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 |
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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. |
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| 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 – sequence: 2 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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| 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 |
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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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