科学研究情况
1、承担项目情况
[1] 面向边缘微服务架构的时空非连续拟态防御关键技术研究, 中央高校基本科研业务费项目, 2024, 主持.
[2] 基于子序列划分和接触表预测的RNA二级结构深度神经网络预测方法研究，国家自然科学基金青年科学基金项目, 2022, 24万, 参与.
[3] 基于深度神经网络的RNA二级结构预测模型及拓扑精度评价算法, 辽宁省科技厅面上项目, 2023, 8万, 参与.
[4] 基于ICU患者ECG、PPG、IP波形的呼吸频率模拟估计系统, 东软汉枫, 2023, 5万, 参与.
[5] 微服务架构下抵抗同驻攻击和漏洞利用攻击的主动防御方法研究, 中央高校基本科研业务费项目, 2021, 主持.
[6] SDN/NFV架构下面向链路泛洪攻击的主动防御方法研究, 中央高校基本科研业务费项目, 2022, 主持.
[7] XXX装备研究, XXX装备研究课题, 2018, 30万元, 主持.
[8] 基于无源光纤接入网的用户上网行为数据筛查技术与系统研究, 河南省科技攻关, 2017, 参与.
2、发表学术论文情况
[1] Zheng Zhao, Junren Wang, Qian Mao, Qi Zhao, and Xin Xie, Vehicle pseudonym change mechanism based on dynamic game, International Conference on Mechatronics and Intelligent Control (ICMIC 2024), 1344722 (16 January 2025).
[2] Zheng Zhao, Qiqi Fan, Chunchang Zhao, Qi Zhao, and Xin Xie, QSM: a quick shuffling method for defending against low-rate denial of service attacks in microservice systems, International Conference on Mechatronics and Intelligent Control (ICMIC 2024), 1344721 (16 January 2025).
[3] Zheng Zhao, Tianhao Zhang, Qian Mao, Qi Zhao, and Xin Xie, Location data publishing mechanism in semi-trusted vehicle networks based on differential privacy, International Conference on Mechatronics and Intelligent Control (ICMIC 2024), 1344720 (16 January 2025).
[4] Zheng Zhao, Fang Liu, Zhaoran Meng, Qi Zhao, and Xin Xie, DTS: dynamic traffic scrubbing against link flooding attacks with programmable data plane, International Conference on Mechatronics and Intelligent Control (ICMIC 2024), 134471Z (16 January 2025).
[5] Zheng Zhao, Haixiao Xue, Yuwen Huang, Qi Zhao, and Xin Xie, ASTGNN: adaptive spatio-temporal graph neural network for motor imagery recognition, International Conference on Mechatronics and Intelligent Control (ICMIC 2024), 134470A (16 January 2025).
[6] Zhao, Zheng, Tianhao Zhang, Xiaoya Fan, Qian Mao, Dafeng Wang, and Qi Zhao. GMN+: A Binary Homologous Vulnerability Detection Method Based on Graph Matching Neural Network with Enhanced Attention. Applied Sciences. 2024, 14, 10762.
[7] Xiaoya Fan, Pengzhi Xu, Qi Zhao, Zheng Zhao, Chenru Hao and Zhong Wang. A Domain Adaption Approach for EEG-based Automated Seizure Classification with Temporal-Spatial-Spectral Attention[C]. International Conference on Medical Image Computing and Computer Assisted Intervention, 2024.
[8] Xiaoya Fan, Yuming Cui, Zheng Zhao, Zengyou He, Qi Zhao, and Zhong Wang. Partition, Predict and Assemble: Targeting Long RNA Secondary Structure Prediction[C]. IEEE International Conference on Bioinformatics and Biomedicine, 2024.
[9] Munan Li, Kai Liu, Hongbo Liu, Zheng Zhao, Tomas E. Ward, Xindong Wu, Heterogeneous Meta-Path Graph Learning for Higher-Order Social Recommendation, ACM Transactions on Knowledge Discovery from Data, 2024, 18(8): 1-25.
[10] Chunpu Zhang, Zhiwen Wang, Lingchao Yu, Zheng Zhao, Fei Wang, Wei Xiong, Leakage Detection in Pneumatic Systems with Machine Learning and Upstream Single-Point Signals. International Journal of Fluid Power, 2024.
[11] Zhao Zheng, Fan Xiaoya, Xie Xin, Mao Qian and Zhao Qi*. AP-SDN: Action Program enabled Software-Defined Networking Architecture[J]. KSII Transactions on Internet & Information Systems, 2023, 17(7).
