Search Results - "Woller, Philipp"
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RNN-Aided Human Velocity Estimation from a Single IMU
Published in Sensors (Basel, Switzerland) (29-06-2020)“…Pedestrian Dead Reckoning (PDR) uses inertial measurement units (IMUs) and combines velocity and orientation estimates to determine a position. The estimation…”
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Journal Article -
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A Bidirectional LSTM for Estimating Dynamic Human Velocities from a Single IMU
Published in 2019 International Conference on Indoor Positioning and Indoor Navigation (IPIN) (01-09-2019)“…The main challenge in estimating human velocity from noisy Inertial Measurement Units (IMUs) are the errors that accumulate by integrating noisy accelerometer…”
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Conference Proceeding -
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Energy-efficient Deployment of Deep Learning Applications on Cortex-M based Microcontrollers using Deep Compression
Published 20-05-2022“…MBMV 26 (2023) 13-24 Large Deep Neural Networks (DNNs) are the backbone of today's artificial intelligence due to their ability to make accurate predictions…”
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Journal Article