Recognition of indoors activity sounds for robot-based home monitoring in assisted living environments

Prasitthichai Naronglerdrit; Iosif Mporas

doi:10.1007/978-3-319-66471-2_17

Recognition of indoors activity sounds for robot-based home monitoring in assisted living environments

Prasitthichai Naronglerdrit, Iosif Mporas

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

1 Citation (Scopus)

Abstract

In this paper we present a methodology for the recognition of indoors human activities using microphone for robotic applications on the move. In detail, a number of classification algorithms were evaluated in the task of home sound classification using real indoors conditions and different realistic setups for recordings of sounds from different locations - rooms. The evaluation results showed the ability of the methodology to be used for monitoring of home activities in real conditions with the best performing algorithm being the support vector machine classifier with accuracy equal to 94.89%.

Original language	English
Title of host publication	Interactive Collaborative Robotics - 2nd International Conference, ICR 2017, Proceedings
Editors	Andrey Ronzhin, Roman Meshcheryakov, Gerhard Rigoll
Publisher	Springer Nature Link
Pages	153-161
Number of pages	9
ISBN (Print)	9783319664705
DOIs	https://doi.org/10.1007/978-3-319-66471-2_17
Publication status	Published - 1 Jan 2017
Event	2nd International Conference on Interactive Collaborative Robotics, ICR 2017 - Hatfield, United Kingdom Duration: 12 Sept 2017 → 16 Sept 2017

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	10459 LNAI
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	2nd International Conference on Interactive Collaborative Robotics, ICR 2017
Country/Territory	United Kingdom
City	Hatfield
Period	12/09/17 → 16/09/17

Keywords

Assisted living environments
Home robotic assistance
Sound recognition

Access to Document

10.1007/978-3-319-66471-2_17

Cite this

Naronglerdrit, P., & Mporas, I. (2017). Recognition of indoors activity sounds for robot-based home monitoring in assisted living environments. In A. Ronzhin, R. Meshcheryakov, & G. Rigoll (Eds.), Interactive Collaborative Robotics - 2nd International Conference, ICR 2017, Proceedings (pp. 153-161). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10459 LNAI). Springer Nature Link. https://doi.org/10.1007/978-3-319-66471-2_17

Naronglerdrit, Prasitthichai ; Mporas, Iosif. / Recognition of indoors activity sounds for robot-based home monitoring in assisted living environments. Interactive Collaborative Robotics - 2nd International Conference, ICR 2017, Proceedings. editor / Andrey Ronzhin ; Roman Meshcheryakov ; Gerhard Rigoll. Springer Nature Link, 2017. pp. 153-161 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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Naronglerdrit, P & Mporas, I 2017, Recognition of indoors activity sounds for robot-based home monitoring in assisted living environments. in A Ronzhin, R Meshcheryakov & G Rigoll (eds), Interactive Collaborative Robotics - 2nd International Conference, ICR 2017, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 10459 LNAI, Springer Nature Link, pp. 153-161, 2nd International Conference on Interactive Collaborative Robotics, ICR 2017, Hatfield, United Kingdom, 12/09/17. https://doi.org/10.1007/978-3-319-66471-2_17

Recognition of indoors activity sounds for robot-based home monitoring in assisted living environments. / Naronglerdrit, Prasitthichai; Mporas, Iosif.
Interactive Collaborative Robotics - 2nd International Conference, ICR 2017, Proceedings. ed. / Andrey Ronzhin; Roman Meshcheryakov; Gerhard Rigoll. Springer Nature Link, 2017. p. 153-161 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 10459 LNAI).

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

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Naronglerdrit P, Mporas I. Recognition of indoors activity sounds for robot-based home monitoring in assisted living environments. In Ronzhin A, Meshcheryakov R, Rigoll G, editors, Interactive Collaborative Robotics - 2nd International Conference, ICR 2017, Proceedings. Springer Nature Link. 2017. p. 153-161. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-66471-2_17

Recognition of indoors activity sounds for robot-based home monitoring in assisted living environments

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