Article2009

Scheduling Resource-Constrained Projects with Ant Colony Optimization Artificial Agents

67 citations0/0 files storedJournal of Computing in Civil Engineering

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Resource-Constrained Project Scheduling Construction Project Management and Performance Metaheuristic Optimization Algorithms Research

Abstract

The paper presents a methodology to schedule resource-constrained construction projects by use of algorithms based on ant colony optimization (ACO); an artificial agent inspired by the collective behavior of natural ant colonies as they optimize their path from an origin (ant nest) to a destination (food source) by use of previously acquired knowledge. Further, to an application of the ACO artificial agent to a resource-unconstrained network topology, the method is applied to a resource-constrained network and utilized in examining the effects of resource availability constraints to critical path calculations and project completion time.

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References

2002Ant colony optimization for resource-constrained project scheduling 1992A Branch-and-Bound Procedure for the Multiple Resource-Constrained Project Scheduling Problem 1999Optimization of Resource Allocation and Leveling Using Genetic Algorithms 1998An Exact Algorithm for the Resource-Constrained Project Scheduling Problem Based on a New Mathematical Formulation 1984A Comparison of Exact Approaches for Solving the Multiple Constrained Resource, Project Scheduling Problem 1998A branch and bound algorithm for the resource-constrained project scheduling problem 1997New Benchmark Results for the Resource-Constrained Project Scheduling Problem 2004Use of Genetic Algorithms in Resource Scheduling of Construction Projects

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2011Ant Colony Optimization for Multimode Resource-Constrained Project Scheduling 2012Group Decision Making for Stochastic Optimization of Time, Cost, and Quality in Construction Projects 2024Automated construction scheduling using deep reinforcement learning with valid action sampling 2014Backward-Forward Hybrid Genetic Algorithm for Resource-Constrained Multiproject Scheduling Problem

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