郑亚莉

副教授，硕士研究生导师、深圳市高层次人才、香港医学工程研究院青年会士、深圳市人工智能学会理事

电子邮箱：zhengyali@sztu.edu.cn

研究方向：

医学信号检测与处理、血流动力学建模；

可穿戴无袖带血压监测、智能生命监护系统研究；

基于可穿戴健康大数据的慢病监测与风险评估算法研究；

重症医学大数据分析、预警与辅助临床诊疗算法研究；

本课题组的研究方向紧密契合可穿戴健康产业与智能医疗仪器产业的发展需求，并与行业龙头企业保持深度产学研合作。同时与香港高校的相关科研团队也建立了紧密的学术交流与合作。欢迎具备电子信息、生物医学工程、计算机等专业背景，并对上述领域科研充满热情的同学加入课题组，共同探索前沿技术，攻读硕士研究生或开展博士后研究，推动健康科技的创新与应用。

个人简介：

2014年香港中文大学电子工程系获得博士学位，2014-2018年在香港中文大学医学院外科系担任博士后研究员。主持多项国家省市科研项目，发表SCI一区论文二十多篇，包括NPJ Digital Medicine, IEEE J Biomed Health Inform, IEEE Trans Biomed Eng，Comput. Biol. Med., Internet of Things, Biomed Signal Process Control等，其中一篇论文被评为工程领域ESI高被引论文。目前任IEEE-EMBS可穿戴生物医学传感器与系统技术委员会附属成员、IEEE EMB香港-澳门联合分会的执行委员会委员、

近五年主持项目

1.国家自然科学基金青年基金, 2024.01-2026.12， 主持

2.广东省基础与应用基础研究基金-区域联合基金青年基金项目2021.10-2024.09，主持

3.深圳市基础面上研究项目, 2020-06至2023-06,主持

4.广东省高校科研平台青年创新人才项目, 2020-01至2021-12,主持

5.深圳技术大学新引进高端人才财政补助科研启动项目，2020.01-2022.12，主持

6.深圳技术大学自制实验仪器设备专项，2020.01-2022.12，主持

研究成果及荣誉

学术兼职

1.2021年IEEE 17th International Conference on Wearable and Implantable Body Sensor Networks (IEEE-BSN)大会组委会成员和专题分会主席

2.2019年International Conference on Wearable and Implantable Body Sensor Networks (IEEE-BSN)大会宣传主席

3.2014至今任IEEE EMBS Wearable Biomedical Sensors and Systems Technical Committee成员

4.2017至今任IEEE EMBS HK-Macau Chapter执行会员

专利

1.血管参数监测方法及血管参数监测设备202410868963.7郑亚莉、钟志强、张冠统、时苏湘（实质审查中）

2.血压估计方法、模型训练方法、装置和计算机可读存储介质202211587260.4发明专利。郑亚莉、高嘉盛（实质审查中）

代表性论文

1)Wu Shenghao,Yali Zheng*. Integrative Evaluation of Skin-Electrode Interface based on Graphical Analysis and Circuit Modeling of Electrochemical Impedance Spectra.IEEE Transaction on Instrumentation and Measurement. 2025, 74:4001812.

2)Huang Y, He YH, Song ZB, Gao K,Zheng YL*. Validation of deep learning models for cuffless blood pressure estimation on a large benchmarking dataset. Conn Health Telemed 2024;3:300002.

3)Zheng, Yali*;Wu, Chen; Cai, Peizheng; Zhong, Zhiqiang; Huang, Hongda; Jiang, Yuqi ; Tiny-PPG: A lightweight deep neural network for real-time detection of motion artifacts in photoplethysmogram signals on edge devices, Internet of Things, 2024.4, 25: 0-101007 (JCR-Q1)

4)Guoqiang Geng,Yali Zheng(+)#, Jingyuan Hong, Qing Liu, Carmen C.Y. Poon (2022).“Novel and robust auxiliary indicators to ankle-brachial index using multi-site pulse arrival time and detrended fluctuation analysis for peripheral arterial disease assessment”,Biomedical Signal Processing and Control, 77: 103865.

5)Hong, J.(+),Y. Zheng(+)#,S. Wu, G. Geng, Q. Liu and C. C. Y. Poon (2021). "Characterization of the vascular system using overnight wearable-based pulse arrival time and ambulatory blood pressure: A pilot study." Computers in Biology and Medicine 137: 104861.（2022年深圳市优秀科技学术论文奖）

6)Liu, Q., Y.Zheng, Y. Zhang and C. C. Y. Poon (2021). "Beats-to-Beats Estimation of Blood Pressure During Supine Cycling Exercise Using a Probabilistic Nonparametric Method." IEEE Access 9: 115655-115663.

7)Ruoxi Yu,Yali Zheng, R. Zhang, Y. Jiang, and C.C.Y. Poon. Using a Multi-task Recurrent Neural Network with Attention Mechanisms to Predict Hospital Mortality of Patients. IEEE Journal of Biomedical and Health Informatics, May. 2019. (IF = 3.9, JCR-Q1)

8)R. Zhang (+),Yali. Zheng (+), C.C.Y. Poon, S. Dinggang, J.Y.W. Lau, Polyp detection during colonoscopy using a regression-based convolutional neural network with a tracker, Pattern Recognition, vol. 83, pp. 209-219, Nov 2018 (IF = 4.0, JCR-Q1, co-first author).

9)Hong, J., J. Gao, Q. Liu, Y. Zhang andY. Zheng* (2021). Deep Learning Model with Individualized Fine-tuning for Dynamic and Beat-to-Beat Blood Pressure Estimation. 2021 IEEE 17th International Conference on Wearable and Implantable Body Sensor Networks (BSN).

10)Yali Zheng*, Qing Liu, Carmen Poon, “Unobtrusive Blood Pressure Estimation using Personalized Autoregressive Models”, 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), Montreal, QC, Canada, 20-24 July 2020.

11)Yali Zheng, Xiao-Rong Ding, Carmen Chung Yan Poon, Benny Ping Lai Lo, Heye Zhang, Xiao-Lin Zhou, Guang-Zhong Yang, Ni Zhao, Yuan-Ting Zhang, “Unobtrusive Sensing and Wearable Devices for Health Informatics”, IEEE Transaction on Biomedical Engineering, vol. 61, no. 5, pp. 1538-1554, May. 2014. (IF = 4.3, JCR-Q1, highly cited paper by ISI Web of Science)

12)Yali Zheng, Bryan P Yan, Yuanting Zhang, and Carmen C.Y. Poon, “An Armband Wearable Device for Overnight and Cuff-less Blood Pressure Measurement”, IEEE Transaction on Biomedical Engineering, vol. 61, no. 7, pp. 2179 – 2186, Jul. 2014. (IF = 4.3, JCR-Q1)

13)Yali Zheng, Bryan P Yan, Yuanting Zhang, and Carmen C.Y. Poon, “Noninvasive Characterization of Vascular Tone by Model-based System Identification in Healthy and Heart Failure Patients”, Annals of Biomedical Engineering, vol. 43, no. 9, pp. 2242-2252, Sep 2015. (IF = 3.4, JCR-Q1)

14)Yali Zheng, Tracy C. H. Wong, Billy H.K. Leung, and Carmen C.Y. Poon, “Unobtrusive and Multimodal Wearable Sensors to Quantify Anxiety”, IEEE Sensors Journal, vol. 16, no. 10, pp. 3689-3696, May 2016. (IF = 2.5, JCR-Q1)