[12] Li Munan, Liu Hongbo*, Jiang Xiangdong, Zhao Zheng* and Zhang Tianhao. SENSE: An unsupervised semantic learning model for cross-platform vulnerability search[J]. Computers & Security, 2023, 135: 103500.
[13] Li Wenqi, Zhao Zheng, Ma Pingchuan, Xie Zeqiang, Vasile Palade and Liu Hongbo*. Graphical Consensus-based Sharding for Efficient and Secure Sharings in Blockchain-enabled Internet of Vehicles[J]. IEEE Transactions on Vehicular Technology, 2023.
[14] Zhao Qi, Liu Fang, Song Yide, Fan Xiaoya, Wang Yu, Yao Yudong and Mao Qian, Zhao Zheng*. Predicting Respiratory Rate from Electrocardiogram and Photoplethysmogram Using a Transformer-Based Model[J]. Bioengineering, 2023, 10(9): 1024.
[15] Zhao Qi, Mao Qian, Yuan Wenxuan, He Qiang, Yao Yudong, Sun Qixuan, Zhao Zheng and Fan Xiaoya*. RNA-par: An RNA Exterior Loop Predicting Model for RNA Secondary Structure Prediction. Scientific Reports, 2022.
[16] Sun Kexin, Xiaobo Shi, Hui Gao, Hongyu Kuang*, Xiaoxing Ma, Guoping Rong, Dong Shao, Zheng Zhao, and He Zhang. Incorporating Pre-trained Transformer Models into TextCNN for Sentiment Analysis on Software Engineering Texts [C]. In Proceedings of the 13th Asia-Pacific Symposium on Internetware, 2022: 127-136.
[17] Zhang Bo, Naiyao Wang, Zheng Zhao, Ajith Abraham and Hongbo Liu*. Crowd counting based on attention-guided multi-scale fusion networks[J]. Neurocomputing 451 (2021): 12-24.
[18] Zhao Qi, Zheng Zhao, Xiaoya Fan, Zhengwei Yuan, Qian Mao and Yudong Yao*. Review of machine learning methods for RNA secondary structure prediction[J]. PLoS computational biology 17, no. 8 (2021): e1009291.
[19] Liu Xiaolong, Wei Qiang*, Wang Qingxian, Zhao Zheng, and Zhongxu Yin. Cafa: a checksum-aware fuzzing assistant tool for coverage improvement. Security and Communication Networks, 2018.
[20] Zhao Qi, Chuanhao Zhang and Zhao Zheng*. A decoy chain deployment method based on SDN and NFV against penetration attack[J]. PLoS One 12.12 (2017): e0189095.
[21] Zhao Zheng, Liu Fenlin* and Gong Daofu. An SDN-based fingerprint hopping method to prevent fingerprinting attacks[J]. Security and Communication Networks 2017 (2017).
[22] Zhao Zheng, Liu Fenlin* and Gong Daofu. An SDN based hopping multicast communication against DoS attack[J]. KSII Transactions on Internet and Information Systems (TIIS) 11.4 (2017): 2196-2218.
[23] Zhao Qi, Zhang Chuanhao and Zhao Zheng*. SCM: A method to improve network service layout efficiency with network evolution [J]. Plos one 12.12 (2017): e0189336.
[24] Zhao Qi, Qian Mao, Zheng Zhao, Tongyi Dou, Zhiguo Wang, Xiaoyu Cui, Yuanning Liu, and Xiaoya Fan*. Prediction of plant-derived xenomiRs from plant miRNA sequences using random forest and one-dimensional convolutional neural network models [J]. BMC genomics 19 (2018): 1-13.
[25] Zhao Qi, Zhang Chuanhao, and Zhao Zheng*. A decoy chain deployment method based on SDN and NFV against penetration attack [J]. PLoS One 12, no. 12 (2017): e0189095.
[26] Zhao Zheng, Liu Fenlin*, Gong Daofu, et al. An SDN-based IP hopping communication scheme against scanning attack[C]. International Conference on Communication Software and Networks, 2017: 559-564.
[27] 李兆雨, 耿红梅, 陈熹, 赵正. 基于计算树逻辑的LSB替换隐写软件检测[J]. 信息工程大学学报, 2017, 18(1): 66-72.
