教师简介
 
谢雪涛

»姓名:谢雪涛

»系属:基础数学系

»学位:博士

»职称:讲师

»学科:数学

»导师类别:

»电子邮箱:xuetao_xie@163.com

»联系电话:

»通讯地址:山东省青岛市黄岛区长江西路66号文理楼490(邮编:266580

»概况

◎研究方向
1.
神经网络、机器学习、人工智能
2. 
分数阶微积分

3. 优化算法


◎学习与工作经历
2013.9-2017.6
,中国石油大学(华东),信息与计算科学,学士

2017.9-2020.6,中国石油大学(华东),数学,硕士,导师:王健教授

2020.9-2023.12,四川大学,计算机科学与技术,博士,导师:蒲亦非教授

2022.11-2023.11Koc University,计算机科学与工程,联合培养博士,导师:A. Murat Tekalp院士

2024.01至今,中国石油大学(华东),理学院,讲师

 

◎承担和参与项目
1. 2022.01-2025.12,分数阶忆阻模拟实现的新标度电路结构及其电气特性变化规律研究,国家自然科学基金面上项目,No. 6217130356万,6/10

2. 2018.03-2021.06,分数阶复值神经网络梯度类算法设计与收敛性研究,山东省自然科学基金面上项目,No. ZR2018MF00412万,9/10

3. 2018.01-2020.12,页岩气储层注CO2强化增产的分数阶动力学模型,中国石油大学(华东)自主创新科研计划项目,No. 18CX02036A15万,5/6

 

◎获奖情况(除教师个人获奖之外,还包含指导学生获奖情况)
1.
基于L1正则化的神经网络结构优化学习模型设计与分析,山东省优秀硕士学位论文,山东省教育厅,2021

◎论文
1. Xuetao Xie, Yi-Fei Pu, Huaqing Zhang, Jacek Mandziuk, El-Sayed M. El-Alfy, Jian Wang, An interpretable neural network for robustly determining the location and number of cluster centers, International Journal of Machine Learning and Cybernetics (SCI3), 15: 1473-1501, 2024.

2. Xuetao Xie, Yi-Fei Pu, Jian Wang, A fractional gradient descent algorithm robust to the initial weights of multilayer perceptron, Neural Networks (SCI1Top), 158: 154-170, 2023.

3. Xuetao Xie, Zhiping Li, Yi-Fei Pu, Jian Wang, Weihua Zhang, Yang Wen, A fractional filter based on reinforcement learning for effective tracking under impulsive noise, Neurocomputing (SCI2Top), 516: 155-168, 2023.

4. Yi-Fei Pu, Xuetao Xie, Jinde Cao, Hua Chen, Kai Zhang, Jian Wang, An input weights dependent complex-valued learning algorithm based on Wirtinger calculus, IEEE Transactions on Systems, Man and Cybernetics: Systems (SCI1 Top), 52(5): 2920-2932, 2022 (共同一作)

5. Xuetao Xie, Yi-Fei Pu, Lei Li, Jian Wang, An enhanced fractional least mean square filter encountering the specific unknown system vector, IEEE Transactions on Circuits and Systems II: Express Briefs (SCI2 Top), 69(3): 1912-1916, 2022.

6. Lei Li, Yi-Fei Pu, Xuetao Xie, Performance analysis of fractional-order adaptive filtering algorithm and its improvement, IEEE Signal Processing Letters (SCI2), 29: 1853-1857, 2022.

7. Huaqing Zhang, Yi-Fei Pu, Xuetao Xie, Bingran Zhang, Jian Wang, Tingwen Huang, A global neural network learning machine: Coupled integer and fractional calculus operator with an adaptive learning scheme, Neural Networks (SCI1Top), 143: 386-399, 2021 (通信作者)

8. Long Li, Xuetao Xie, Tao Gao, Jian Wang, A modified conjugate gradient-based Elman neural network, Cognitive Systems Research (SCI3), 68: 62-72,   2021 (共同一作)

9. Xuetao Xie, Huaqing Zhang, Junze Wang, Qin Chang, Jian Wang, Nikhil R. Pal, Learning optimized structure of neural networks by hidden node pruning with L1 regularization, IEEE Transactions on Cybernetics (SCI1 Top), 50(3): 1333-1346, 2020

10. Tao Gao, Zhen Zhang, Qin Chang, Xuetao Xie, Peng Ren, Jian Wang, Conjugate gradient-based Takagi-Sugeno fuzzy neural network parameter identification and its convergence analysis, Neurocomputing (SCI2 Top), 364: 168-181, 2019

11. Ling Yu, Zhen Zhang, Xuetao Xie, Hua Chen, Jian Wang, Unsupervised feature selection using RBF autoencoder, International Symposium on Neural Networks (EI), 11554: 48-57, 2019


◎学术兼职
1. 2022.07
至今,担任IEEE Transactions on Neural Networks and Learning SystemsSCI1Top)审稿人