Title :
Output-Feedback Tracking for Tumour Motion Compensation in Adaptive Radiotherapy
Author :
Putra, D. ; Skworcow, P. ; Haas, O.C.L. ; Burnham, K.J. ; Mills, J.A.
Author_Institution :
Coventry Univ., Coventry
Abstract :
This paper considers a compensation strategy for tumour motion caused by respiration and patient movements during radiotherapy treatments using a controlled patient support system (PSS). An output-feedback model predictive control (MPC) scheme for the PSS to track the tumour motion is proposed. The MPC controller utilizes predicted tumour positions, which are calculated by a Kalman filter, as reference signals and estimated position and velocity of the PSS, which are obtained from a state observer, as feedback signals. Simulation results using a clinical data set consisting of 100 traces of lung-cancer patient respiratory motion demonstrate the applicability of the proposed control strategy.
Keywords :
Kalman filters; biocontrol; feedback; medical control systems; motion compensation; predictive control; radiation therapy; tumours; Kalman filter; adaptive radiotherapy treatment; clinical data set; controlled patient support system; feedback signal; lung-cancer patient respiratory motion; output-feedback model predictive control; output-feedback tracking; patient movement; reference signal; respiration movement; state observer; tumour motion compensation; tumour position; Control systems; Medical treatment; Motion compensation; Motion control; Predictive control; Predictive models; Radio control; Tracking; Tumors; Velocity control;
Conference_Titel :
American Control Conference, 2007. ACC '07
Conference_Location :
New York, NY
Print_ISBN :
1-4244-0988-8
Electronic_ISBN :
0743-1619
DOI :
10.1109/ACC.2007.4282924