林智勇

研究方向：智能计算，机器学习，认知物联网

办公邮箱：zylin@gpnu.edu.cn

个人简介：

林智勇，博士，广东技术师范大学计算机科学学院教授，硕士生导师。主要从事智能计算、机器学习、认知物联网等领域的算法设计与应用研究工作。发表论文50多篇，获得授权发明专利多项。

教育背景：华南理工大学，“计算机应用技术”专业，工学博士学位；

华南理工大学，“应用数学”专业，理学硕士学位

华南理工大学，“应用数学”专业，理学学士学位

主讲课程：数据挖掘，智能优化方法，算法设计与分析

代表性科研平台：

1.2020年广东省工程技术研究中心“广东省认知物联信息处理工程技术研究中心”，建设单位：广东技术师范大学

代表性科研项目：

1. 广东普通高校重点项目，分布式认知无线网络中的盲会合媒介接入控制技术研究（No.2019KZDXM063），2020/01-2023/12，50万，主持。

2. 国家自然科学基金青年基金项目，异质信道盲会合算法，2013/01-2015/12，22万，主持。

3. 广东省自然科学基金项目，认知无线电网络中的rendezvous（会合）问题研究，2011/10-2013/10，3万，主持。

4. 广东高校优秀青年创新人才培育项目，基于核方法的不平衡数据分类研究，2009/01-2010/12，4万，主持。

5. 国家自然科学基金青年基金项目，进化规划算法的计算时间难题研究，2011/01-2011/12，7万元，第1参与人。

6. 国家自然科学基金青年基金项目，面向高维数据发布的差分隐私保护方法研究，2018/01-202/12，25万，第1参与人。

7. 国家自然科学基金面上项目，多变量密码算法的侧信道泄露评估及防护研究，2019/01-2022/12，41万，第1参与人。

8. 广东省自然科学基金项目，软件成本估算的机器学习模型，2015/08-2018/08，10万，第1参与人。

9. 广州市产学研协同创新重大专项，基于知识关联和认知风格的慕课内容挖掘系统及应用，2017/05-2019/05，100万，第2参与人。

代表性科研成果：

1. 海量视频内容快速检索与深度分析的关键技术及其应用，2016年广东省科学技术进步奖（省级，一等奖）。

代表性论文:

ü 智能计算与机器学习

[1]. Tan Li, Zeheng Wei, Hai Liu, Zhiyong Lin, Tse-Tin Chan. Joint Job Assignment and Resource Allocation for Multi-Job Wireless Federated Learning. in Proceedings of 2024 IEEE 21st International Conference on Mobile Ad-Hoc and Smart Systems (MASS), Seoul, Korea, 23-25 September, 2024.

[2]. Zhenjian Yu, Wei-Li Liu, Jinghui Zhong, Ting Huang, Xu Lu, Zhiyong Lin. An Efficient Multitasking Ant Colony Optimization Framework. 2023 IEEE Congress on Evolutionary Computation (CEC), Chicago, IL, USA, 2023, pp. 1-8, doi: 10.1109/CEC53210.2023.10254137.

[3]. Li Huihui, Wen Guihua, Jia Xiping, Lin Zhiyong, Zhao Huimin, Xiao Xiangling. Augmenting features by relative transformation for small data. Knowledge-Based Systems. 225: 107121, 2021. SCI

[4]. Guijun Chen, Kejia Bai, Zhengchun Lin, Xiuxiu Liao, Shaopeng Liu, Zhiyong Lin, Qian Zhang, Xiping Jia. Method on Water Level Ruler Reading Recognition Based on Image Processing. Signal, Image and Video Processing. 15(1): 33-41, 2021. SCI

[5]. Shaopeng Liu, Jiaming Hong, Xu Lu,Xiping Jia, Zhiyong Lin, Ying Zhou, Ye Liu, Heye Zhang. Joint optic disc and cup segmentation using semi-supervised conditional GANs. Computers in Biology and Medicine. 115: 103485, 2019. SCI

[6]. Yushan Zhang, Han Huang, Zhiyong Lin, Zhifeng Hao, Guiwu Hu. Running-time Analysis of Evolutionary Programming based on Lebesgue Measure of Searching Space. Neural Computing and Applications. 30(2): 617–626, 2018. SCI

[7]. Han Huang, Shujin Ye, Zhun Fan, Zhiyong Lin, Liang Lv, Zhifeng Hao. Evolutionary Programming with a Simulated-conformist Mutation Strategy. Soft Computing. 22(2): 659-676, 2018. SCI

