TY - GEN
T1 - Lung motion prediction by static neural networks
AU - Rodriguez, Ricardo
AU - Ichiji, Kei
AU - Bukovsky, Ivo
AU - Bila, Jiri
AU - Homma, Noriasu
PY - 2010
Y1 - 2010
N2 - The paper presents a study and comparison of static feedforward neural network performance for prediction of lung motion. A feedforward neural network with local and global optimization to predict human lung respiration is presented. Applicability of the Levenberg-Marquardt algorithm and the backpropagation learning rule during the batch training are discussed. Sliding window learning for retraining static neural network is applied as a more efficient learning prediction method. Prediction results are presented and compared to demonstrate the effectiveness of the applied neural network method.
AB - The paper presents a study and comparison of static feedforward neural network performance for prediction of lung motion. A feedforward neural network with local and global optimization to predict human lung respiration is presented. Applicability of the Levenberg-Marquardt algorithm and the backpropagation learning rule during the batch training are discussed. Sliding window learning for retraining static neural network is applied as a more efficient learning prediction method. Prediction results are presented and compared to demonstrate the effectiveness of the applied neural network method.
KW - Lung tumor motion
KW - Multilayer perceptron
KW - Prediction
KW - Radiation tracking therapy
KW - Sliding window retraining
KW - Static feedforward neural networks
UR - http://www.scopus.com/inward/record.url?scp=84871450073&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84871450073&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84871450073
SN - 9781617389849
T3 - 4th International Symposium on Measurement, Analysis and Modelling of Human Functions 2010, ISHF 2010
SP - 40
EP - 46
BT - 4th International Symposium on Measurement, Analysis and Modelling of Human Functions 2010, ISHF 2010
T2 - 4th International Symposium on Measurement, Analysis and Modelling of Human Functions 2010, ISHF 2010
Y2 - 14 June 2010 through 16 June 2010
ER -