Solving Project Scheduling Problems by Minimum Cut Computations

In project scheduling, a set of precedence-constrained jobs has to be scheduled so as to minimize a given objective. In resource-constrained project scheduling, the jobs additionally compete for scarce resources. Due to its universality, the latter problem has a variety of applications in manufactur...

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Bibliographic Details
Published inManagement science Vol. 49; no. 3; pp. 330 - 350
Main Authors Mohring, Rolf H, Schulz, Andreas S, Stork, Frederik, Uetz, Marc
Format Journal Article
LanguageEnglish
Published Linthicum INFORMS 01.03.2003
Institute for Operations Research and Management Sciences
Institute for Operations Research and the Management Sciences
SeriesManagement Science
Subjects
Online AccessGet full text
ISSN0025-1909
1526-5501
1526-5501
DOI10.1287/mnsc.49.3.330.12737

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Abstract In project scheduling, a set of precedence-constrained jobs has to be scheduled so as to minimize a given objective. In resource-constrained project scheduling, the jobs additionally compete for scarce resources. Due to its universality, the latter problem has a variety of applications in manufacturing, production planning, project management, and elsewhere. It is one of the most intractable problems in operations research, and has therefore become a popular playground for the latest optimization techniques, including virtually all local search paradigms. We show that a somewhat more classical mathematical programming approach leads to both competitive feasible solutions and strong lower bounds, within reasonable computation times. The basic ingredients of our approach are the Lagrangian relaxation of a time-indexed integer programming formulation and relaxation-based list scheduling, enriched with a useful idea from recent approximation algorithms for machine scheduling problems. The efficiency of the algorithm results from the insight that the relaxed problem can be solved by computing a minimum cut in an appropriately defined directed graph. Our computational study covers different types of resource-constrained project scheduling problems, based on several notoriously hard test sets, including practical problem instances from chemical production planning.
AbstractList In project scheduling, a set of precedence-constrained jobs has to be scheduled so as to minimize a given objective. In resource-constrained project scheduling, the jobs additionally compete for scarce resources. Due to its universality, the latter problem has a variety of applications in manufacturing, production planning, project management, and elsewhere. It is one of the most intractable problems in operations research, and has therefore become a popular playground for the latest optimization techniques, including virtually all local search paradigms. We show that a somewhat more classical mathematical programming approach leads to both competitive feasible solutions and strong lower bounds, within reasonable computation times. The basic ingredients of our approach are the Lagrangian relaxation of a time-indexed integer programming formulation and relaxation-based list scheduling, enriched with a useful idea from recent approximation algorithms for machine scheduling problems. The efficiency of the algorithm results from the insight that the relaxed problem can be solved by computing a minimum cut in an appropriately defined directed graph. Our computational study covers different types of resource-constrained project scheduling problems, based on several notoriously hard test sets, including practical problem instances from chemical production planning.
In project scheduling, a set of precedence-constrained jobs has to be scheduled so as to minimize a given objective. In resource-constrained project scheduling, the jobs additionally compete for scarce resources. Due to its universality, the latter problem has a variety of applications in manufacturing, production planning, project management, and elsewhere. It is one of the most intractable problems in operations research, and has therefore become a popular playground for the latest optimization techniques, including virtually all local search paradigms. A somewhat more classical mathematical programming approach leads to both competitive feasible solutions and strong lower bounds, within reasonable computation times. The basic ingredients of our approach are the Lagrangian relaxation of a time-indexed integer programming formulation and relaxation-based list scheduling, enriched with a useful idea from recent approximation algorithms for machine scheduling problems. The efficiency of the algorithm results from the insight that the relaxed problem can be solved by computing a minimum cut in an appropriately defined directed graph.
Author Stork, Frederik
Uetz, Marc
Mohring, Rolf H
Schulz, Andreas S
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Snippet In project scheduling, a set of precedence-constrained jobs has to be scheduled so as to minimize a given objective. In resource-constrained project...
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StartPage 330
SubjectTerms Algorithms
Approximation
Business studies
Costs
Employment
Heuristics
Industrial projects
Integer programming
Integers
Job shops
Lagrangian function
Lagrangian Relaxation
Linear programming
Linear Programming Relaxation
Management
Mathematical programming
Mathematics
Minimization of cost
Minimum Cut
Net present value
Operations research
Optimal solutions
Optimization
Optimization techniques
Planning methods
Production
Production planning
Project management
Project Scheduling
Relaxation
Renewable resources
Resource Constraints
Scheduling
Studies
Tabu search
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Title Solving Project Scheduling Problems by Minimum Cut Computations
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