Approximately solving multiobjective linear programmes in objective space and an application in radiotherapy treatment planning

In this paper, we propose a modification of Benson’s algorithm for solving multiobjective linear programmes in objective space in order to approximate the true nondominated set. We first summarize Benson’s original algorithm and propose some small changes to improve computational performance. We then introduce our approximation version of the algorithm, which computes an inner and an outer approximation of the nondominated set. We prove that the inner approximation provides a set of $${\varepsilon}$$-nondominated points. This work is motivated by an application, the beam intensity optimization problem of radiotherapy treatment planning. This problem can be formulated as a multiobjective linear programme with three objectives. The constraint matrix of the problem relies on the calculation of dose deposited in tissue. Since this calculation is always imprecise solving the MOLP exactly is not necessary in practice. With our algorithm we solve the problem approximately within a specified accuracy in objective space. We present results on four clinical cancer cases that clearly illustrate the advantages of our method.

[1]  Andreas Mahr,et al.  3D Conformal Radiation Therapy: Multimedia Introduction to Methods and Techniques , 2007 .

[2]  Ludwig Bogner 3D Conformal Radiation Therapy – Multimedia Introduction to Methods and Techniques: hcrausgegeben von W. Schlegel und A. Mahr, erschienen im Springer Verlag Berlin Heidelberg New York als CD-ROM , 2002 .

[3]  Michael Lahanas,et al.  Intensity Modulated Beam Radiation Therapy Dose Optimization with Multiobjective Evolutionary Algorithms , 2003, EMO.

[4]  Michael Lahanas,et al.  Multiobjective inverse planning for intensity modulated radiotherapy with constraint-free gradient-based optimization algorithms. , 2003, Physics in medicine and biology.

[5]  Stephen J. Wright,et al.  An Optimization Framework for Conformal Radiation Treatment Planning , 2007, INFORMS J. Comput..

[6]  David Craft,et al.  Exploration of tradeoffs in intensity-modulated radiotherapy , 2005, Physics in medicine and biology.

[7]  Frank Verhaegen,et al.  Monte Carlo modelling of external radiotherapy photon beams. , 2003, Physics in medicine and biology.

[8]  A. Messac,et al.  The normalized normal constraint method for generating the Pareto frontier , 2003 .

[9]  Fernando Alonso,et al.  Intensity-modulated radiotherapy – a large scale multi-criteria programming problem , 2003, OR Spectr..

[10]  K Ayyangar,et al.  Basic concepts of CORVUS dose model. , 2001, Medical dosimetry : official journal of the American Association of Medical Dosimetrists.

[11]  David L Craft,et al.  Approximating convex pareto surfaces in multiobjective radiotherapy planning. , 2006, Medical physics.

[12]  Matthias Ehrgott,et al.  Saddle Points and Pareto Points in Multiple Objective Programming , 2005, J. Glob. Optim..

[13]  A. Holder Designing Radiotherapy Plans with Elastic Constraints and Interior Point Methods , 2003, Health care management science.

[14]  Harold P. Benson,et al.  Hybrid Approach for Solving Multiple-Objective Linear Programs in Outcome Space , 1998 .

[15]  H. Romeijn,et al.  A unifying framework for multi-criteria fluence map optimization models. , 2004, Physics in medicine and biology.

[16]  R. Tyrrell Rockafellar,et al.  Convex Analysis , 1970, Princeton Landmarks in Mathematics and Physics.

[17]  D Baltas,et al.  A multiobjective gradient-based dose optimization algorithm for external beam conformal radiotherapy. , 2001, Physics in medicine and biology.

[18]  Matthias Ehrgott,et al.  Bound sets for biobjective combinatorial optimization problems , 2007, Comput. Oper. Res..

[19]  J. Dennis,et al.  A closer look at drawbacks of minimizing weighted sums of objectives for Pareto set generation in multicriteria optimization problems , 1997 .

[20]  Harold P. Benson,et al.  An Outer Approximation Algorithm for Generating All Efficient Extreme Points in the Outcome Set of a Multiple Objective Linear Programming Problem , 1998, J. Glob. Optim..

[21]  P. Loridan ε-solutions in vector minimization problems , 1984 .

[22]  Horst W. Hamacher,et al.  Inverse Radiation Therapy Planning: A Multiple Objective Optimisation Approach , 1999 .

[23]  Pierre Hansen,et al.  On-line and off-line vertex enumeration by adjacency lists , 1991, Oper. Res. Lett..

[24]  John E. Dennis,et al.  Normal-Boundary Intersection: A New Method for Generating the Pareto Surface in Nonlinear Multicriteria Optimization Problems , 1998, SIAM J. Optim..

[25]  R. Horst,et al.  On finding new vertices and redundant constraints in cutting plane algorithms for global optimization , 1988 .