个人简介
粤港澳大湾区精准医学研究院(广州)青年研究员,2014获得英国伦敦玛丽女王大学博士,2015年开始在英国创新署(Innovate UK) 的资助下从事智能可穿戴设备的研究和产业转化相关工作。同时,在英国的高科技公司担任研发主管,其成果获得多项发明专利并转化成商业化产品在多国销售。主持和参与了英国创新署和英国工程和自然科学研究委员会(EPSRC)多个基金项目,总金额超过100万英镑,项目包括用于老年人的腕带式摔倒预警算法和设备,基于穿戴传感器的的情绪检测算法和设备,用于护理点血管通路监测的穿戴式传感器等.其成果多次获得英国创新署 outstanding 表彰。
研究领域
穿戴式电子设备方向:医疗级可穿戴传感器设计,低功耗电路和射频设计
基于穿戴传感器算法方向:数据特征提取和融合,运动识别,情绪检测
应用方向
脑机接口方向:基于脑机接口的脑卒中康复设备与算法
情感计算方向: 基于可穿戴设备的精神障碍预测和干预:抑郁症,产后抑郁,儿童孤独症等
心血管方向:基于可穿戴设备的血压检测,高血压风险预测等
近期论文
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Zhou, Xueling, Bingo Wing-Kuen Ling, Waqar Ahmed, Yang Zhou, Yuxin Lin, and Hongtao Zhang. ‘Multivariate Phase Space Reconstruction and Riemannian Manifold for Sleep Stage Classification’. Biomedical Signal Processing and Control 88 (1 February 2024): 105572. https://doi.org/10.1016/j.bspc.2023.105572.
Zhang, Q., Zhang, H., Zhou, K. & Zhang, L. Developing a Physiological Signal-Based, Mean Threshold and Decision-Level Fusion Algorithm (PMD) for Emotion Recognition. Tsinghua Sci. Technol. 28, 673–685 (2023).
Zheng, G., Zhang, H., Zhou, K. & Hu, H. Using Machine Learning Techniques to Optimize Fall Detection Algorithms in Smart Wristband. in 2019 25th International Conference on Automation and Computing (ICAC) 1–6 (IEEE, 2019). doi:10.23919/IConAC.2019.8895065.
Zhang, H., Alrifaai, M., Zhou, K. & Hu, H. A novel fuzzy logic algorithm for accurate fall detection of smart wristband. Transactions of the Institute of Measurement and Control 014233121988157 (2019) doi:10.1177/0142331219881578.
Zhang, H. et al. The importance of holes in aluminium tris-8-hydroxyquinoline (Alq 3 ) devices with Fe and NiFe contacts. Appl. Phys. Lett. 104, 013303 (2014).
Zhang, H. T. et al. Ferromagnetic-organic interfacial states and their role on low voltage current injection in tris-8-hydroxyquinloline (Alq 3 ) organic spin valves. Appl. Phys. Lett. 105, 203301 (2014)..
Morley, N. A. et al. Study of the magnetic–Alq3 interface in organic spin-valves. Applied Surface Science 313, 850–857 (2014).
Droghetti, A. et al. Electronic and magnetic properties of the interface between metal-quinoline molecules and cobalt. Phys. Rev. B 89, 094412 (2014).