Erik Hemberg

Using domain knowledge in coevolution and reinforcement learning to simulate a logistics enterprise

2022 · Proceedings of the Genetic and Evolutionary Computation Conference Companion

We demonstrate a framework (CoEv-Soar-RL) for a logistics enterprise to improve readiness, sustainment, and reduce operational risk. The CoEv-Soar-RL uses reinforcement learning and coevolutionary algorithms to improve the functions of a logistics enterprise value chain. …

Analysis of a Pairwise Dominance Coevolutionary Algorithm And DefendIt

2023 · Proceedings of the Genetic and Evolutionary Computation Conference

While competitive coevolutionary algorithms are ideally suited to model adversarial dynamics, their complexity makes it difficult to understand what is happening when they execute. To achieve better clarity, we introduce a game named DefendIt and …