TY - GEN
T1 - Adaptive device-free passive localization coping with dynamic target speed
AU - Zheng, Xiuyuan
AU - Yang, Jie
AU - Chen, Yingying
AU - Gan, Yu
PY - 2013
Y1 - 2013
N2 - Device-free passive localization enables locating targets (e.g., intruders or victims) that do not carry any radio devices nor do they actively participate in the wireless localization process. This is because the wireless environments will get affected when people move into the area, which result in the changes of Received Signal Strength (RSS) of the wireless links. In this paper, we first show that the localization performance degrades significantly when people are moving in dynamic speeds. This is because existing studies in device-free passive localization system have an implicit assumption that the target is moving at a constant speed, which is not always true in practical scenarios. To cope with targets moving with dynamic speeds, we propose an adaptive speed change detection framework including three components: speed change detection, determination of time-window size and adaptive localization. Two speed change detection schemes have been developed to capture the changes of moving speed and adjust the time-window size adaptively to facilitate effective localization. We demonstrate that our framework is flexible to work with any device-free localization method using signal strength. Results from the real experiments confirm that our approach has over 30% improvement on both median and max localization error, under dynamically changing speed of the target.
AB - Device-free passive localization enables locating targets (e.g., intruders or victims) that do not carry any radio devices nor do they actively participate in the wireless localization process. This is because the wireless environments will get affected when people move into the area, which result in the changes of Received Signal Strength (RSS) of the wireless links. In this paper, we first show that the localization performance degrades significantly when people are moving in dynamic speeds. This is because existing studies in device-free passive localization system have an implicit assumption that the target is moving at a constant speed, which is not always true in practical scenarios. To cope with targets moving with dynamic speeds, we propose an adaptive speed change detection framework including three components: speed change detection, determination of time-window size and adaptive localization. Two speed change detection schemes have been developed to capture the changes of moving speed and adjust the time-window size adaptively to facilitate effective localization. We demonstrate that our framework is flexible to work with any device-free localization method using signal strength. Results from the real experiments confirm that our approach has over 30% improvement on both median and max localization error, under dynamically changing speed of the target.
UR - http://www.scopus.com/inward/record.url?scp=84883120361&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84883120361&partnerID=8YFLogxK
U2 - 10.1109/INFCOM.2013.6566820
DO - 10.1109/INFCOM.2013.6566820
M3 - Conference contribution
AN - SCOPUS:84883120361
SN - 9781467359467
T3 - Proceedings - IEEE INFOCOM
SP - 485
EP - 489
BT - 2013 Proceedings IEEE INFOCOM 2013
T2 - 32nd IEEE Conference on Computer Communications, IEEE INFOCOM 2013
Y2 - 14 April 2013 through 19 April 2013
ER -