Research

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PUBLICATIONS – Journal: 

Q. Zhang, D. Zhou, X. Zeng, “A Novel Machine Learning-Enabled Framework for Instantaneous Heart Rate Monitoring from Motion-artifact-corrupted ECG Signals,” Physiological Measurement, vol. 37, p. 1945, 2016.

Q. Zhang, D. Zhou, X. Zeng, ” HeartID: A Multiresolution Convolutional Neural Network for ECG-based Biometric Human Identification in Smart Health Applications,” IEEE Access Journal, vol. 5, 2017.

Q. Zhang, D. Zhou, X. Zeng, “A Novel Framework for Motion-tolerant Instantaneous Heart Rate Estimation By Phase-domain Multi-view Dynamic Time Warping,” IEEE Transactions on Biomedical Engineering, vol. 64, p. 2562, 2017.

Q. Zhang, W. Hu, X. Zeng, D. Zhou, “A Machine Learning-empowered Motion-tolerant System for Long-term Wearable Monitoring of Blood Pressure and Heart Rate with Ear-ECG/PPG,” IEEE Access Journal, vol. 5, 2017. (Featured Article)

Q. Zhang, D. Zhou, X. Zeng, “Highly Wearable Cuff-less Blood Pressure and Heart Rate Monitoring with Single-arm-ECG and PPG Signals,” Biomedical Engineering Online, vol. 16, p. 23, 2017.

Q. Zhang, D. Zhou, X. Zeng, “Machine Learning-empowered Biometric Methods for Biomedicine Applications,” AIMS Medical Science, vol. 4, p.274, 2017.

Q. Zhang, D. Zhou, X. Zeng, “A Novel Single-arm-worn 24-hour Heart Disease Monitor Empowered by Machine Intelligence,” Biomedical Signal Processing and Control, 2018.

Q. Zhang, D. Zhou, “Deep Arm/Ear-ECG Image Learning for Highly Wearable Biometric Human Identification,” Annals of Biomedical Engineering, vol. 46, p.122, 2018.


PUBLICATIONS – Conference:

Q. Zhang, “Phase-domain Deep Patient-ECG Image Learning for Zero-effort Smart Health Security,” The 41st IEEE International Engineering in Medicine and Biology Conference (IEEE EMBS 2019), Berlin, Germany, 2019.

Q. Zhang, S. Zhu, “Real-time Activity and Fall Risk Detection for Aging Population Using Deep Learning,” The 9th IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (IEEE UEMCON 2018), New York, USA, 2018.

Q. Zhang, “Deep Learning of Electrocardiography Dynamics for Biometric Human Identification in era of IoT,” The 9th IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (IEEE UEMCON 2018), New York, USA, 2018.

Q. Zhang, D. Zhou, X. Zeng, “PulsePrint: Single-arm-ECG Biometric Human Identification Using Deep Learning,” The 8th IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (IEEE UEMCON 2017), New York, USA, 2017. (Best Paper Award)

Q. Zhang, D. Zhou, X. Zeng, “Hear the Heart: Daily Cardiac Health Monitoring Using Ear-ECG and Machine Learning,” The 8th IEEE Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (IEEE UEMCON 2017), New York, USA, 2017.


PUBLICATIONS – Patent:

Q. Zhang, T. Zhang, Y. Yang., “Method and Device for Detection in Cell Random Access”, Granted US 8868061 B2; Granted CN 102036271 B

C. Zhao, Q. Zhang, “Storage Apparatus, System and Method for Executing Access Operations”, Granted US 9483428 B2; Granted EU 2829988 B1; Granted CN 103399827 B

Q. Zhang, Q. Xie, Y. Yang, “Filtering Method and Apparatus”, Granted CN 101800526 B

Q. Zhang, Y. Xu, X. Wang, “Method and Apparatus for Reporting Information”, Granted CN 101227689 B

W. Xu, Q. Zhang, Y. Bai, “Equipment for Quick Fourier Transformation Computation”, Granted CN 101794275 B

B. Zhou, Q. Zhang, “Real-time Antenna Data Searching Method, Device and Site”, Granted CN 101572565 B

Q. Zhang, C. Zhao, “Multiply–accumulate Architecture”, US, filed; CN 104252331 A


PUBLICATIONS – Book Chapter:

Q. Zhang, “Artificial Intelligence-enabled ECG Big Data Mining for Pervasive Heart Health Monitoring,” Biomedical Signal Processing – Advances in Theory, Algorithms and applications, Springer, 2019. In Press.

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