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cs.NE2024
Archive-based Single-Objective Evolutionary Algorithms for Submodular Optimization
Frank Neumann, Günter Rudolph
Constrained submodular optimization problems play a key role in the area of combinatorial optimization as they capture many NP-hard optimization problems. So far, Pareto optimizati…
cs.NE2020
Towards Decision Support in Dynamic Bi-Objective Vehicle Routing
Jakob Bossek, Christian Grimme, Günter Rudolph +1
We consider a dynamic bi-objective vehicle routing problem, where a subset of customers ask for service over time. Therein, the distance traveled by a single vehicle and the number…
cs.NE2016
Surrogate-Assisted Partial Order-based Evolutionary Optimisation
Vanessa Volz, Günter Rudolph, Boris Naujoks
In this paper, we propose a novel approach (SAPEO) to support the survival selection process in multi-objective evolutionary algorithms with surrogate models - it dynamically choos…