主要在科研项目、学术情况：

  (1)深度学习、云计算

  (2)模糊集、软集

硕士研究招生方向:

 (1)机器学习（深度学习）与计算机视觉（图像处理）；

 (2) 模糊集、软集；

 (3) 云计算开发与应用；

对以上方向感兴趣同学，欢迎加入研究团队

1. 学术论文

1. Liu, Zhicai, Keyun Qin, and Zheng Pei. Similarity measure and entropy of fuzzy soft sets. The Scientific World Journal 2014. 

2. Liu, Zhicai, Keyun Qin, and Zheng Pei. A Method for Fuzzy Soft Sets in Decision-Making Based on an Ideal Solution. Symmetry 9, no. 10: 246. 2017.

3. Liu, Zhicai , Ling Xiong, Tu Peng, Daiyuan Peng and Hongbin Liang, A Realistic Distributed Conditional Privacy-Preserving Authentication Scheme for Vehicular Ad Hoc Networks, IEEE Access.

4. Liu, Zhicai, José Carlos R. Alcantud, Qin keyun and Pei zheng. The relationship between soft sets and fuzzy sets and its application. (Journal of Intelligent and Fuzzy Systems)

5. Liu, Zhicai, José Carlos R. Alcantud, Qin keyun and Pei zheng. The Soft sets and Fuzzy sets based Neural networks and its Application. (Fuzzy Sets and Systems)

6. Liu, Zhicai, Keyun Qin, Zheng Pei, and Jin Liu. On induced soft sets and topology for the parameter set of a soft set. In Computer and Information Technology; Ubiquitous Computing and Communications; Dependable, Autonomic and Secure Computing; Pervasive Intelligence and Computing (CIT/IUCC/DASC/PICOM), 2015 IEEE International Conference on, pp. 1349-1353. IEEE, 2015.

7. Liu, Zhicai, Bo Li, Zheng Pei, and Keyun Qin. Formal concept analysis via multigranulation attributes. In Intelligent Systems and Knowledge Engineering (ISKE), 2017 12th International Conference on, pp. 1-6. IEEE, 2017.

8. Qin, Keyun, Yang, Jilin, and Liu, Zhicai. On the similarity property of some fuzzy reasoning methods. Journal of Intelligent & Fuzzy Systems 33, no. 4 (2017): 2291-2303.

9. Xiong, L. ,  Peng, T. U. ,  Peng, D. Y. ,  Liang, H. B. , &  Liu, Z. C. . (2019). An efficient privacy-aware authentication scheme for distributed mobile cloud computing services without bilinear pairings. Journal of Information Science and Engineering, 35(2), 341-360.

10.Xiong, L. ,  Li, F. ,  He, M. ,  Liu, Z. , &  Peng, T. . (2020). An efficient privacy-aware authentication scheme with hierarchical access control for mobile cloud computing services. IEEE Transactions on Cloud Computing, PP(99), 1-1.

11. Qin, Keyun, Yang, Jilin, and Liu, Zhicai. A fuzzy soft set based approximate reasoning method. Journal of Intelligent & Fuzzy Systems 32, no. 1 (2017): 831-839.

12. Qin, Keyun, Hong, Zhiyong , Liu, Zhicai. Some uncertainty measures of fuzzy soft sets, Proceedings of the 2013 Asia-Pacific Computational Intelligence and Information Technology Conference, 2013.12.28-29, pp245-251, Shanghai, China, 2013.

13. Zhang, Jianan, Zhicai Liu, Zheng Pei. A new method based on radio frequency spectrum for background noise curve extraction. In Applied Mechanics and Materials, vol. 475, pp. 247-252. Trans Tech Publications, 2014.

14. Ruan Y.,Liu, Zhicai, Liu J.,Jiang H.,Feng B. Extended hesitant fuzzy linguistic term sets, ICIC Express Letters, vol. 8, no. 5, pp. 1351–1358, 2014.

2. 研究项目

主持项目：

1. 四川省科学技术厅：分布式云系统中基于区块链技术的认证协议研究

2. 企事业单位委托： 无线电监测电磁环境数据采集分析研究
3. 企事业单位委托： 无线电局部自组织系统研究

参与项目：
1. 国家自然科学基金项目：基于模糊软集的不确定性推理研究
2. 国家自然科学基金项目：混合数据中模糊语言知识挖掘方法研究
3. 企事业单位委托：无线电监测智能化研究项目
4. 企事业单位委托：无线电监测网智能化战略研究
5. 四川省教育厅项目：多旋翼空中无线电监测系统
6. 企事业单位委托：基于“云技术”的全省无线电监测联网研究
7. 企事业单位委托：无线电管理云平台构建及应用研究
8. 企事业单位委托：无线电监测通信协议验证测试系列软件开发

机器学习；云计算技术；Linux操作系统；C/C++程序设计等

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