Rotating Machinery Fault Diagnosis Through a Transformer Convolution Network Subjected to Transfer Learning,IEEE Transactions on instrumentation and measurement.70 (2021) 2515611. (JCR 1区,SCI)
[3]Xiaoyang Zheng, Zhengyuan Wei,Discontinuous Legendre wavelet Galerkin method for reaction-diffusion equation, International Journal of Computer Mathematics, 2017, 94 (9):1806-1832.(SCI:EZ2ZN)
[4]Xinglong Pei(研究生), Xiaoyang Zheng*, Jinliang Wu,Intelligent bearing fault diagnosis based on Teager energy operator demodulation and multiscale compressed sensing deep autoencoder,Measurement.179 (2021) 109452. (JCR 1区,SCI)
[5]Xiaoyang Zheng,Hong Su,Zhengyuan Wei,Shunren Hu, New method for indoor positioning by using wireless communication base stations,Electronics Letters,2017,53(20):1385-1386.(SCI: FI2WX)
[6]Xiaoyang Zheng, Yong Fu, Zhengyuan Wei,Discontinuous Legendre Wavelet Galerkin method for the generalised Burgers-Fisher equation,International Journal of Computing Science and Mathematics,2018,9(1):82-89. (EI:10011729)
[7]Xiaoyang Zheng,Zhengyuan Wei, Discontinuous Legendre Wavelet Element Method for Reaction-Diffusion Equation from Mathematical Chemistry,International Journal of Computational Methods, 2019, 16(7): 1850113 (SCI)
[8]Xiaoyang Zheng, Yafeng Chen, Chengting Lin, Wei Zhang and Xinyi Zhou, Rating of catering enterprises based on fuzzy hierarchy and k-meansclustering, Int. J. Wireless and Mobile Computing, 2021,20(1):77-83.(EI)
[9] Zhengyuan Wei, Juan Li and Xiaoyang Zheng, A probabilistic approach to Wallis’formula, Communications in Statistics-Theory and Methods, 2017, 46(13): 6491-6496. (SCI: EQ5VN )
[10]Xiaoyang Zheng,Liyun Su,Shunren Hu,Zhiyong Ye,Jiangping He,Legendre wavelet for power amplifier linearization,Analog.Integr. Circ.Sig.Process, 2015, 84:283–292.(SCI: CM1RN)
[11]Xiaoyang Zheng, Xiaofan Yang, Hong Su, Liqiong Qiu, Discontinuous Legendre wavelet element method for elliptic partial differential equations, Applied Mathematics and Computation, 2011, 218, 3002-3018. (SCI: 852RL)
[12]Xiaoyang Zheng, Xiaofan Yang, Hong Su, Liqiong Qiu, Mixed discontinuous Legendre wavelet Galerkin method for solving elliptic partial differential equations, International Journal of Computer Mathematics, 2011, 88, 3626-3645. (SCI: 843JS)
[13]Xiaoyang Zheng, Xiaofan Yang, Techniques for solving integral and differential equations by Legendre wavelets, International Journal of Systems Science, 2009, 11, 1127-1137. (SCI:517LE)
[14]Xiaoyang Zheng, Chengyou Luo, Zhaohui Zhang, Discontinuous Legendre wavelet Galerkin method for optimal control of time delayed systems,International Journal of Circuits, Systems and Signal Processing ,Volume 14, 2020,875-880. (EI)
[15]Xiaoyang Zheng, Yong Fu, Zhengyuan Wei, Legendre Wavelet and Particle Swarm Optimization for Power Amplifier Linearization, International Journal of Circuits, Systems and Signal Processing, 2016, 10, 397-402.(EI)
[16]Xiaoyang Zheng, Xiaofan Yang, Hong Su, Yong Wu. Extended Legendre wavelets neural network. Lecture Notes in Artificial Intelligence ICIC 2008. (2008) 54-59. ISSN: 0302-9743. (EI: 084111630344)
[17]Yafeng Chen, Xiaoyang Zheng, Ziming Fang, Yue Yu, Zhongjie Kuang and Yiting Huang, Research on Optimization of Tourism Route Based on Genetic Algorithm, Journal of Physics: Conference Series. ISAI 2020.(EI)
[18]Xiaoyang Zheng, Xiaofan Yang, Yong Wu. Properties of extended Legendre Wavelets. Proceedings of 2008 International Conferenceon Wavelet Analysis and Pattern Recognition (8) 2008. ISBN: 978-1-4244-2238-8. (EI: 084911757003)
[19]Xiaoyang Zheng, Xiaofan Yang, Yong Wu. Technique for solving differential equation by extended Legendre wavelets. Proceedings of 2008 International Conference on Wavelet Analysis and Pattern Recognition.(8) 2008.ISBN: 978-1-4244-2238-8. (EI: 084911757011).
