TY - JOUR
T1 - SHOT
T2 - Scenario-type hypothesis object tracking with indoor sensor networks
AU - Murata, Masakazu
AU - Taniguchi, Yoshiaki
AU - Hasegawa, Go
AU - Nakano, Hirotaka
PY - 2011/5
Y1 - 2011/5
N2 - In the present paper, we propose an object tracking method called scenario-type hypothesis object tracking. In the proposed method, an indoor monitoring region is divided into multiple closed microcells using sensor nodes that can detect objects and their moving directions. Sensor information is accumulated in a tracking server through wireless multihop networks, and object tracking is performed at the tracking server. In order to estimate the trajectory of objects from sensor information, we introduce a novel concept of the virtual world, which consists of virtual micro-cells and virtual objects. Virtual objects are generated, transferred, and deleted in virtual micro-cells according to sensor information. In order to handle specific movements of objects in micro-cells, such as slowdown of passing objects in a narrow passageway, we also consider the generation of virtual objects according to interactions among virtual objects. In addition, virtual objects are generated when the tracking server estimates loss of sensor information in order to decrease the number of object tracking failures. Through simulations, we confirm that the ratio of successful tracking is improved by up to 29% by considering interactions among virtual objects. Furthermore, the tracking performance is improved up to 6% by considering loss of sensor information.
AB - In the present paper, we propose an object tracking method called scenario-type hypothesis object tracking. In the proposed method, an indoor monitoring region is divided into multiple closed microcells using sensor nodes that can detect objects and their moving directions. Sensor information is accumulated in a tracking server through wireless multihop networks, and object tracking is performed at the tracking server. In order to estimate the trajectory of objects from sensor information, we introduce a novel concept of the virtual world, which consists of virtual micro-cells and virtual objects. Virtual objects are generated, transferred, and deleted in virtual micro-cells according to sensor information. In order to handle specific movements of objects in micro-cells, such as slowdown of passing objects in a narrow passageway, we also consider the generation of virtual objects according to interactions among virtual objects. In addition, virtual objects are generated when the tracking server estimates loss of sensor information in order to decrease the number of object tracking failures. Through simulations, we confirm that the ratio of successful tracking is improved by up to 29% by considering interactions among virtual objects. Furthermore, the tracking performance is improved up to 6% by considering loss of sensor information.
KW - Object tracking
KW - Region segmentation
KW - Sensor network
KW - Virtual object
UR - http://www.scopus.com/inward/record.url?scp=79955602682&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=79955602682&partnerID=8YFLogxK
U2 - 10.1587/transinf.E94.D.1035
DO - 10.1587/transinf.E94.D.1035
M3 - Article
AN - SCOPUS:79955602682
SN - 0916-8532
VL - E94-D
SP - 1035
EP - 1044
JO - IEICE Transactions on Information and Systems
JF - IEICE Transactions on Information and Systems
IS - 5
ER -