Using particle swarm optimization techniques for solving multi-mode resource-constrained project scheduling problem
Resource-Constrained Project Scheduling Problems (RCPSP) is one of the most intractable optimization problems in operations research. It can be described as follows: a single project consisting of N activities. Each activity has two kinds of constraints. First, precedence constraints require that an...
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Format: | Final Year Project |
Language: | English |
Published: |
2011
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Online Access: | http://hdl.handle.net/10356/44839 |
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Institution: | Nanyang Technological University |
Language: | English |
Summary: | Resource-Constrained Project Scheduling Problems (RCPSP) is one of the most intractable optimization problems in operations research. It can be described as follows: a single project consisting of N activities. Each activity has two kinds of constraints. First, precedence constraints require that an activity cannot start before its immediate predecessor activities have finished. Second, performing each activity requires renewable/non-renewable resources which are limited capacity. This problem is extended to multi-mode resource constrained project scheduling problems (MMRCPSP), which is more related to real world problems, where each activity is executed in one of several modes. Each mode represents the combination of different resources and duration. MRCPSP is an NP-Hard problem and has received increasing attention for the past few years.In this research project, we focus on studying hybrid metaheuristic methods
of Particle Swarm Optimization (PSO) for solving Multi-Mode Resource-
Constrained Project Scheduling Problems (MMRCPSP). The purpose of this
project is to explore and build a hybrid PSO framework that aims to solve
MRCPSP efficiently in both quality of schedules and computational time. The
obtained results will be applied to project scheduling related industry such as
Maritime Rig Building, Construction Work, aircraft maintenance, repair and
overhaul project scheduling in aerospace industry. |
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