TY - JOUR
T1 - An adaptive distributed localisation in wireless sensor network
AU - Li, Shancang
AU - Wang, Xinheng
AU - Zhang, Deyun
N1 - Funding Information:
This study is partially supported by the Key Laboratory of Information Management and Information Economy, Ministry of Education of China (Grant No. F0607-25).
PY - 2009/5
Y1 - 2009/5
N2 - Many applications of wireless sensor networks (WSN) in industry can benefit from fine-grained localisation. In this paper, we propose an accurate, distributed localisation method which uses connectivity measurements to localise sensor nodes in WSN. The proposed method is based on a manifold learning embedding algorithm that adaptively emphasises the most accurate range measurements and naturally accounts for communication constraints within the WSN. Each node adaptively chooses a neighbourhood of sensor, updates its position estimate by minimising a local cost function and then passes this update to neighbouring sensors. Simulation results demonstrate that the proposed method is more robust to measurement errors than previous proposals and it can achieve comparable results using many fewer anchor nodes than previous methods.
AB - Many applications of wireless sensor networks (WSN) in industry can benefit from fine-grained localisation. In this paper, we propose an accurate, distributed localisation method which uses connectivity measurements to localise sensor nodes in WSN. The proposed method is based on a manifold learning embedding algorithm that adaptively emphasises the most accurate range measurements and naturally accounts for communication constraints within the WSN. Each node adaptively chooses a neighbourhood of sensor, updates its position estimate by minimising a local cost function and then passes this update to neighbouring sensors. Simulation results demonstrate that the proposed method is more robust to measurement errors than previous proposals and it can achieve comparable results using many fewer anchor nodes than previous methods.
KW - Enterprise information systems
KW - Localisation
KW - Manifold algorithm
KW - Wireless sensor network
UR - http://www.scopus.com/inward/record.url?scp=70449627526&partnerID=8YFLogxK
U2 - 10.1080/17517570902749144
DO - 10.1080/17517570902749144
M3 - Article
AN - SCOPUS:70449627526
SN - 1751-7575
VL - 3
SP - 117
EP - 132
JO - Enterprise Information Systems
JF - Enterprise Information Systems
IS - 2
ER -