On reconfiguring heterogeneous parallel island models

Swarm and Evolutionary Computation, Journal Year: 2024, Volume and Issue: 89, P. 101624 - 101624

Published: June 5, 2024

Language: Английский

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Escaping Stagnation through Improved Orca Predator Algorithm with Deep Reinforcement Learning for Feature Selection

Published: March 26, 2024

Stagnation at local optima represents a significant challenge in bio–inspired optimization algorithms, often leading to suboptimal solutions. This paper addresses this issue by proposing hybrid model that combines the Orca Predator Algorithm with Deep Q–Learning. is an technique mimics hunting behavior of orcas. It solves complex problems exploring and exploiting search spaces efficiently. Q–Learning reinforcement learning deep neural networks. integration aims turn stagnation problem into opportunity for more focused effective exploitation, enhancing technique’s performance accuracy. The proposed leverages biomimetic strengths identify promising regions nearby space, complemented fine–tuning capabilities navigate these areas precisely. practical application approach evaluated using high–dimensional Heartbeat Categorization Dataset, focusing on feature selection problem. dataset, comprising electrocardiogram signals, provided robust platform testing our model. Our experimental results are encouraging, showcasing strategy capability relevant features without significantly compromising metrics machine models. analysis was performed comparing improved method against its native version set state–of–the–art algorithms.

Language: Английский

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Evolutionary Attraction-Repulsion Algorithm Embedded with Llm for Uav Task Allocation

Published: Jan. 1, 2024

Language: Английский

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Location, Size, and Capacity

Emergence, complexity and computation, Journal Year: 2024, Volume and Issue: unknown, P. 1 - 152

Published: Jan. 1, 2024

Language: Английский

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Heuristics in Vehicle Routing

Published: Dec. 25, 2024

Language: Английский

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