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郑亚莉

发布时间:2021-09-15 10:21 来源: 点击量:

电子邮箱zhengyali@sztu.edu.cn

研究方向:

可穿戴医学传感;生物医学信号处理和建模;基于机器/深度学习的生物医学与健康信息处理与分析

个人简介

深圳技术大学健康与环境工程学院助理教授。博士毕业于香港中文大学电子工程系,2014-2018年在香港中文大学医学院外科系从事博士后研究。已发表SCI一区论文13篇,包括NPJ Digital Medicine,IEEE J Biomed Health Inform, IEEE Trans Biomed Eng,Comput. Biol. Med.等,所发表论文在Google Scholar上至今已被引1400多次,H-Index为13。一篇在IEEE TBME六十周年创刊纪念特刊上发表的特邀论文已被ISI Web of Science评为工程学术领域高引用率论文。

现主持省市校科研项目四项,指导本科生省级创新项目一项

1. 2020.06-2023.06 深圳市基础研究面上项目 40万

2. 2020.01-2022.12 深圳技术大学新引进高端人才财政补助科研启动项目 270万

3. 2020.01-2021.12 广东省普通高校青年创新人才项目 5万

4. 2020.01-2022.12深圳技术大学自制实验仪器设备基金 20万

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

  5. 深圳技术大学IEEE学生分会教师会员

代表性研究成果

在生物医学与健康信息学领域

  1. 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.

  2. 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.

  3. Poon, C.C., Jiang, Y., Zhang, R., Lo, W.W., Cheung, M.S., Yu, R.,Zheng, YL., Wong, J.C., Liu, Q., Wong, S.H. and Mak, T.W., 2020. AI-doscopist: a real-time deep-learning-based algorithm for localising polyps in colonoscopy videos with edge computing devices. NPJ Digital Medicine, 3(1), pp.1-8. (IF=12, JCR-Q1)

  4. 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)

  5. 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).

  6. R. Zhang,Yali Zheng, T. W. C. Mak, R. Yu, S. H. Wong, J. Y. W. Lau, etal., " Automatic Detection and Classification of Colorectal Polyps by Transferring Low-level CNN Features from Non-Medical Domain," IEEE Journal of Biomedical and Health Informatics, vol. 21, pp. 41-47, 2017. (IF = 3.9, JCR-Q1)

  7. 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).

  8. 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.

穿戴式医疗传感领域

  1. 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)

  2. 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)

  3. Yuan-Ting Zhang,Yali Zheng, Wan-Hua Lin, He-Ye Zhang, and Xiao-Lin Zhou, “Challenges and Opportunities in Cardiovascular Health Informatics”, IEEE Transactions on Biomedical Engineering, vol. 60, no. 3, pp. 633-642, Mar. 2013. (IF = 4.3, JCR-Q1)

  4. 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)

  5. Billy H. K. Leung, Carmen C. Y. Poon, Ruikai Zhang,Yali Zheng, C. K. W. Chan, Philip W. Y. Chiu, James Y. W. Lau, and Joseph J. Y. Sung, “A Therapeutic Wireless Capsule for Treatment of Gastrointestinal Haemorrhage by Balloon Tamponade Effect”, IEEE Transactions on Biomedical Engineering, vol. 64, no. 5, pp. 1106-1114, May 2017. (IF = 4.3, JCR-Q1)

  6. 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)

  7. Yali Zheng, Yuqi Jiang, N. Luo, X. Ding, Y. T. Zhang, and C. C. Y. Poon (2020). "Wearing sensors inside and outside of the human body for the early detection of diseases," in Wearable Sensors: Fundamentals, implementation and applications, E. Sazonov, Ed., 2nd ed: Academic Press.

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