Research
Peer-reviewed publications in artificial intelligence, evolutionary computation, and machine learning.
2024
Comparative Analysis of Neuroevolution Algorithms
Evolving Connection Weights versus Topology in Robotics Applications
A systematic comparison of weight-based and topology-based neuroevolution approaches for robotic control tasks. Evaluates sample efficiency, generalization capability, computational requirements, and emergent behavioral strategies across multiple benchmark environments.
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Cutting Stock Problem Optimization
The Effect of Immigration Method and Adaptive Mutation Rate
An empirical study on genetic algorithm optimization for the one-dimensional cutting stock problem. Investigates the impact of immigration operators and adaptive mutation scheduling on population diversity, convergence speed, and solution quality.
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