Jan 4, 2024 · Modeled after the roles of employed, onlooker, and scout bees, this Artificial Bee Colony (ABC) algorithm emulates the collaborative search for optimal solutions in dynamic environments. In the bee hierarchy, employed bees venture into the surroundings, exploring for potential food sources.

In computer science and operations research, the artificial bee colony algorithm (ABC) is an optimization algorithm based on the intelligent foraging behaviour of honey bee swarm, proposed by Derviş Karaboğa (Erciyes University) in 2005.

In this paper, an optimal nonlinear control scheme based on the application of ant colony optimization (ACO) is applied to a micro-robot equipped with vibratory actuators. Accordingly, two small...

ABC algorithm's flow chart. This chapter explores the use of the Artificial Bee Colony (ABC) algorithm to compute pixel classification for image segmentation. ABC is a heuristic...

Aug 2, 2019 · Artificial bee colony (ABC) algorithm is an optimization technique that simulates the foraging behavior of honey bees, and has been successfully applied to various practical problems. A set of honey bees, called swarm, can successfully accomplish tasks through social cooperation.

The artificial bee colony (ABC) algorithm is a relatively new algorithm inspired by nature and has been shown to be efficient in contrast to other optimization algorithms.

This work compares the performance of ABC algorithm with that of differential evolution (DE), particle swarm optimization (PSO) and evolutionary algorithm (EA) for multi-dimensional numeric problems.

Artificial Bee Colony (ABC) is one of the most recently defined algorithms by Dervis Karaboga in 2005, motivated by the intelligent behavior of honey bees. It is as simple as Particle Swarm Optimization (PSO) and Differential Evolution (DE) algorithms, and uses only common control parameters such as colony size and maximum cycle number.

The ABC algorithm is a popular swarm-based meta-heuristic optimization algorithm based on honey bees’ natural activity while searching for a food source. Three types of bees play an essential role in the ABC algorithm.

Oct 30, 2023 · In the ABC algorithm, each cycle of the search consists of three steps: sending the employed bees onto the food sources and then measuring their nectar amounts; selecting of the food sources by...