Title :
Model predictive control for treating cancer with ultrasonic heating
Author :
Hensley, Daniel ; Orendorff, Ryan ; Yu, Elaine ; Danielson, Claus ; Salgaonkar, Vasant ; Diederich, Chris
Author_Institution :
Bioeng. Dept., Univ. of California, Berkeley, Berkeley, CA, USA
Abstract :
This paper investigates thermal ablation of cancer tissue as a controls problem. The objective is to deliver a lethal dose of thermal energy to the cancer tissue without damaging critical nearby healthy tissue. This paper proposes a model predictive controller (MPC) to regulate thermal dose. The model predictive controller guarantees the safety of the healthy tissue surrounding the tumor. The cost function rewards killing cancer cells. Simulations comparing the proposed controller with the bang-bang controller used in practice demonstrate that the MPC controller kills more of the cancer tissue and requires less time than the bang-bang controller, while damaging less healthy tissue.
Keywords :
bang-bang control; cancer; medical control systems; patient treatment; predictive control; thermal variables control; MPC; bang-bang controller; cancer cells; cancer tissue; cancer treatment; cost function; model predictive control; thermal ablation; thermal dose regulation; ultrasonic heating; Actuators; Cancer; Heating; Temperature measurement; Transducers; Tumors; Ultrasonic transducers;
Conference_Titel :
American Control Conference (ACC), 2015
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4799-8685-9
DOI :
10.1109/ACC.2015.7170739