[20]Xiaoyang Zheng, Hong Su, Liqiong Qiu, Jiangping He. Technique for solving minimum of integral function by Legendre wavelet. SCIREA Journal of Mathematics, 2016, 1, 44-52.
[21]Xiaoyang Zheng, Fengsi Yu, Guyue Tian, Ant Colony Algorithm for Travel Route Planning,American Journal of Information Science and Computer Engineering,Vol. 5, No. 2, 2019, 66-69.
[22]Xiaoyang Zheng, Zeyu Ye, Jinliang Wu,A CNN-ABiGRU method for Gearbox Fault Diagnosis,International Journal of Circuits, Systems and Signal Processing,16,(2022) 440-446.
[23]Jinliang Wu, Xiaoyang Zheng, Xinglong Pei,An Anti-Noise Gearbox Fault Diagnosis Method based on Multi-Scale Transformer Convolution and Transfer Learning,WSEAS Transactions on Electronics,13, 2022.
[24]Xiaoyang Zheng,Jinliang Wu,Zeyu Ye,An End-To-End CNN-BiLSTM Attention Model for Gearbox Fault Diagnosis,2020 IEEE International Conference on Progress in Informatics and Computing,386-390. (EI)
[25]Xiaoyang Zheng, Zhengyuan Wei,Estimates of Approximation Error byLegendre Wavelet,Applied Mathematics, 2016, 7, 694-700.
[26]Xiaoyang Zheng, Yue Yu, Ziming Fang, Ling Huang, Association analysis of dishes in Catering Enterprise, SCIREA Journal of Computer, 2020.9. 74-79.
[27]Xiaoyang Zheng, Zhengyuan Wei and Jiangping He,Discontinuous Legendre Wavelet Galerkin Method for Solving Lane-Emden Type Equation,Journal of Advances in Applied Mathematics, 2016,1, 29-43.
[28 ]Xiaoyang Zheng, Yuling Zeng, Qiulin Huang, Chengyou Luo, Wei Wang, Difference solution and parameter estimation of one dimensional convection-diffusion equation,SCIREA Journal of Mathematics,2019.04.
[29]Xiaoyang Zheng, Guyue Tian , Fengsi Yu,Arbitrage Pricing Model Based on FactorAnalysis-Random Forest Regression and its application,International Journal of mathematical models and methods in applied sciences, Volume 14, 2020, 76-80.
[30]Xiaoyang Zheng, Qingsong Liuand Yong Fu,Tourism Strategy Evaluated by Genetic and Ant Colony Algorithms,American Journal of Computer Science and Engineering, 5, 2018, 115-120.
[31]Xiaoyang Zheng, Zhengyuan Wei, Discontinuous Legendre Wavelet Galerkin Method for One-Dimensional Advection-Diffusion Equation, Applied Mathematics, 2015, 6, 1581-1591.
[32]Xiaoyang Zheng, Zhengyuan Wei, Xiaozeng Xu,Legendre Wavelet Neural Networks for Power Amplifier Linearization,Applied Mathematics, 2014, 5, 3249-3255.
[33]郑小洋,魏正元,最小二乘法的原理以及在数学建模课程教学中的作用,课程教育研究,2015(15).
[34]XiaoyangZheng, ShuChen, JiangpingHe, LiqiongQiu, YeYan, ZhaohuiZhang,Parameter Estimation in Convection-Diffusion Model,WAEAS Transactions onMathematics.12. (2020) 169-623.
[35]Zhengyuan Wei, Yunfeng Luo, Juan Li and Xiaoyang Zheng,A Note on Wallis’ Formula,Journal of Advances in Applied Mathematics, 2016, Vol. 1, 120-123.
[36]魏正元,郑小洋 苏 宏,高等数学歌诀教学,数学学习与研究,2016(7).
指导数学建模竞赛获得的奖励
指导学生参加全国大学生数学建模竞赛获得2007、2009、2020年全国一等奖;指导学生参加美国大学生数学建模竞赛获得2012、2018年国际一等奖;获得2007、2009、2012、2020年全国大学生数学建模竞赛重庆赛区优秀教练;指导全国研究生数学建模竞赛2012、2016年获得全国一等奖。