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张远

研究领域:智能感知和医学人工智能

主讲课程:

电子邮箱: yuanzhang@swu.edu.cn, yuan.zhang@ieee.org

张远,博士,教授,博士生导师。研究领域智能感知和医学人工智能,目前主要研究方向包括:睡眠健康感知与计算、基础生理指标监测,在利用机器学习技术针对生物电信号(脑电、心电、肌电、脉搏波、PPG信号等)和医学影像(fMRICT等)辅助诊疗、康养方面具有多项创新成果。已主持完成纵向科研项目国家级3项、省部级6项,目前主持在研3项(如国家自然科学基金面上项目“基于多模态数据的睡眠障碍类型识别研究”)。

具有广泛深入的国内外交流合作,香山科学会议“面向睡眠健康的智能感知与计算”发起人和执行主席2022中国生物医学工程大会主动睡眠健康分会场主席(首届)。

IEEE/ACM/中国人工智能学会/中国生物医学工程学会高级会员,CAAI智慧医疗专委会常委,IEEE JBHI/IoT (Elsevier)/IEEE RBME/IEEE OJEMB等期刊编辑

国家重点研发计划/NSFC等函评、会评专家,多个国家级科技计划、JW科技委指南编制专家。

主持过7SCI期刊的专刊(IEEE IoTJ/IEEE JBHI)。

具有强烈的科研探索精神、开拓创新能力和热爱学生培养学生的情怀作为导师指导了5个国家的30+名研究生和4名博士生,研究生中7人获得全额奖学金先后赴加拿大、澳大利亚、英国和新西兰攻读博士学位,7人在国内双一流高校(清华、上交、复旦2、东南、天大等)攻读博士学位。2023级毕业的研究生中,1名在清华大学攻读博士学位,1名在上海交大攻读博士学位,1名全额奖学金将赴悉尼大学攻读博士学位,1名全额奖学金将赴奥塔哥大学攻读博士学位

在读3名博士生分别来自郑州大学、中科院自动化所、广西科技大学,其中1名在德国柏林夏里特医科大学联合培养。2024拟招收1博士生从事无创血糖检测方向email联系截止时间20241对报考博士研究生的要求:1. 研究兴趣匹配;2. 具有吃苦耐劳、踏实肯干的品质;3. 具有良好的数学、英语、信号处理、算法和一定的程序语言(Python/Matlab)基础;4. 未来目标不清、个人意识过强、自我管理能力差者,不适宜联系。

Email: yuanzhang@swu.edu.cn, yuan.zhang@ieee.org

 

 

附近年部分代表作

[1] 张远*,面向睡眠健康的感知、计算和干预,科学通报67: 27-36, 2022.

[2] Zhiqiang Chen, Xue Pan, Zhifei Xu, Ke Li, Yudan Lv, Yuan Zhang* and Hongqiang Sun, A Semi-supervised Multi-scale Arbitrary Dilated Convolution Neural Network for Pediatric Sleep Staging, IEEE Journal of Biomedical and Health Informatics, vol. 28(1), pp. 99, 2024, to appear.

[3] Fuxiang Deng, Emil Jovanov, Houbing Song, Weisong Shi, Yuan Zhang* and Wenyao Xu, WiLDAR: WiFi Signal-Based Lightweight Deep Learning Model for Human Activity Recognition, IEEE Internet of Things Journal, 2023. published online with DOI 10.1109/JIOT.2023.3294004.

[4] Chuanhao Zhang, Emil Jovanov, Hongen Liao, Yuan-Ting Zhang, Benny Lo, Yuan Zhang* and Cuntai Guan, Video Based Cocktail Causal Container for Blood Pressure Classification and Blood Glucose Prediction, IEEE Journal of Biomedical and Health Informatics, vol. 27(2), pp. 1118-1128, 2023.

