Title :
Persim - Simulator for Human Activities in Pervasive Spaces
Author :
Helal, Sumi ; Lee, Jae Woong ; Hossain, Shantonu ; Kim, Eunju ; Hagras, Hani ; Cook, Diane
Author_Institution :
Univ. of Florida, Gainesville, FL, USA
Abstract :
Activity recognition research relies heavily on test data to verify the modeling technique and the performance of the activity recognition algorithm. But data from real deployments are expensive and time consuming to obtain. And even if cost is not an issue, regulatory limitations on the use of human subjects prohibit the collection of extensive datasets that can test all scenarios, under all circumstances. A powerful and verifiable simulation tool is needed to accelerate research on human activity recognition. We present Persim, an event driven simulator of human activities in pervasive spaces. Persim is capable of capturing elements of space, sensors, behaviors (activities), and their inter-relationships. We focus on presenting the five main use cases for Persim addressing dataset synthesis, reuse and extension of existing datasets, sharing of data and simulation projects, as well as data validation.
Keywords :
behavioural sciences computing; discrete event simulation; ubiquitous computing; Persim; data sharing; data validation; dataset extension; dataset reuse; dataset synthesis; event driven simulator; human activity recognition; human activity simulator; human subjects; pervasive spaces; Communities; Computational modeling; Data models; Educational institutions; Humans; Sensor phenomena and characterization; Pervasive system simulation; activity recognition algorithms; human activity simulation; sensory dataset synthesis; simulation model; standard sensory dataset representation;
Conference_Titel :
Intelligent Environments (IE), 2011 7th International Conference on
Conference_Location :
Nottingham
Print_ISBN :
978-1-4577-0830-5
Electronic_ISBN :
978-0-7695-4452-6