[8]. Xiaolan Liu, Shaohua Pan, Zhifeng Hao, Zhiyong Lin. Graph-based Semi-supervised Learning by Mixed Label Propagation with a Soft Constraint. Information Sciences. 277: 327-337, 2014. SCI

[9]. Han Huang, Weijia Lin, Zhiyong Lin, Zhifeng Hao, Andrew Lim. An Evolutionary Algorithm based on Constraint Set Partitioning for Nurse Rostering Problems. Neural Computation & Application. 25: 703–715, 2014. SCI

[10]. 黄翰，徐威迪，张宇山，林智勇，郝志峰.基于平均增益模型的连续型(1+1)进化算法计算时间复杂性分析.中国科学：信息科学，vol. 44, no. 6, pp. 811-824, 2014.

[11]. Jianfeng Wen, Shixian Li, Zhiyong Lin, Yong Hu, Changqin Huang. Systematic Literature Review of Machine Learning Based Software Development Effort Estimation Models. Information and Software Technology, vol. 54, no. 1, pp. 41-59, 2012. SCI

[12]. 黄翰,林智勇,郝志峰,张宇山,李学强. 基于关系模型的进化算法收敛性分析与对比. 计算机学报, vol. 34, no. 5, pp. 801-811, 2011.

[13]. 林智勇,郝志峰,杨晓伟. 若干评价准则对不平衡数据学习影响的研究. 华南理工大学学报（自然科学版）, vol.38, no.4, pp.147-155, 2010.

[14]. Zhiyong Lin, Zhifeng Hao, Xiaowei Yang, Xiaolan Liu. Several SVM Ensemble Methods Integrated With Under-sampling for Imbalanced Data Learning. in Proceedings of The 5th International Conference on Advanced Data Mining and Applications (ADMA 2009), LNAI 5678, pp. 536-544, Beijing, China, August 17-19, 2009.

[15]. Zhiyong Lin, Zhifeng Hao, Xiaowei Yang. Evolutionary support center machine. in Proceedings of IEEE Congress on Evolutionary Computation (CEC 2008), Hong Kong, June 1-6, 2008.

ü 认知物联网

[1]. Zongheng Wei, Huakun Wu, Zhiyong Lin*, Qingji Wen, Lili Zheng, Jianfeng Wen, Hai Liu. Enhanced reinforcement learning-based two-way transmit-receive directional antennas neighbor discovery in wireless ad hoc networks. Ad Hoc Networks, Volume 167, 2 February 2025, 103689. SCI

[2]. Zhiyong Lin, Hai Liu, Xiaowen Chu, Yiu-Wing Leung, Ivan Stojmenovic. Constructing Connected-Dominating-Set with Maximum Lifetime in Cognitive Radio Networks. IEEE Transactions on Computers, 7(4): 1165-1179, 2024. SCI

[3]. Zhiyong Lin, Congming Yi, Zongheng Wei, Jianfeng Wen, Qingji Wen, Qinglin Liu, Hai Liu. A Neighbor Discovery Protocol with Adaptive Collision Alleviation for Wireless Robotic Networks. Pervasive and Mobile Computing. 2024, 102, 101934. doi: /10.1016/j.pmcj.2024.101934. SCI

[4]. Zongheng Wei, Qinglin Liu, Zhiyong Lin*, Qingji Wen, Jianfeng Wen, Hai Liu, Wenjun Wu. An Efficient Coprime Integer Sets Based Rendezvous Algorithm for Distributed Cognitive Radio Networks. Electronics Letters, 2023, 59(18): 1-3. SCI

[5]. Qinglin Liu, Zhiyong Lin*, Zongheng Wei, Jianfeng Wen, Congming Yi, Hai Liu. A Quinary Coding and Matrix Structure-based Channel Hopping Algorithm for Blind Rendezvous in Cognitive Radio Networks. 2023 32nd International Conference on Computer Communications and Networks (ICCCN), Honolulu, HI, USA, 2023, pp. 1-10, doi: 10.1109/ICCCN58024.2023.10230104.

[6]. Hai Liu, Lu Yu, Chung Keung Poon, Zhiyong Lin, Yiu- Wing Leung, Xiaowen Chu. A Quality-Aware Rendezvous Framework for Cognitive Radio Networks. 2022 18th International Conference on Mobility, Sensing and Networking (MSN), Guangzhou, China, 2022, pp. 20-27, doi: 10.1109/MSN57253.2022.00019.

