Title :
Genetic algorithm applied to beam intensity modulation in radiotherapy treatment planning
Author :
Leyman, A. Rahim ; Ahmad, Sabbir U. ; Jen, Lim Chong ; Hwa, Er Meng ; Abut, H.
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Inst., Singapore
Abstract :
Inspired by nature´s method of survival and reproduction, the Genetic Algorithm (GA) is a powerful optimization technique that has been successfully applied in many fields. Here, the authors attempt to solve the Beam Intensity Modulation problem in Radiotherapy Treatment Planning (RTP) using GA. With pre-selected multi-beam gantry positions, field size and ignoring scattering from regional beam sources, the authors allowed the program to search for an optimum beam intensity solution that would most closely match the clinically prescribed dose values. The dose based objective function ensures that the tumor region receives sufficient radiation while simultaneously limiting the irradiation received by critical organs, which are the most radio-sensitive parts of a human body, and other healthy tissues. The simulation results the authors obtained showed that GA has a potential to be used as an optimization tool in RTP
Keywords :
dosimetry; genetic algorithms; radiation therapy; tumours; beam intensity modulation; clinically prescribed dose values matching; critical organs; field size; genetic algorithm optimization technique; healthy tissues; human body; most radiosensitive parts; optimization tool; preselected multibeam gantry positions; radiotherapy treatment planning; regional beam sources scattering; tumor region; Erbium; Genetic algorithms; Genetic engineering; Histograms; Humans; Intensity modulation; Neoplasms; Power engineering and energy; Power engineering computing; Technology planning;
Conference_Titel :
[Engineering in Medicine and Biology, 1999. 21st Annual Conference and the 1999 Annual Fall Meetring of the Biomedical Engineering Society] BMES/EMBS Conference, 1999. Proceedings of the First Joint
Conference_Location :
Atlanta, GA
Print_ISBN :
0-7803-5674-8
DOI :
10.1109/IEMBS.1999.804032