[5] Yamei Li, Shengqiong Luo, Haibo Zhang, Yinkai Zhang, Yuan Zhang* and Benny Lo, Mtclss: Multi-Task Contrastive Learning for Semi-Supervised Pediatric Sleep Staging, IEEE Journal of Biomedical and Health Informatics, vol. 27(6), pp. 2647-2655, 2023.

[6] Liu Cheng, Shengqiong Luo, Xinge Yu, Hemant Ghayvat, Haibo Zhang and Yuan Zhang*, EEG-CLNet: collaborative learning for simultaneous measurement of sleep stages and OSA events based on single EEG signal, IEEE Transactions on Instrumentation and Measurement, vol. 72, 2503910, pp. 1-10, 2023.

[7] Gaobo Zhang, Zhen Mei, Yuan Zhang*, et al., A Non-invasive Blood Glucose Monitoring System Based on Smartphone PPG Signal Processing and Machine Learning, IEEE Transactions on Industrial Informatics, vol. 16(11), pp. 7209-7218, 2020.

[8] Chuanhao Zhang, Wenwen Yu, Yamei Li, Hongqiang Sun*, Yuan Zhang* and Maarten De Vos, CMS2-net: Semi-supervised Sleep Staging for Diverse Obstructive Sleep Apnea Severity, IEEE Journal of Biomedical and Health Informatics, vol. 26(7), pp. 3447-3457, 2022.

[9] Xinyu Yang, Yuan Zhang*, et al., DBAN: Adversarial Network with Multi-Scale Features for Cardiac MRI Segmentation, IEEE Journal of Biomedical and Health Informatics, vol. 25(6), pp. 2018-2028, 2021.

[10] Yuan Zhang, et al., Seizure Prediction on EEG Using Common Spatial Pattern and Convolutional Neural Network, IEEE Journal of Biomedical and Health Informatics, vol. 24(2), pp. 465-474, 2020.

[11] Md Rishad Ahmed, Yuan Zhang*, et al., Single Volume Image Generator and Deep Learning-based ASD Classification, IEEE Journal of Biomedical and Health Informatics, vol. 24(11), pp. 3044-3054, 2020.

[12] Qingbei Guo, Yuan Zhang*, et al., A Localization Method Avoiding Flip Ambiguities for micro-UAVs with Bounded Distance Measurement Errors, IEEE Transactions on Mobile Computing, vol. 18 (8), pp. 1718-1730, 2019.

[13] Yuan Zhang, et al., Special Issue on Wearable Sensor-Based Big Data Analysis for Smart Health, IEEE Internet of Things Journal, vol. 6(2), pp. 1293-1297, 2019.

[14] Md Rishad Ahmed, Yuan Zhang*, et al., Neuroimaging and Machine Learning for Dementia Diagnosis: Recent Advancements and Future Prospects, IEEE Reviews in Biomedical Engineering, vol. 12, pp. 19-33, 2019.

[15] Sarah Ali Siddiqui, Yuan Zhang*, et al., Pain-free Blood Glucose Monitoring Using Wearable Sensors: Recent Advancements and Future Prospects, IEEE Reviews in Biomedical Engineering, vol. 11, pp. 21-35, 2018.

[16] Matej Kren, Andrej Kos, Yuan Zhang*, et al., Public Interest Analysis Based on Implicit Feedback of IPTV Users, IEEE Transactions on Industrial Informatics, vol. 13(4), pp. 2077-2086, 2017.

[17] Alex Obinikpo, Yuan Zhang*, et al., Queueing Algorithm for Effective Target Coverage in Mobile Crowd Sensing, IEEE Internet of Things Journal, vol. 4(4), pp. 1046-1055, 2017.

[18] Yuan Zhang, et al., Ubiquitous WSN for Healthcare: Recent Advances and Future Prospects, IEEE Internet of Things Journal, vol.1 (4), pp. 311-318, 2014. (150+引用,20209)

[19] Yuan Zhang*, et al., Localization Using Joint Distance and Angle Information for 3D Wireless Sensor Networks, IEEE Communications Letters, vol. 16(6), pp. 809-811, 2012.

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