Title :
Towards abnormal behavior detection of cognitive impaired people
Author :
Coronato, Antonio ; Gallo, Luigi
Author_Institution :
Inst. of High Performance Comput. & Networking, Nat. Res. Council of Italy (ICAR-CNR), Naples, Italy
Abstract :
The assessment of the general health status of people with cognitive impairment, and so the quality of drug therapy, requires reliable information about their daily lifestyle. Especially in the case of Alzheimer´s Disease (AD) patients, the patients themselves or their primary caregivers may not be reliable in providing such information. This raises the demand for a new generation of intelligent, situation-aware environments able to collect, process and store information about patients´ daily activities. In this paper, a new approach for the detection of abnormal behavior in AD patients is presented. Instead of relying on the identification of deviations from normal behaviors, the approach is based on the specification and runtime verification of the correctness properties of objects, which are visually recognized by means of non-intrusive RGB-D cameras. The Bigraphical reactive system is the formal method adopted to model the correctness properties; whereas, the runtime verification is performed by a specifically designed software component.
Keywords :
behavioural sciences computing; diseases; drug delivery systems; formal specification; formal verification; handicapped aids; health care; medical computing; object-oriented programming; Alzheimer disease patients; abnormal behavior detection; bigraphical reactive system; cognitive impaired people; correctness properties; drug therapy quality; formal method; general health status assessment; intelligent situation-aware environments; nonintrusive RGB-D cameras; runtime verification; software component; Alzheimer´s disease; Cameras; Hidden Markov models; Humans; Object recognition; Ovens;
Conference_Titel :
Pervasive Computing and Communications Workshops (PERCOM Workshops), 2012 IEEE International Conference on
Conference_Location :
Lugano
Print_ISBN :
978-1-4673-0905-9
Electronic_ISBN :
978-1-4673-0906-6
DOI :
10.1109/PerComW.2012.6197632