Title :
Semiorder database for complex activity recognition in multi-sensory environments
Author :
Bhonsle, Shailendra ; Gupta, Amarnath ; Santini, Simone ; Jain, Ramesh
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., San Diego, La Jolla, CA, USA
Abstract :
A prototype semiorder database used for activity recognition in multi-sensory monitoring environments is described. Activities are spatio-temporal compositions of events, which are a type of atomic semantic units for such compositions. The focus is on the temporal composition of activities from events in the presence of bounded duration of temporal uncertainty in an event occurrence. Such temporal uncertainty forces the concurrency between event occurrences to be intransitive. Under certain assumptions, a subclass of partial orders, known as semiorders, models such intransitive concurrency appropriately. The semiorder database stores events and their semiorder temporal order of occurrences. A semiorder data model and the corresponding query language that embeds a semiorder pattern language are the main constituents of the semiorder database. We demonstrate this database and queries for activity recognition in a real time environment. The demonstration also includes a transducer subsystem for detection of events
Keywords :
computerised monitoring; data models; query processing; sensor fusion; temporal databases; visual databases; atomic semantic units; complex activity recognition; event detection; event storage; intransitive concurrency; multi-sensory monitoring environments; partial orders; query language; real time environment; semiorder data model; semiorder database; semiorder pattern language; spatio-temporal compositions; temporal activity composition; temporal uncertainty; transducer subsystem; Concurrent computing; Data engineering; Data models; Database languages; Event detection; Object detection; Prototypes; Spatial databases; Uncertainty; Visual databases;
Conference_Titel :
Data Engineering, 2000. Proceedings. 16th International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
0-7695-0506-6
DOI :
10.1109/ICDE.2000.839496