Hybrid Ant Colony Optimization in solving Multi-Skill Resource-Constrained Project Scheduling Problem

03/28/2016
by   Paweł B. Myszkowski, et al.
0

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 rules for project scheduling with Ant Colony Optimization (ACO). Furthermore, a novel approach for updating pheromone value has been proposed, based on both the best and worst solutions stored by ants. The objective of this paper is to research the usability and robustness of ACO and its hybrids with priority rules in solving MS--RCPSP. Experiments have been performed using artificially created dataset instances, based on real--world ones. We published those instances that can be used as a benchmark. Presented results show that ACO--based hybrid method is an efficient approach. More directed search process by hybrids makes this approach more stable and provides mostly better results than classical ACO.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/24/2022

MAP-Elites based Hyper-Heuristic for the Resource Constrained Project Scheduling Problem

The resource constrained project scheduling problem (RCPSP) is an NP-Har...
research
09/02/2010

Solving the Resource Constrained Project Scheduling Problem with Generalized Precedences by Lazy Clause Generation

The technical report presents a generic exact solution approach for mini...
research
03/29/2020

A hybrid optimization procedure for solving a tire curing scheduling problem

This paper addresses a lot-sizing and scheduling problem variant arising...
research
11/13/2015

Combining Monte-Carlo and Hyper-heuristic methods for the Multi-mode Resource-constrained Multi-project Scheduling Problem

Multi-mode resource and precedence-constrained project scheduling is a w...
research
05/28/2011

Using Hopfield to Solve Resource-Leveling Problem

Although the traditional permute matrix coming along with Hopfield is ab...
research
02/09/2023

Adaptive large neighborhood search for a personnel task scheduling problem with task selection and parallel task assignments

Motivated by a real-world application, we model and solve a complex staf...
research
11/22/2017

Test Generation and Scheduling for a Hybrid BIST Considering Test Time and Power Constraint

This paper presents a novel approach for test generation and test schedu...

Please sign up or login with your details

Forgot password? Click here to reset