TY - GEN
T1 - Improvements in accurate GPS positioning using time series analysis
AU - Yuichiro, Koyama
AU - Toshiyuki, Tanaka
PY - 2010
Y1 - 2010
N2 - Although the Global Positioning System (GPS) is used widely in car navigation systems, cell phones, surveying, and other areas, several issues still exist. We focus on the continuous data received in public use of GPS, and propose a new positioning algorithm that uses time series analysis. By fitting an autoregressive model to the time series model of the pseudorange, we propose an appropriate state-space model. We apply the Kalman filter to the state-space model and use the pseudorange estimated by the filter in our positioning calculations. The results of our positioning experiment show that the accuracy of our proposed method is much better than that of the standard method. In addition, as we can obtain valid values estimated by time series analysis using the state-space model, the proposed state-space model can be applied in several other fields.
AB - Although the Global Positioning System (GPS) is used widely in car navigation systems, cell phones, surveying, and other areas, several issues still exist. We focus on the continuous data received in public use of GPS, and propose a new positioning algorithm that uses time series analysis. By fitting an autoregressive model to the time series model of the pseudorange, we propose an appropriate state-space model. We apply the Kalman filter to the state-space model and use the pseudorange estimated by the filter in our positioning calculations. The results of our positioning experiment show that the accuracy of our proposed method is much better than that of the standard method. In addition, as we can obtain valid values estimated by time series analysis using the state-space model, the proposed state-space model can be applied in several other fields.
KW - Armodel
KW - GPS
KW - Kalman filter
KW - Time series analysis
UR - http://www.scopus.com/inward/record.url?scp=78649288590&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=78649288590&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:78649288590
SN - 9784907764364
T3 - Proceedings of the SICE Annual Conference
SP - 282
EP - 285
BT - Proceedings of SICE Annual Conference 2010, SICE 2010 - Final Program and Papers
PB - Society of Instrument and Control Engineers (SICE)
ER -