
鄭亞莉
副教授,碩士研究生導師、深圳市高層次人才、香港醫學工程研究院青年會士、深圳市人工智能學會理事
電子郵箱:zhengyali@ffjwd.com
研究偏向:
醫學信號檢測與處理、血流動力學建模;
可穿着無袖帶血壓監測、智能生命監護系統研究;
基于可穿着康健大數據的慢病監測與風險評估算法研究;
重症醫學大數據分析、預警與輔助臨床診療算法研究;
本課題組的研究偏向緊密契合可穿着康健産業與智能醫療儀器産業的發展需求,並與行業龍頭企業保持深度産學研相助。同時與香港高校的相關科研團隊也建设了緊密的學術交流與相助。歡迎具備電子信息、生物醫學工程、計算機等專業配景,並對上述領域科研充滿熱情的同學加入課題組,配合探索前沿技術,攻讀碩士研究生或開展博士後研究,推動康健科技的創新與應用。
個人簡介:
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項目,发表SCI一区论文二十多篇,包罗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可穿着生物医学传感器与系统技术委员会隶属成员、IEEE EMB香港-澳门联合分会的执行委员会委员、
近五年主持項目
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項目2021.10-2024.09,主持
3.深圳市基础面上研究項目, 2020-06至2023-06,主持
4.广东省高校科研平台青年创新人才項目, 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項目,2020.01-2022.12,主持
6.深圳技術大學自制實驗儀器設備專項,2020.01-2022.12,主持
研究结果及榮譽
學術兼職
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
專利
1.血管參數監測要领及血管參數監測設備202410868963.7鄭亞莉、鍾志強、張冠統、時蘇湘(實質審查中)
2.血压预计要领、模型训练要领、装置和盘算机可读存储介质202211587260.4发现專利。鄭亞莉、高嘉盛(實質審查中)
代表性論文
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年深圳市優秀科技學術論文獎)
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)