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The paper presents an exponential pheromone deposition rule to modify the basic ant system algorithm which employs constant deposition rule. A stability analysis using differential equation is carried out to find out the values of…

Artificial Intelligence · Computer Science 2008-11-04 Ayan Acharya , Deepyaman Maiti , Aritra Banerjee , Amit Konar

This paper introduces a new optimisation algorithm, called Adaptive Bacterial Colony Optimisation (ABCO), modelled after the foraging behaviour of E. coli bacteria. The algorithm follows three stages--explore, exploit and reproduce--and is…

Neural and Evolutionary Computing · Computer Science 2025-05-05 Barisi Kogam , Yevgeniya Kovalchuk , Mohamed Medhat Gaber

Coverage Path Planning (CPP) aims at finding an optimal path that covers the whole given space. Due to the NP-hard nature, CPP remains a challenging problem. Bio-inspired algorithms such as Ant Colony Optimisation (ACO) have been exploited…

Robotics · Computer Science 2022-06-22 Christopher Carr , Peng Wang

Ants are known to be able to find paths of minimal length between the nest and food sources. The deposit of pheromones while they search for food and their chemotactical response to them has been proposed as a crucial element in the…

Populations and Evolution · Quantitative Biology 2011-03-09 M. Vela-Pérez , M. A. Fontelos , J. J. L. Velázquez

The nature has inspired several metaheuristics, outstanding among these is Ant Colony Optimization (ACO), which have proved to be very effective and efficient in problems of high complexity (NP-hard) in combinatorial optimization. This…

Artificial Intelligence · Computer Science 2013-09-23 Edson Flórez , Wilfredo Gómez , Lola Bautista

In a self-organizing particle system, an abstraction of programmable matter, simple computational elements called particles with limited memory and communication self-organize to solve system-wide problems of movement, coordination, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-04 Marta Andrés Arroyo , Sarah Cannon , Joshua J. Daymude , Dana Randall , Andréa W. Richa

The paper represents an algorithm for planning safe and optimal routes for transport facilities with unrestricted movement direction that travel within areas with obstacles. Paper explains the algorithm using a ship as an example of such a…

Neural and Evolutionary Computing · Computer Science 2019-05-15 Ivan Yanchin , Oleg Petrov

The issue of optimizing queries is a cost-sensitive process and with respect to the number of associated tables in a query, its number of permutations grows exponentially. On one hand, in comparison with other operators in relational…

Databases · Computer Science 2013-11-19 Adel Alinezhad Kolaei , Marzieh Ahmadzadeh

Routing represents a pivotal concern in the context of Wireless Sensor Networks (WSN) owing to its divergence from traditional network routing paradigms. The inherent dynamism of the WSN environment, coupled with the scarcity of available…

Networking and Internet Architecture · Computer Science 2024-02-21 Yasameen Sajid Razooqi , Muntasir Al-Asfoor , Mohammed Hamzah Abed

We present a process algebra capable of specifying parallelized Ant Colony Optimization algorithms in full detail: PA$^2$CO. After explaining the basis of three different ACO algorithms (Ant System, MAX-MIN Ant System, and Ant Colony…

Neural and Evolutionary Computing · Computer Science 2026-01-22 Maria Garcia , Natalia Lopez , Ismael Rodriguez

Trip recommender system, which targets at recommending a trip consisting of several ordered Points of Interest (POIs), has long been treated as an important application for many location-based services. Currently, most prior arts generate…

Machine Learning · Computer Science 2021-09-27 Linlang Jiang , Jingbo Zhou , Tong Xu , Yanyan Li , Hao Chen , Jizhou Huang , Hui Xiong

In this paper Hybrid Ant Colony Optimization (HAntCO) approach in solving Multi--Skill Resource Constrained Project Scheduling Problem (MS--RCPSP) has been presented. We have proposed hybrid approach that links classical heuristic priority…

Neural and Evolutionary Computing · Computer Science 2016-04-01 Paweł B. Myszkowski , Marek E. Skowroński , Łukasz P. Olech , Krzysztof Oślizło

Ant Colony Optimization (ACO) is a family of nature-inspired metaheuristics often applied to finding approximate solutions to difficult optimization problems. Despite being significantly faster than exact methods, the ACOs can still be…

Neural and Evolutionary Computing · Computer Science 2022-03-07 Rafał Skinderowicz

This paper aims to introduce the Ant hill colonization optimization algorithm(AHCOA) to the electromagnetics and antenna community. The ant hill is built by special species of ants known as formicas ants(also meadow ants, fire ants and…

Neural and Evolutionary Computing · Computer Science 2022-11-30 Sunit Shantanu Digamber Fulari

Ant Colony Optimisation (ACO) is an effective population-based meta-heuristic for the solution of a wide variety of problems. As a population-based algorithm, its computation is intrinsically massively parallel, and it is there- fore…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-15 Jose M. Cecilia , Jose M. Garcia , Manuel Ujaldon , Andy Nisbet , Martyn Amos

In order to perceive the behavior presented by the multiphase chemical reactors, the ant colony optimization algorithm was combined with computational fluid dynamics (CFD) data. This intelligent algorithm creates a probabilistic technique…

Machine Learning · Computer Science 2020-01-14 Shahab Shamshirband , Meisam Babanezhad , Amir Mosavi , Narjes Nabipour , Eva Hajnal , Laszlo Nadai , Kwok-Wing Chau

The process of Vertical handoff has become one of the major components of today's wireless environment due to the availability of the vast variety of signals. The decision for a handoff should be performed catering to the needs of the…

Networking and Internet Architecture · Computer Science 2014-05-08 A. Bhuvaneswari , E. George Dharma Prakash Raj , V. Sinthu Janita Prakash

The rapid e-commerce growth has made both business community and customers face a new situation. Due to intense competition on one hand and the customer's option to choose from several alternatives business community has realized the…

Artificial Intelligence · Computer Science 2016-11-17 Ajith Abraham , Vitorino Ramos

Software testing is an important and valuable part of the software development life cycle. Due to time, cost and other circumstances, exhaustive testing is not feasible that's why there is a need to automate the software testing process.…

Software Engineering · Computer Science 2011-06-15 Praveen Ranjan Srivastava , Km Baby

The Ant Colony Optimization (ACO) algorithm is a nature-inspired metaheuristic method used for optimization problems. Although not a machine learning method per se, ACO is often employed alongside machine learning models to enhance…

Strongly Correlated Electrons · Physics 2026-05-14 G. M. Tonin , T. Pauletti , R. M. Dos Santos , V. V. França
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