Interactive multiobjective optimization for anatomy-based three-dimensional HDR brachytherapy

作者: Henri Ruotsalainen , Kaisa Miettinen , Jan-Erik Palmgren , Tapani Lahtinen

DOI: 10.1088/0031-9155/55/16/006

关键词: Optimization problemBrachytherapyMathematical optimizationProcess (engineering)Multi-objective optimizationComputer scienceAnatomy

摘要: In this paper, we present an anatomy-based three-dimensional dose optimization approach for HDR brachytherapy using interactive multiobjective (IMOO). brachytherapy, the goals are to irradiate a tumor without causing damage healthy tissue. These often conflicting, i.e. when one target is optimized other will suffer, and solution compromise between them. IMOO capable of handling multiple strongly conflicting objectives in convenient way. With approach, treatment planner's knowledge used direct process. Thus, weaknesses widely techniques (e.g. defining weights, computational burden trial-and-error planning) can be avoided, planning times shortened number solutions calculated small. Further, plan quality improved by finding advantageous trade-offs solutions. addition, our offers easy way navigate among obtained Pareto optimal (i.e. different plans). When considering simulation model clinical 3D variables significantly smaller compared IMRT, example. solving model, CPU time relatively short. This makes it possible exploit solve problem. To demonstrate advantages IMOO, two examples optimizing gynecologic cervix cancer presented.

参考文章(46)
Karl-Heinz Küfer, Michael Monz, Alexander Scherrer, Philipp Süss, Fernando Alonso, Ahmad Saher Azizi Sultan, Thomas Bortfeld, Christian Thieke, Multicriteria Optimization in Intensity Modulated Rediotherapy Planning Springer, Boston, MA. pp. 1- 45 ,(2009) , 10.1007/978-0-387-09770-1_5
Kaisa Miettinen, Henri Ruotsalainen, Eeva Boman, Jouko Tervo, Nonlinear Interactive Multiobjective Optimization Method for Radiotherapy Treatment Planning with Boltzmann Transport Equation Contemporary engineering sciences. ,vol. 2, pp. 391- 422 ,(2009)
Kaisa Miettinen, IND-NIMBUS for Demanding Interactive Multiobjective Optimization multiple criteria decision making. ,vol. 1, pp. 137- 150 ,(2006)
David Craft, Tarek Halabi, Helen A. Shih, Thomas Bortfeld, An Approach for Practical Multiobjective IMRT Treatment Planning International Journal of Radiation Oncology*Biology*Physics. ,vol. 69, pp. 1600- 1607 ,(2007) , 10.1016/J.IJROBP.2007.08.019
M Lahanas, D Baltas, N Zamboglou, A hybrid evolutionary algorithm for multi-objective anatomy-based dose optimization in high-dose-rate brachytherapy. Physics in Medicine and Biology. ,vol. 48, pp. 399- 415 ,(2003) , 10.1088/0031-9155/48/3/309
H Edwin Romeijn, James F Dempsey, Jonathan G Li, A unifying framework for multi-criteria fluence map optimization models. Physics in Medicine and Biology. ,vol. 49, pp. 1991- 2013 ,(2004) , 10.1088/0031-9155/49/10/011
O. I. Larichev, Cognitive validity in design of decision‐aiding techniques Journal of Multi-criteria Decision Analysis. ,vol. 1, pp. 127- 138 ,(1992) , 10.1002/MCDA.4020010303
Jürgen Meyer, Mark H Phillips, Paul S Cho, Ira Kalet, Jason N Doctor, Application of influence diagrams to prostate intensity-modulated radiation therapy plan selection Physics in Medicine and Biology. ,vol. 49, pp. 1637- 1653 ,(2004) , 10.1088/0031-9155/49/9/004