Full-text resources of CEJSH and other databases are now available in the new Library of Science.
Visit https://bibliotekanauki.pl

PL EN


2015 | 10 | 82-92

Article title

Evolutionary Multiobjective Optimization for Intensity Modulated Radiation Therapy

Content

Title variants

Languages of publication

EN

Abstracts

EN
As cancer diseases take nowadays a heavy toll on societies worldwide, extensive research is being conducted to provide more accurate diagnoses and more effective treatments. In particular, Multiobjective Optimization has turned out to be an appropriate and efficient framework for timely and accurate radiotherapy planning. In the paper, we sketch briefly the background of Multiobjective Optimization research to Intensity Modulated Radiation Therapy, and next we present a rudimentary formulation of the problem. We also present a generic methodology we developed for Multiple Criteria Decision Making, and we present preliminary results with it when applied to radiation treatment planning.

Year

Volume

10

Pages

82-92

Physical description

Contributors

References

  • Antonio L.M., Coello Coello C.A. (2013), Use of Cooperative Coevolution for Solving Large Scale Multiobjective Optimization Problems, 2013 IEEE Congress on Evolutionary Computation, June, Cancún, Mexico.
  • Breedveld S., Storchi P.R.M., Voet P.W.J., Heijmen B.J.M. (2012), iCycle: Integrated, Multicriterial Beam Angle, and Profile Optimization for Generation of Coplanar and Noncoplanar IMRT Plans, Medical Biology, 39, 951-963.
  • Bokrantz R. (2013), Distributed Approximation of Pareto Surfaces in Multicriteria Radiation Therapy Treatment Planning, Physics in Medicine and Biology, 58, 3501-3516.
  • Bortfeld T.R., Boyer A.L., Schlegel W., Kahler D.L., Waldron T.J. (1994), Realisation and Verification of Three-dimensional Conformal Radiotherapy with Modulated Fields, International Journal of Radiation Oncology - Biology - Physics, 30, 899-908.
  • Coello Coello C.A., Veldhuizen D.A. van, Lamont G.B. (2002), Evolutionary Algorithms for Solving Multiobjective Problems, Kluwer Academic Publishers, New York.
  • Craft D., Hong Th.S., Shih H.A., Bortfeld Th.R. (2012), Improved Planning Time and Plan Quality Through Multicriteria Optimization for Intensity-Modulated Radiotherapy, International Journal of Radiation Oncology - Biology - Physics, 82, 83-90.
  • Deb K. (2001), Multi-objective Optimization Using Evolutionary Algorithms, John Wiley and Sons, Chichester.
  • Deb K., Mohan M., Mishra S. (2003), Towards a Quick Computation of Well-spread Paretooptimal Solutions, Proceedings of the Second Evolutionary Multi-Criterion Optimization (EMO-03) Conference, 8-11 April, Faro, Portugal, Fonseca, C.M., Fleming.
  • Ehrgott M. (2005), Multicriteria Optimization, Springer.
  • Kaliszewski I. (2004), Out of the Mist - Towards Decision-maker-Friendly Multiple Criteria Decision Making Support, European Journal of Operational Research, 158, 93-307.
  • Kaliszewski I. (2006), Soft Computing for Complex Multiple Criteria Decision Making, Springer.
  • Kaliszewski I., Miroforidis J., Podkopaev D. (2012), Interactive Multiple Criteria Decision Making Based on Preference Driven Evolutionary Multiobjective Optimization with Controllable Accuracy, European Journal of Operational Research, 216, 293-307.
  • Kaliszewski I., Kiczkowiak T., Miroforidis J. (2015), Mechanical Design, Multiple Criteria Decision Making and Pareto Optimality Gap, Engineering Computations. Accepted, September.
  • Kaliszewski I., Miroforidis I., Stańczak J. (2013), Decision Maker's Preferences, Airport Gate Assignment Problem and Multiobjective Optimisation, Multiple Criteria Decision Making, 8.
  • Küfer K.-H., Monz M., Scherrer A., Süss P., Alonso F., Sultan A.S.A., Bortfeld Th., Craft D., Thieke Chr. (2005), Multicriteria Optimization in Intensity Modulated Radiotherapy Planning, Berichte des Fraunhofer ITWM, 77.
  • Miettinen K.M. (1999), Nonlinear Multiobjective Optimization, Kluwer Academic Publishers.

Document Type

Publication order reference

Identifiers

ISSN
2084-1531

YADDA identifier

bwmeta1.element.cejsh-7b736298-23b7-4fa2-888a-6d561625129f
JavaScript is turned off in your web browser. Turn it on to take full advantage of this site, then refresh the page.