张峰个人简介
张峰，女，博士，教授，博士生导师，CCF高级会员，河北省机器学习学会理事。
主要研究方向为人工智能与机器学习方法相关理论及应用，包括深度学习、强化学习等在图像处理、多模态数据理解、以及智能决策系统中的应用。曾赴香港理工大学（HKPU）合作研究，加拿大北哥伦比亚大学（UNBC）访学研究。主持科技部重点研发计划项目课题一项，河北省自然科学基金一项，参与其他省部级科研项目10余项，发表学术专著1部（科学出版社）。先后完成国家自然科学基金项目2项，河北省自然科学基金项目5项。在国际期刊和国内外学术会议上发表学术论文60余篇，其中40余篇被SCI检索，总被引300余次。
近几年主要研究内容包括深度学习方法在图像处理、多模态数据理解、自然语言处理以及时间序列分析中的应用；与深度强化学习技术在智能决策系统（如能源、医疗、自动驾驶等）中的应用。近期对利用深度学习和时间序列对基于可穿戴设备的多模态数据分析很感兴趣，欢迎对以上方向有兴趣、程序能力强、态度端正、坐得住、不怕困难的同学加入我们小组一起学习。
联系方式：
QQ：35076322
Email:amyfzhang@qq.com
TEL：18331158859
近年代表性论文：
(1) Yao-Hui Li(学生), Feng Zhang* (通讯), Qiang Hua, Chun-Ru Dong, Regularizing Model Predictive Control for pixel-based long-horizon tasks, Applied Soft Computing, 181(2025): 113377, https://doi.org0.1016/j.asoc.2025.113377, （SCI, JCR二区TOP）September 2025, IF:6.6, 1568-4946
(2) Xicheng Li（学生）, Feng Zhang* (通讯), Qiang Hua, Chun-Ru Dong, A deep spatiotemporal interaction network for multimodal sentimental analysis and emotion recognition, Information Science, 690 (2025) 1215152025 (SCI, JCR一区TOP), https://doi.org/10.1016/j.ins.2024.121515, ISSN: 0020-0255
(3) Jie Zhu, Jianan Liu, Shufang Wu, Feng Zhang*（通讯）, Unified semantic space learning for cross-modal retrieval, Neural Networks, 191 (2025): 107756，https://doi.org/10.1016/j.neunet.2025.107756,（SCI, JCR二区TOP）
(4) Feng Zhang, YingYing Cheng（学生）, Qiang Hua, ChunRu Dong, Yong Zhang*, Tingdong Wu, A Multiscale Spatiotemporal Attention Network for Ground-Based Remote Sensing Cloud Image Sequence Prediction. IEEE Transactions on Geoscience and Remote Sensing, 62, 2024, DOI:10.1109/TGRS.2024.3485581. (SCI, JCR一区)
(5) Yao-Hui Li（学生）, Feng Zhang* (通讯), Qiang Hua*(通讯), Xiao-Hua Zhou, Integrating human learning and reinforcement learning: A novel approach to agent training, Knowledge-Based Systems, online published, 2024, https://doi.org/10.1016/j.knosys.2024.111782 (SCI, JCR一区), ISSN: 1872-7409
(6) Wang Zhao（学生）, Yong Zhang, Qiang Hua, Chunru Dong, Jia-Nan Wang, Feng Zhang* (通讯), MSA-HCL: Multimodal Sentiment Analysis Model with Hybrid Contrastive Learning, Mathematical Foundations of Computing, 2024:1-15 (SCI), ISSN: 2577-8838
(7) Chun-Ru Dong, Jun-Yan Zhang（学生）, Feng Zhang* (通讯), Qiang Hua, Dachuan Xu, A novel Deep High-level Concept-mining Jointing Hashing Model for Unsupervised Cross-Modal Retrieval, High-Confidence Computing, 2024. https://doi.org/10.1016/j.hcc.2024. 100274, ISSN: 2667-2952.
