Development of a portable activity detector for daily activity recognition

Tzu Ping Kao; Che Wei Lin; Jeen Shing Wang

doi:10.1109/ISIE.2009.5222001

Development of a portable activity detector for daily activity recognition

Tzu Ping Kao, Che Wei Lin, Jeen Shing Wang

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

71 Citations (Scopus)

Abstract

This paper presents a portable device for real-time daily activity identification. The proposed portable device is realized by an embedded system that integrates a triaxial accelerometer, a microprocessor, and a wireless transceiver module. An online activity recognition algorithm has been developed for human daily activity recognition based on the acceleration signal collected from the triaxial accelerometer. The proposed algorithm is composed of data collection, data preprocessing, feature extraction, feature reduction, and classifier construction. Our experimental results have successfully validated the effectiveness of the portable activity detector in terms of high accuracy.

Original language	English
Title of host publication	Proceedings - IEEE ISIE 2009, IEEE International Symposium on Industrial Electronics
Pages	115-120
Number of pages	6
DOIs	https://doi.org/10.1109/ISIE.2009.5222001
Publication status	Published - 2009
Event	IEEE International Symposium on Industrial Electronics, IEEE ISIE 2009 - Seoul, Korea, Republic of Duration: 2009 Jul 5 → 2009 Jul 8

Publication series

Name	IEEE International Symposium on Industrial Electronics

Other

Other	IEEE International Symposium on Industrial Electronics, IEEE ISIE 2009
Country/Territory	Korea, Republic of
City	Seoul
Period	09-07-05 → 09-07-08

All Science Journal Classification (ASJC) codes

Electrical and Electronic Engineering
Control and Systems Engineering

Access to Document

10.1109/ISIE.2009.5222001

Cite this

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title = "Development of a portable activity detector for daily activity recognition",

abstract = "This paper presents a portable device for real-time daily activity identification. The proposed portable device is realized by an embedded system that integrates a triaxial accelerometer, a microprocessor, and a wireless transceiver module. An online activity recognition algorithm has been developed for human daily activity recognition based on the acceleration signal collected from the triaxial accelerometer. The proposed algorithm is composed of data collection, data preprocessing, feature extraction, feature reduction, and classifier construction. Our experimental results have successfully validated the effectiveness of the portable activity detector in terms of high accuracy.",

author = "Kao, {Tzu Ping} and Lin, {Che Wei} and Wang, {Jeen Shing}",

year = "2009",

doi = "10.1109/ISIE.2009.5222001",

language = "English",

isbn = "9781424443499",

series = "IEEE International Symposium on Industrial Electronics",

pages = "115--120",

booktitle = "Proceedings - IEEE ISIE 2009, IEEE International Symposium on Industrial Electronics",

note = "IEEE International Symposium on Industrial Electronics, IEEE ISIE 2009 ; Conference date: 05-07-2009 Through 08-07-2009",

}

Kao, TP, Lin, CW & Wang, JS 2009, Development of a portable activity detector for daily activity recognition. in Proceedings - IEEE ISIE 2009, IEEE International Symposium on Industrial Electronics., 5222001, IEEE International Symposium on Industrial Electronics, pp. 115-120, IEEE International Symposium on Industrial Electronics, IEEE ISIE 2009, Seoul, Korea, Republic of, 09-07-05. https://doi.org/10.1109/ISIE.2009.5222001

Development of a portable activity detector for daily activity recognition. / Kao, Tzu Ping; Lin, Che Wei ; Wang, Jeen Shing.
Proceedings - IEEE ISIE 2009, IEEE International Symposium on Industrial Electronics. 2009. p. 115-120 5222001 (IEEE International Symposium on Industrial Electronics).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

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AU - Kao, Tzu Ping

AU - Lin, Che Wei

AU - Wang, Jeen Shing

PY - 2009

Y1 - 2009

N2 - This paper presents a portable device for real-time daily activity identification. The proposed portable device is realized by an embedded system that integrates a triaxial accelerometer, a microprocessor, and a wireless transceiver module. An online activity recognition algorithm has been developed for human daily activity recognition based on the acceleration signal collected from the triaxial accelerometer. The proposed algorithm is composed of data collection, data preprocessing, feature extraction, feature reduction, and classifier construction. Our experimental results have successfully validated the effectiveness of the portable activity detector in terms of high accuracy.

AB - This paper presents a portable device for real-time daily activity identification. The proposed portable device is realized by an embedded system that integrates a triaxial accelerometer, a microprocessor, and a wireless transceiver module. An online activity recognition algorithm has been developed for human daily activity recognition based on the acceleration signal collected from the triaxial accelerometer. The proposed algorithm is composed of data collection, data preprocessing, feature extraction, feature reduction, and classifier construction. Our experimental results have successfully validated the effectiveness of the portable activity detector in terms of high accuracy.

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M3 - Conference contribution

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BT - Proceedings - IEEE ISIE 2009, IEEE International Symposium on Industrial Electronics

T2 - IEEE International Symposium on Industrial Electronics, IEEE ISIE 2009

Y2 - 5 July 2009 through 8 July 2009

ER -

Development of a portable activity detector for daily activity recognition

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