Title :
A multiresolution adaptive approach for respiratory motion modeling
Author :
Singla, Puneet ; Singh, Tarunraj ; Schweikard, Achim
Author_Institution :
Buffalo Univ., Buffalo
Abstract :
This paper presents a real-time multiresolution approach for respiratory motion modeling. The proposed methodology utilizes a hybrid approach that combines well-known linear identification methods with a novel global-local orthogonal mapping (GLO-MAP) network. Further, adaptation laws are derived using the recent advances in adaptive control to adapt for respiration models in real-time from imagery data. Finally, the effectiveness of the proposed technique is illustrated by testing them on patient´s chest motion data captured by imagery data of external markers.
Keywords :
adaptive control; diagnostic radiography; image motion analysis; image resolution; medical image processing; pneumodynamics; radiation therapy; adaptive control; global-local orthogonal mapping; imagery data; linear identification methods; multiresolution adaptive approach; patient chest motion; radiation therapy; respiratory motion modeling; Biomedical applications of radiation; Breast neoplasms; Cancer; Degradation; Delay effects; Optical imaging; Real time systems; Reproducibility of results; Shape; Tracking;
Conference_Titel :
Life Science Systems and Applications Workshop, 2007. LISA 2007. IEEE/NIH
Conference_Location :
Bethesda, MD
Print_ISBN :
978-1-4244-1813-8
Electronic_ISBN :
978-1-4244-1813-8
DOI :
10.1109/LSSA.2007.4400875