Abstract: Highlights•Three trust region-based algorithms are developed for RM-based optimization.•The first algorithm is a gradient-based algorithm that builds on established trust region theory.•The second algorithm avoids gradient calculations from the ODM.•The third algorithm avoids frequent recourse to ODMs, using ϵ-exact RMs.•Small examples and two large scale RM-based optimization case studies illustrate the algorithms.
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