Multi-Sensor Fusion for Activity Recognition-A Survey
Por:
Aguileta, Antonio A., Brena, Ramon F., Mayora, Oscar, Molino-Minero-Re, Erik, Trejo, Luis A.
Publicada:
1 ene 2019
Resumen:
In Ambient Intelligence (AmI), the activity a user is engaged in is an essential part of the context, so its recognition is of paramount importance for applications in areas like sports, medicine, personal safety, and so forth. The concurrent use of multiple sensors for recognition of human activities in AmI is a good practice because the information missed by one sensor can sometimes be provided by the others and many works have shown an accuracy improvement compared to single sensors. However, there are many different ways of integrating the information of each sensor and almost every author reporting sensor fusion for activity recognition uses a different variant or combination of fusion methods, so the need for clear guidelines and generalizations in sensor data integration seems evident. In this survey we review, following a classification, the many fusion methods for information acquired from sensors that have been proposed in the literature for activity recognition; we examine their relative merits, either as they are reported and sometimes even replicated and a comparison of these methods is made, as well as an assessment of the trends in the area.
Filiaciones:
Aguileta, Antonio A.:
Tecnologico de Monterrey, Av. Eugenio Garza Sada 2501 Sur, Monterrey, NL 64849, Mexico
Facultad de Matemáticas, Universidad Autónoma de Yucatán, Anillo Periférico Norte, Tablaje Cat. 13615, Colonia Chuburná Hidalgo Inn, Mérida, Yucatan 97110, Mexico.
Tecnol Monterrey, Ave Eugenio Garza Sada 2501 Sur, Monterrey 64849, NL, Mexico
Univ Autonoma Yucatan, Fac Matemat, Anillo Perifer Norte,Tablaje Cat 13615, Merida 97110, Yucatan, Mexico
Brena, Ramon F.:
Tecnologico de Monterrey, Av. Eugenio Garza Sada 2501 Sur, Monterrey, NL 64849, Mexico
Tecnol Monterrey, Ave Eugenio Garza Sada 2501 Sur, Monterrey 64849, NL, Mexico
Mayora, Oscar:
Fandazione Bruno Kessler Foundation, Trento, 38123, Italy
Fdn Bruno Kessler Fdn, I-38123 Trento, Italy
Molino-Minero-Re, Erik:
Instituto de Investigaciones en Matemáticas Aplicadas y en Sistemas-Sede Mérida, Unidad Académica de Ciencias y Tecnología de la UNAM en Yucatán, Universidad Nacional Autónoma de MéxicoYucatan 97302, Mexico
Univ Nacl Autonoma Mexico, Unidad Acad Ciencias & Tecnol UNAM Yucatan, Inst Invest Matemat Aplicadas & Sistemas Sede Mer, Sierra Papacal 97302, Yucatan, Mexico
Trejo, Luis A.:
Tecnologico de Monterrey, School of Engineering and Sciences, Atizapán de Zaragoza 52926, Carretera al Lago de Guadalupe Km. 3.5, Mexico
Tecnol Monterrey, Sch Engn & Sci, Carretera Lago Guadalupe Km 3-5, Atizapan De Zaragoza 52926, Mexico
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