Personal Information
2018: Research Assistant, Sensorimotor Group at the German Primate Center, Göttingen, Germany
2016-2018: Master of Science (M.Sc.), Neurosciences. International Max Plank Research School, Göttingen, Germany
2012-2016: Bachelor of Science (B.Sc.), Biosciences. Southern University of Science and Technology, Shenzhen, China
Research Interests
- Human Motion Analysis
- Inertial Measurement Units (IMUs)
- Machine Learning
Projects
Low-Cost and Unotrusive Human Motion Analysis in Daily Life
Teaching
Masters thesis
- Justin Trautmann: IMU Based Gait Analysis for Treadmill Walking (2020)
- Eric Henri Fischer: Gait Classification Using Transparent Neural Networks and IMU Data (2021)
- Lennard Ekrod: Visualization and Quantification of IMU-Derived Stroke Gait Data (2022)
Bachelor's thesis
- Vincent Xeno Rahn: Additional Bluetooth IMU Sensor Arrangement to Improve Robustness of Smartphone-Based Human Activity Recognition in Daily Life (2020)
- Felix Treykorn, Tobias Fiedler: Privacy Preserving Personalization of Deep Learning Models for Human Activity Recognition Using On-Device Transfer Learning (2021)
Master Project
Lectures
- Statistics in Connected Healthcare (SS2019)
- Statistics in Connected Healthcare (SS2021)
Publications at HPI
2024
- Analyzing population-level trials as N-of-1 trials: An application to gait. Zhou, Lin; Schneider, Juliana; Arnrich, Bert; Konigorski, Stefan in Contemporary Clinical Trials Communications (2024). 101282.
2023
- DUO-GAIT: A gait dataset for walking under dual-task and fatigue conditions with inertial measurement units. Zhou, Lin; Fischer, Eric; Brahms, Clemens Markus; Granacher, Urs; Arnrich, Bert (2023).
2021
- TRIPOD—A Treadmill Walking Dataset with IMU, Pressure-Distribution and Photoelectric Data for Gait Analysis. Trautmann, Justin; Zhou, Lin; Brahms, Clemens Markus; Tunca, Can; Ersoy, Cem; Granacher, Urs; Arnrich, Bert in Data (2021). 6(9) 95.
- Optimal Sensor Placement for Human Activity Recognition with a Minimal Smartphone–IMU Setup. Rahn, Vincent Xeno; Zhou, Lin; Klieme, Eric; Arnrich, Bert (2021). (Vol. 10) 37–48.
2020
- Will You Be My Quarantine: A Computer Vision and Inertial Sensor Based Home Exercise System. Albert, Justin; Zhou, Lin; Gloeckner, Pawel; Trautmann, Justin; Ihde, Lisa; Eilers, Justus; Kamal, Mohammed; Arnrich, Bert (2020). (Vol. 14)
- How We Found Our IMU: Guidelines to IMU Selection and a Comparison of Seven IMUs for Pervasive Healthcare Applications. Zhou, Lin; Fischer, Eric; Tunca, Can; Brahms, Clemens Markus; Ersoy, Cem; Granacher, Urs; Arnrich, Bert in Sensors (2020).
- Validation of an IMU Gait Analysis Algorithm for Gait Monitoring in Daily Life Situations. Zhou, Lin; Tunca, Can; Fischer, Eric; Brahms, Clemens Markus; Ersoy, Cem; Granacher, Urs; Arnrich, Bert (2020).
2019
- Unobtrusive Measurement of Blood Pressure During Lifestyle Interventions. Morassi Sasso, Ariane; Datta, Suparno; Pfitzner, Bjarne; Zhou, Lin; Steckhan, Nico; Boettinger, Erwin; Arnrich, Bert (2019).