Human Activity Classification Using Vibration and Pir Sensors
| dc.contributor.author | Yazar, A. | |
| dc.contributor.author | Çetin, A.E. | |
| dc.contributor.author | Töreyin, B.U. | |
| dc.date.accessioned | 2022-05-20T12:03:16Z | |
| dc.date.accessioned | 2025-09-18T12:10:31Z | |
| dc.date.available | 2022-05-20T12:03:16Z | |
| dc.date.available | 2025-09-18T12:10:31Z | |
| dc.date.issued | 2012 | |
| dc.description.abstract | Fall detection is an important problem for elderly people living independently and people in need of care. In this paper, a fall detection method using seismic and passive infrared (PIR) sensors is proposed. Fast Fourier transform, mel-frequency cepstrum coefficients, and discrete wavelet transform based features are extracted for classification. Seismic signals are classified into "fall" and "not a fall" classes using support vector machines. Once a moving person is detected by the PIR sensor within a region of interest, fall is detected by fusing seismic and PIR sensor decisions. The proposed system is implemented on a standard personal computer and works in real-time. © 2012 IEEE. | en_US |
| dc.identifier.citation | Yazar, Ahmet; Çetin, A. Enis; Töreyin, B. Uǧur (2012). "Human activity classification using vibration and PIR sensors", 2012 20th Signal Processing and Communications Applications Conference, SIU 2012. | en_US |
| dc.identifier.doi | 10.1109/SIU.2012.6204718 | |
| dc.identifier.isbn | 9781467300568 | |
| dc.identifier.scopus | 2-s2.0-84863474154 | |
| dc.identifier.uri | https://doi.org/10.1109/SIU.2012.6204718 | |
| dc.identifier.uri | https://hdl.handle.net/20.500.12416/11754 | |
| dc.language.iso | tr | en_US |
| dc.relation.ispartof | 2012 20th Signal Processing and Communications Applications Conference, SIU 2012, Proceedings -- 2012 20th Signal Processing and Communications Applications Conference, SIU 2012 -- 18 April 2012 through 20 April 2012 -- Fethiye, Mugla -- 90786 | en_US |
| dc.rights | info:eu-repo/semantics/closedAccess | en_US |
| dc.title | Human Activity Classification Using Vibration and Pir Sensors | en_US |
| dc.title | Human activity classification using vibration and PIR sensors | tr_TR |
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| gdc.description.department | Çankaya University | en_US |
| gdc.description.departmenttemp | Yazar A., Elektrik Ve Elektronik Mühendisliǧi Bölümü, Bilkent Üniversitesi, Turkey; Çetin A.E., Elektrik Ve Elektronik Mühendisliǧi Bölümü, Bilkent Üniversitesi, Turkey; Töreyin B.U., Elektronik Ve Haberleşme Mühendisliǧi Bölümü, Çankaya Üniversitesi, Turkey | en_US |
| gdc.description.endpage | 4 | |
| gdc.description.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | en_US |
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| gdc.virtual.author | Töreyin, Behçet Uğur | |
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