A comparison of solution strategies for biobjective shortest path problems

We consider the biobjective shortest path (BSP) problem as the natural extension of the single-objective shortest path problem. BSP problems arise in various applications where networks usually consist of large numbers of nodes and arcs. Since obtaining the set of efficient solutions to a BSP proble...

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Veröffentlicht in:Computers & operations research Jg. 36; H. 4; S. 1299 - 1331
Hauptverfasser: Raith, Andrea, Ehrgott, Matthias
Format: Journal Article
Sprache:Englisch
Veröffentlicht: Kidlington Elsevier Ltd 01.04.2009
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ISSN:0305-0548, 1873-765X, 0305-0548
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Abstract We consider the biobjective shortest path (BSP) problem as the natural extension of the single-objective shortest path problem. BSP problems arise in various applications where networks usually consist of large numbers of nodes and arcs. Since obtaining the set of efficient solutions to a BSP problem is more difficult (i.e. NP -hard and intractable) than solving the corresponding single-objective problem there is a need for fast solution techniques. Our aim is to compare different strategies for solving the BSP problem. We consider a standard label correcting and label setting method, a purely enumerative near shortest path approach, and the two phase method, investigating different approaches to solving problems arising in phases 1 and 2. In particular, we investigate the two phase method with ranking in phase 2. In order to compare the different approaches, we investigate their performance on three different types of networks. We employ grid networks and random networks, as is generally done in the literature. Furthermore, road networks are utilized to compare performance on networks with a structure that is more likely to actually arise in applications.
AbstractList We consider the biobjective shortest path (BSP) problem as the natural extension of the single-objective shortest path problem. BSP problems arise in various applications where networks usually consist of large numbers of nodes and arcs. Since obtaining the set of efficient solutions to a BSP problem is more difficult (i.e. -hard and intractable) than solving the corresponding single-objective problem there is a need for fast solution techniques. Our aim is to compare different strategies for solving the BSP problem. We consider a standard label correcting and label setting method, a purely enumerative near shortest path approach, and the two phase method, investigating different approaches to solving problems arising in phases 1 and 2. In particular, we investigate the two phase method with ranking in phase 2. In order to compare the different approaches, we investigate their performance on three different types of networks. We employ grid networks and random networks, as is generally done in the literature. Furthermore, road networks are utilized to compare performance on networks with a structure that is more likely to actually arise in applications.
We consider the biobjective shortest path (BSP) problem as the natural extension of the single-objective shortest path problem. BSP problems arise in various applications where networks usually consist of large numbers of nodes and arcs. Since obtaining the set of efficient solutions to a BSP problem is more difficult (i.e. NP-hard and intractable) than solving the corresponding single-objective problem there is a need for fast solution techniques. Our aim is to compare different strategies for solving the BSP problem. We consider a standard label correcting and label setting method, a purely enumerative near shortest path approach, and the two phase method, investigating different approaches to solving problems arising in phases 1 and 2. In particular, we investigate the two phase method with ranking in phase 2. In order to compare the different approaches, we investigate their performance on three different types of networks. We employ grid networks and random networks, as is generally done in the literature. Furthermore, road networks are utilized to compare performance on networks with a structure that is more likely to actually arise in applications. [PUBLICATION ABSTRACT]
We consider the biobjective shortest path (BSP) problem as the natural extension of the single-objective shortest path problem. BSP problems arise in various applications where networks usually consist of large numbers of nodes and arcs. Since obtaining the set of efficient solutions to a BSP problem is more difficult (i.e. NP -hard and intractable) than solving the corresponding single-objective problem there is a need for fast solution techniques. Our aim is to compare different strategies for solving the BSP problem. We consider a standard label correcting and label setting method, a purely enumerative near shortest path approach, and the two phase method, investigating different approaches to solving problems arising in phases 1 and 2. In particular, we investigate the two phase method with ranking in phase 2. In order to compare the different approaches, we investigate their performance on three different types of networks. We employ grid networks and random networks, as is generally done in the literature. Furthermore, road networks are utilized to compare performance on networks with a structure that is more likely to actually arise in applications.
Author Ehrgott, Matthias
Raith, Andrea
Author_xml – sequence: 1
  givenname: Andrea
  surname: Raith
  fullname: Raith, Andrea
  email: a.raith@auckland.ac.nz
  organization: Department of Engineering Science, The University of Auckland, New Zealand
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  givenname: Matthias
  surname: Ehrgott
  fullname: Ehrgott, Matthias
  email: m.ehrgott@auckland.ac.nz, matthias.ehrgott@univ-nantes.fr
  organization: Department of Engineering Science, The University of Auckland, New Zealand
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Issue 4
Keywords Label correcting algorithm
Near shortest path algorithm
Label setting algorithm
Biobjective shortest path problem
Two phase method
Network structure
Hierarchical classification
Shortest path
Road network
Dynamical system
Efficiency
NP hard problem
Problem solving
Language English
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Snippet We consider the biobjective shortest path (BSP) problem as the natural extension of the single-objective shortest path problem. BSP problems arise in various...
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SubjectTerms Applied sciences
Artificial Intelligence
Biobjective shortest path problem
Comparative analysis
Computer Science
Exact sciences and technology
Flows in networks. Combinatorial problems
Ground, air and sea transportation, marine construction
Label correcting algorithm
Label setting algorithm
Near shortest path algorithm
Operational research and scientific management
Operational research. Management science
Operations Research
Optimization techniques
Road transportation and traffic
Shortest path algorithms
Studies
Two phase method
Title A comparison of solution strategies for biobjective shortest path problems
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