[28] Zhang Chuanhao, Bu Youjun, and Zhao Zheng*. SDN-based path hopping communication against eavesdropping attack [C]. In Optical Communication, Optical Fiber Sensors, and Optical Memories for Big Data Storage, vol. 10158, pp. 135-142. SPIE, 2016.
[29] Zhao Zheng, Gong Daofu, Lu Bin, Liu Fenlin*. SDN-based double hopping communication against sniffer attack[J]. Mathematical Problems in Engineering, 2016, 2016.
[30] 韩旭, 刘粉林, 赵正. 一种基于数据依赖关系的软件水印算法[J]. 信息工程大学学报, 2015, 16(2): 245-250.
[31] 王唯, 刘粉林, 赵正. 基于信息隐藏的混沌JPEG图像加密算法[J]. 信息工程大学学报, 2014, 15(2): 148-155.
[32] Wang Wei, Liu Fenlin*, Ge Xin, Zhao Zheng. A chaotic encryption algorithm for Palette Image[C]. International Conference on Computational Intelligence and Security. IEEE, 2013: 734-737.
[33] Wang Y, Liu F*, Zhao Zheng, et al. Operand stack dependence based Java static software birthmark[C]. International Conference on Fuzzy Systems and Knowledge Discovery (FSKD). IEEE, 2013: 1090-1095.
[34] Zhao Zheng, Liu Fenlin*, Luo Xiangyang, et al. LSB replacement steganography software detection based on model checking[C]. The International Workshop on Digital Forensics and Watermarking, 2013: 54-68.
3、获得授权专利情况
[1] 范晓娅, 徐鹏志, 王忠, 赵正等. 一种基于时-空-频注意力的癫痫脑电信号分类方法.（申请中）
[2] 赵正等. 种基于ECG和PPG信号时域和频域融合分析的呼吸信号估计方法.（申请中）
[3] 赵正等. 一种船上环境的呼吸频率预测方法及装置.（申请中）
[4] 赵正等. 一种基于注意力增强图匹配神经网络的同源漏洞检测方法.（申请中）
[5] 赵正等. 一种基于 Transformer 的二进制函数相似性检测方法.（申请中）
[6] 赵正等. 一种基于彩色二维码的水下通信方法.（申请中）
[7] 赵正等. 一种面向微服务架构的自适应局部拟态化方法.（申请中）
[8] 赵正等. 一种基于拟态开关的微服务冗余执行离散化方法.（申请中）
[9] 赵奇, 赵正等. 一种基于深度神经网络的分段式RNA二级结构预测方法.（申请中）
[10] 赵奇, 赵正等. 一种基于复合神经网络的呼吸频率预测方法.（申请中）
[11] 赵正等. 一种链路泛洪攻击流量动态清洗系统及方法, 202211236647.5, 2022.
[12] 王野, 刘洪波, 高杨, 赵琳, 赵正. 一种能够实现RTK模糊度固定的单频GNSS 接收机，CN202210583721.4, 2022.
[13] 王野, 刘洪波, 高杨, 赵琳, 赵正. 应用不同相关间距伪距观测量的单频差分GNSS接收机，CN202210580928.6, 2022.
[14] 王野, 刘洪波, 高杨, 赵琳, 赵正. 一种能够实时估计卫星差分码偏差的双频GNSS接收机，CN202210639286.2, 2022.
[15] 王野, 刘洪波, 高杨, 赵琳, 赵正. 一种能够实时估计卫星小数周偏差的双频GNSS接收机，CN202210641584.5, 2022.
[16] 赵正等. 一种数据平面动作可编程的软件定义网络系统, ZL202110931534.6, 2021.
[17] 赵正等. 一种基于动作可编程软件定义网络的加密跳变方法, ZL202110957573.3, 2021.
[18] 毛倩, 谢桂林, 赵奇, 郭一霏, 范晓娅, 赵正等. 一种仿生咀嚼装置, 202110305646.0, 2021.
4、软件著作权
[1] 基于彩色二维码的水下通信系统.（申请中）
[2] TransRR呼吸频率预测软件, 2024SR0005443, 2024.
[3] 基于可编程数据平面的DDoS攻击流量动态清洗系统, 2023SR0996269, 2023.
[4] 面向微服务的局部自适应拟态防御系统, 2024SR0242267, 2023.
[5] iHealth RNA序列划分RNA-par软件, 2022.
[6] 面向深度学习后门攻击的综合防御系统, 2024.
