Pregled bibliografske jedinice broj: 305303
Human Movement Detection Based on Acceleration Measurements and k-NN Classification
Human Movement Detection Based on Acceleration Measurements and k-NN Classification // The IEEE Region 8 International Conference on Computer as a tool (EUROCON 2007) / Szumny, Rafal ; Bury, Marek (ur.).
Varšava: Warsaw University of Technology, 2007. str. 589-594 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 305303 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Human Movement Detection Based on Acceleration Measurements and k-NN Classification
Autori
Fudurić, Darko ; Siladi, Denis ; Žagar, Mario
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni
Izvornik
The IEEE Region 8 International Conference on Computer as a tool (EUROCON 2007)
/ Szumny, Rafal ; Bury, Marek - Varšava : Warsaw University of Technology, 2007, 589-594
ISBN
1-4244-0813-X
Skup
The IEEE Region 8 International Conference on Computer as a Tool (EUROCON 2007)
Mjesto i datum
Varšava, Poljska, 09.09.2007. - 12.09.2007
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
acceleration; motes; Tiny-OS; movement detection; k-NN classification
Sažetak
This paper addresses the problem of human movement detection and recognition using acceleration measurements and classification of acquired data with k-NN classification algorithm. For achieving the functionality of movement detection, two Crossbow’ s Mica2 motes are positioned on a person’ s body in order to measure the acceleration in the X, Y and Z axes. Several characteristic movements, such as falling, walking, running, sitting and standing can be successfully classified. We have developed a data acquisition, analysis and simulation environment based on the Tiny-OS, nesC and .NET technology. High level specialized movement detection tool was created. This tool can acquire, save, replay (simulate saved data), step-by-step present and classify all events during the measuring process. The paper presents the obtained results along with the system configuration and the initially required conditions.
Izvorni jezik
Engleski
Znanstvena područja
Računarstvo
POVEZANOST RADA
Projekti:
036-0361959-1965 - Programsko inženjerstvo u sveprisutnom računarstvu (Žagar, Mario, MZO ) ( CroRIS)
036-0361959-1979 - Oblikovanje i implementacija programskih jezika specijalne namjene (Basch, Danko, MZO ) ( CroRIS)
Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb
