TY - GEN
T1 - An extension of regression-based automatic calibration method for sensor networks
AU - Fujino, Tomoyuki
AU - Honda, Satoshi
PY - 2012
Y1 - 2012
N2 - This work proposes a new automatic calibration method for the sensor network which measures the distribution of physical fields. In case of these sensor networks, the regular calibration of the sensors is necessary for obtaining reliable information. However, it is not an easy task in the case of a large scale sensor network, because the manual calibration is time consuming and costly. To solve this problem, this present study proposes a new method which is based on the two concepts of regression analysis and cross validation. In this paper, the new method is explained and the efficient extension is also proposed, and the performance of the proposed methods is verified by a simulation.
AB - This work proposes a new automatic calibration method for the sensor network which measures the distribution of physical fields. In case of these sensor networks, the regular calibration of the sensors is necessary for obtaining reliable information. However, it is not an easy task in the case of a large scale sensor network, because the manual calibration is time consuming and costly. To solve this problem, this present study proposes a new method which is based on the two concepts of regression analysis and cross validation. In this paper, the new method is explained and the efficient extension is also proposed, and the performance of the proposed methods is verified by a simulation.
KW - Calibration
KW - Particle filters
KW - Semisu-pervised learning
KW - Wireless sensor networks
UR - http://www.scopus.com/inward/record.url?scp=84865007790&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84865007790&partnerID=8YFLogxK
U2 - 10.1109/inss.2012.6240569
DO - 10.1109/inss.2012.6240569
M3 - Conference contribution
AN - SCOPUS:84865007790
SN - 9781467317856
T3 - 9th International Conference on Networked Sensing Systems, INSS 2012 - Conference Proceedings
BT - 9th International Conference on Networked Sensing Systems, INSS 2012 - Conference Proceedings
PB - IEEE Computer Society
T2 - 9th International Conference on Networked Sensing Systems, INSS 2012
Y2 - 11 June 2012 through 14 June 2012
ER -