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New heuristic function in ant colony system for the travelling salesman problem
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Ant colony optimization in dynamic environments
Published 2010“…In order to achieve this objective, six ant algorithms namely Ant System (AS), Ant Colony System (ACS), Best-Worst Ant System (BWAS), Elitist Ant System (EAS), Max-Min Ant System (MMAS) and Rank-Based Ant System (RBAS) were implemented to solve a dynamic optimization problem in the form of the dynamic Traveling Salesman Problem (TSP). …”
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Thesis -
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New heuristic function in ant colony system algorithm
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Embedding Malaysian House Red Ant Behavior into an Ant Colony System
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DACS3:Embedding Individual Ant Behavior in Ant Colony System
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Scheduling jobs in computational grid using hybrid ACS and GA approach
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Low and high level hybridization of ant colony system and genetic algorithm for job scheduling in grid computing
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DACS3: Embedding Malaysian Individual Ant Behavior in Ant Colony System
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Citation Index Journal -
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Ant colony optimization algorithm for dynamic scheduling of jobs in computational grid
Published 2012“…Job scheduling problem is classified as an NP-hard problem.Such a problem can be solved only by using approximate algorithms such as heuristic and meta-heuristic algorithms.Among different optimization algorithms for job scheduling, ant colony system algorithm is a popular meta-heuristic algorithm which has the ability to solve different types of NP-hard problems.However, ant colony system algorithm has a deficiency in its heuristic function which affects the algorithm behavior in terms of finding the shortest connection between edges.This research focuses on a new heuristic function where information about recent ants’ discoveries has been considered.The new heuristic function has been integrated into the classical ant colony system algorithm.Furthermore, the enhanced algorithm has been implemented to solve the travelling salesman problem as well as in scheduling of jobs in computational grid.A simulator with dynamic environment feature to mimic real life application has been development to validate the proposed enhanced ant colony system algorithm. …”
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Monograph -
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Improved Dynamic Ant Colony System (DACS) on Symmetric Traveling Salesman Problem (TSP).
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Strategic oscillation for exploitation and exploration of ACS algorithm for job scheduling in static grid computing
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Interacted multiple ant colonies optimization framework: An experimental study of the evaluation and the exploration techniques to control the search stagnation
Published 2010“…The performance of IMACO was demonstrated by comparing it with the best performing ant algorithms like Ant Colony System (ACS) and Max-Min Ant System (MMAS). …”
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Article -
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Improvement DACS3 Searching Performance using Local Search
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Hybridization of enhanced ant colony system and Tabu search algorithm for packet routing in wireless sensor network
Published 2020“…Swarm intelligence algorithms have been applied in solving these problems including the Ant Colony System (ACS) which is one of the ant colony optimization variants. …”
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Thesis -
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Applying DACS3 in the Capacitated Vehicle Routing Problem
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Path Optimization For Cooperative Multi-Head 3d Printing
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Final Year Project / Dissertation / Thesis
