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Feature Extractor

Languages Licence Apache2


This project is a GoLang application designed to be used on a RaspBerry Pi3. It extracts features from datasets recorded with Accelerometer/Gyroscope/Magnetometer. It is programmable to adapt itself to your own device (6DOF, 9DOF ...)

The program is able to extract 35 features per device linked. For example, A 9-DOF will have 105 features. Features extracted are the ones below :

Time Domain Frequential Domain
Mean For each Axis & mean on all axis DC Component for each Axis
Standard Deviation for each Axis & on all axis Energy for each Axis
Skewness for each Axis & on all axis Entropy for each Axis
Kurtosis for each Axis & on all axis
Corellation between :
  • X-Axis and Y-Axis
  • X-Axis and Z-Axis
  • X-Axis and Total
  • Y-Axis and Z-Axis
  • Y-Axis and Total-Axis
  • Z-Axis and Total-Axis
Zero-Crossing-Rate for each Axis & on all axis
This program can save features extracted in a CSV-File aswell

More information

This project has been created to extract features of real-time data, in the LIARA lab (Laboratoire d'Intelligence Ambiante pour la Reconnaissance d'Activités), at the « Université du Québec À Chicoutimi (UQAC) »

Author

Kévin CHAPRON - 2016

Download

To download and use this project, just use the command below :

go get github.com/kevinchapron/FeatureExtractor

To download sources through git, just clone it using the command below :

git clone https://github.com/kevinchapron/FeatureExtractor.git

License

Copyright 2016 Kévin Chapron

Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at

    http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

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