TY - GEN
T1 - WLAN indoor GA-ANN positioning algorithm via regularity encoding optimization
AU - Ma, Lin
AU - Sun, Ying
AU - Zhou, Mu
AU - Xu, Yubin
PY - 2010
Y1 - 2010
N2 - To begin with, for indoor location system, the necessity of research on genetic neural network and its math model are introduced. Then, by analyzing principle of genetic optimized artificial neural network, an indoor location math model of genetic neural network is established. As for various coding types, regularity is taken as the measurement to determine the best coding type for parameter optimization. By analyzing theory of splicing/decomposable coding, the advantages of regularity for such coding type are proved. Finally, through simulation comparisons, to select a regularity coding type for GA-ANN can improve positioning accuracy for indoor environment effectively.
AB - To begin with, for indoor location system, the necessity of research on genetic neural network and its math model are introduced. Then, by analyzing principle of genetic optimized artificial neural network, an indoor location math model of genetic neural network is established. As for various coding types, regularity is taken as the measurement to determine the best coding type for parameter optimization. By analyzing theory of splicing/decomposable coding, the advantages of regularity for such coding type are proved. Finally, through simulation comparisons, to select a regularity coding type for GA-ANN can improve positioning accuracy for indoor environment effectively.
KW - Genetic neural network
KW - Indoor location
KW - Regularity
KW - Splicing/decomposable coding
UR - https://www.scopus.com/pages/publications/79951893467
U2 - 10.1109/ICCIIS.2010.25
DO - 10.1109/ICCIIS.2010.25
M3 - 会议稿件
AN - SCOPUS:79951893467
SN - 9780769542607
T3 - Proceedings - 2010 International Conference on Communications and Intelligence Information Security, ICCIIS 2010
SP - 261
EP - 265
BT - Proceedings - 2010 International Conference on Communications and Intelligence Information Security, ICCIIS 2010
T2 - 2010 International Conference on Communications and Intelligence Information Security, ICCIIS 2010
Y2 - 13 October 2010 through 14 October 2010
ER -