I. Das et Je. Dennis, NORMAL-BOUNDARY INTERSECTION - A NEW METHOD FOR GENERATING THE PARETOSURFACE IN NONLINEAR MULTICRITERIA OPTIMIZATION PROBLEMS, SIAM journal on optimization, 8(3), 1998, pp. 631-657
This paper proposes an alternate method for finding several Pareto opt
imal points for a general nonlinear multicriteria optimization problem
. Such points collectively capture the trade-off among the various con
flicting objectives. It is proved that this method is independent of t
he relative scales of the functions and is successful in producing an
evenly distributed set of points in the Pareto set given an evenly dis
tributed set of parameters, a property which the popular method of min
imizing weighted combinations of objective functions lacks. Further, t
his method can handle more than two objectives while retaining the com
putational efficiency of continuation-type algorithms. This is an impr
ovement over continuation techniques for tracing the trade-off curve s
ince continuation strategies cannot easily be extended to handle more
than two objectives.