(8) 张峰, 黄仕鑫, 花强, 董春茹. 基于Depth-wise卷积和视觉Transformer的图像分类模型[J]. 计算机科学, 2024, 51(2): 196-204 (核心). DOI:10.11896/jsjkx.221100234, ISSN: 1002-137X
(9) Yanzhi Li, Keqiu Li, Guohui Li, Zumin Wang, Changqing Ji, Lubo Wang, Die Zuo, Qing Guo, Feng Zhang, Manyu Wang,∗ Di Lin∗, Sim2Real-Fire: A Multi-modal Simulation Dataset for Forecast and Backtracking of Real-world Forest Fire, 38th Conference on Neural Information Processing Systems (NeurIPS 2024)
(10) Jiaming Hu, Boon-Han Lim, Xiaoyun Tian, Kang Wang, Dachuan Xu, Feng Zhang, and Yong Zhang, A Comprehensive Review of Artificial Intelligence Applications in the Photovoltaic Systems, CAAI Artificial Intelligence Research, 2024，https://doi.org/ 10.26599 /AIR.2024.9150031 . ISSN:2097-194X
(11) Qiang Hua, Liyou Chen, Chunru Dong, Pan Li, and Feng Zhang* (通讯), Deep Time-Aware Attention Neural Network for Sequential Recommendation. Asia-Pacific Journal of Operational Research. 40(5): 230020, Oct, 2023, DOI: 10.1142/S0217595923400201.
(12) Qiang Hua, Pan Li, Jiashuai Zhang, Feng Zhang, and Chunru Dong*. Reparametric sampling for small object image recognition. Asia-Pacific Journal of Operational Research. Jun, 2023. https://doi.org/10.1142/S0217595923400092 （SCI, 4区）
(13) Lin Li（学生）, Feng Zhang (通讯), Jiashuai Zhang, Qiang Hua, Chunru Dong, and Cheepeng Lim. A Novel Image Clustering Algorithm Based on Supported Nearest Neighbors. International Journal of Foundations of Computer Science. 2023.02(online). https://doi.org/10.1142/ S0129054122460017 (SCI，4区)
(14) Feng Zhang, Zi Wei Liu（学生） , Chee Peng Lim, Chun-Ru Dong, Qiang Hua,* A model with pseudo-label correction and distribution alignment for image clustering, Computers & Electrical Engineering 104: 108457, Nov, 2022（SCI，3区）, ISSN:1879-0755
(15) Feng Zhang, Lin Li（学生）, Qiang Hua*, Chun-Ru Dong, Improved Deep Clustering Model based on Semantic Consistency for Image Clustering, Knowledge-Based Systems, 253: 109507, July, 2022. (SCI，JCR二区 TOP),
(16) Feng Zhang, Xi-Cheng Li（学生）, Chee Peng Lim, Qiang Hua, Chun-Ru Dong*, Jun-Hai Zhai, Deep Emotional Arousal Network for Multimodal Sentiment Analysis and Emotion Recognition, Information Fusion, Volume 88, July, 2022, Pages 296-304, ISSN 1566-2535, https://doi.org/10.1016/j.inffus.2022.07.006. (SCI， 1区 TOP)
社会兼职:
IEEE SMC 会员，CCF高级会员，CNNC会员，河北省机器学会理事、目前为IEEE Transaction on Fuzzy systems, International Journal of Information Sciences, Journal of Intelligence and Fuzzy systems, and Journal of applied soft computing 等杂志的审稿人。2016年被爱斯维尔（Elsevier）评为优秀审稿人（Outstanding Contribution）。
近5年培养研究生 （2019-2023）
（1）在读：（2023级）王焦凤、郑世航、王东、张旭、李文丽；（2024级）曾玉婷、于天洋、石磊、蒋宏阳
（2）已毕业研究生：（2022级）程莹滢、邓天阳、张宇辉、王佳鑫、许鑫、周宵华；(2021)级）李耀辉、张钧彦、赵旺、陈楚凡、张涛；（2020级）刘子炜、黄仕鑫、邹佳辉、龙泽；（2019）李希城、李林；（2017）钱辉；（2016）刘凌云（与邢红杰老师合作培养）。 已毕业研究生大部分在政府部门、高校、互联网公司及银行工作。