A true annealing approach to the marriage in honey-bees optimization algorithm

Marriage in Honey-Bees Optimization is a new swarm intelligence technique inspired by the marriage process of honey-bees. It has been shown to be very effective in solving the propositional satisfiability problem known as 3-SAT. The objective of this paper is to test a conventional annealing approac...

Mô tả đầy đủ

Chi tiết về thư mục
Những tác giả chính: Teo, Jason Tze Wi, Hussein A. Abbass
Định dạng: Bài viết
Ngôn ngữ:English
Được phát hành: Imperial College Press 2003
Những chủ đề:
Truy cập trực tuyến:https://eprints.ums.edu.my/id/eprint/18801/1/A%20true%20annealing%20approach%20to%20the%20marriage%20in%20honey.pdf
Miêu tả
Tóm tắt:Marriage in Honey-Bees Optimization is a new swarm intelligence technique inspired by the marriage process of honey-bees. It has been shown to be very effective in solving the propositional satisfiability problem known as 3-SAT. The objective of this paper is to test a conventional annealing approach as the basis for determining the pool of drones. The modified algorithm is tested using a group of randomly generated hard 3-SAT problems to compare its behavior and efficiency against previous implementations. The overall performance of the MBO algorithm was found to have improved significantly using the proposed annealing function. Furthermore, a dramatic improvement was noted with the committee machine using this true annealing approach.