[7]. Zong-Heng Wei, Bin-Jie Hu, Zhiyong Lin. Multichannel MAC protocol with dynamic backoff contention for distributed cognitive radio networks. EURASIP Journal on Wireless Communications and Networking, 2019: 202. SCI

[8]. Zhiyong Lin, Hai Liu, Lu Yu, Yiu-Wing Leung, Xiaowen Chu. ZOS: A Fast Rendezvous Algorithm Based on Set of Available Channels for Cognitive Radios. 2018 IEEE 29th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC), Bologna, Italy, 09-12 September, 2018.

[9]. Lu Yu, Hai Liu, Yiu-Wing Leung, Xiaowen Chu, Zhiyong Lin. Multiple Radios for Fast Rendezvous in Cognitive Radio Networks. IEEE Transactions on Mobile Computing. 14(9):1917-1931, 2015. SCI

[10]. Lu Yu, Hai Liu, Yiu-Wing Leung, Xiaowen Chu, Zhiyong Lin. Adjustable Rendezvous in Multi-Radio Cognitive Radio Networks. 2015 IEEE Global Communications Conference (GLOBECOM), San Diego, CA, USA, 06-10 December, 2015.

[11]. Lu Yu, Hai Liu, Yiu-Wing Leung, Xiaowen Chu, Zhiyong Lin. Channel-hopping based on available channel set for rendezvous of cognitive radios. 2014 IEEE International Conference on Communications (ICC), Sydney, NSW, Australia, 10-14 June, 2014.

[12]. Zhiyong Lin, Hai Liu, Xiaowen Chu, Yiu-Wing Leung. Enhanced Jump-Stay Rendezvous Algorithm for Cognitive Radio Networks. IEEE Communications Letters. 17(9): 1742-1745, 2013. SCI

[13]. Lu Yu, Hai Liu, Yiu-Wing Leung, Xiaowen Chu, Zhiyong Lin. Multiple Radios for Effective Rendezvous in Cognitive Radio Networks. 2013 IEEE International Conference on Communications (ICC 2013), Budapest, Hungary, 9-13 June, 2013.

[14]. Hai Liu, Zhiyong Lin*, Xiaowen Chu, Yiu-Wing Leung. Jump-Stay Rendezvous Algorithm for Cognitive Radio Networks. IEEE Transactions on Parallel and Distributed Systems. 23(10): 1867-1881, 2012. SCI

[15]. Zhiyong Lin, Hai Liu, Xiaowen Chu, Yiu-Wing Leung. Ring-Walk Rendezvous Algorithms for Cognitive Radio Networks. Ad Hoc & Sensor Wireless Networks. 16(4): 243-271, 2012. SCI

[16]. Zhiyong Lin, Hai Liu, Xiaowen Chu, Yiu-Wing Leung. Jump-Stay Based Channel-Hopping Algorithm with Guaranteed Rendezvous for Cognitive Radio Networks. The 30th IEEE International Conference on Computer Communications (IEEE INFOCOM 2011), Shanghai, China, 10-15 Apr. 2011.

主要授权发明专利：

[1]. Hai Liu, Zhiyong Lin, Xiaowen Chu, Yiu-Wing Liang. Method for Achieving Rendezvous for Cognitive Radio Networks, 美国专利9252929, , 2016

[2]. 林智勇, 刘海, 余璐, 梁耀荣, 褚晓文, 魏纵横. 一种基于可用信道集的认知无线电盲会合方法, ZL201810478953.7, 2020.03.

[3]. 林智勇, 易淙铭, 魏纵横, 温剑丰, 刘海, 余璐. 邻居发现冲突协调方法、系统、计算机设备及存储介质, ZL 2021 1 1215137.5, 2023.10.

[4]. 詹瑾, 黄柯乔, 林智勇. 基于图像检测的轨迹生成方法、装置及系统, ZL 2021 1 0722441.2, 2024.03.

[5]. 刘少鹏, 贾西平, 关立南, 林智勇, 廖秀秀, 梁杰鹏, 洪佳明, 严继利. 一种基于半监督条件生成式对抗网络的眼底图视盘和视杯分割方法, 2023.07.

其他成果：

1. “五位一体， 三链并进” --计算机类复合型人才培养模式探索与实践，2019年广东教育教学成果奖（高等教育类）一等奖。

2. 广东省教育厅研究生教育创新计划项目，《智能优化方法》示范课程，2021-2024，主持。

3. 广东省教育厅新师范建设助推基础教育高质量发展研究与实践子项目，新师范背景下中职计算机类专业教学改革研究与实践，2023，参与。