Estimating the Tour Length for the Close Enough Traveling Salesman Problem

We construct empirically based regression models for estimating the tour length in the Close Enough Traveling Salesman Problem (CETSP). In the CETSP, a customer is considered visited when the salesman visits any point in the customer’s service region. We build our models using as many as 14 independ...

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Bibliographic Details
Main Authors: Debdatta Sinha Roy, Bruce Golden, Xingyin Wang, Edward Wasil
Format: Article
Language:English
Published: MDPI AG 2021-04-01
Series:Algorithms
Subjects:
Online Access:https://www.mdpi.com/1999-4893/14/4/123
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spelling doaj-716143cca62b485db8d60d9189b000a92021-04-12T23:05:33ZengMDPI AGAlgorithms1999-48932021-04-011412312310.3390/a14040123Estimating the Tour Length for the Close Enough Traveling Salesman ProblemDebdatta Sinha Roy0Bruce Golden1Xingyin Wang2Edward Wasil3Staples Inc., Framingham, MA 01702, USARobert H. Smith School of Business, University of Maryland, College Park, MD 20742, USAEngineering Systems and Design, Singapore University of Technology and Design, Singapore 487372, SingaporeKogod School of Business, American University, Washington, DC 20016, USAWe construct empirically based regression models for estimating the tour length in the Close Enough Traveling Salesman Problem (CETSP). In the CETSP, a customer is considered visited when the salesman visits any point in the customer’s service region. We build our models using as many as 14 independent variables on a set of 780 benchmark instances of the CETSP and compare the estimated tour lengths to the results from a Steiner zone heuristic. We validate our results on a new set of 234 instances that are similar to the 780 benchmark instances. We also generate results for a new set of 72 larger instances. Overall, our models fit the data well and do a very good job of estimating the tour length. In addition, we show that our modeling approach can be used to accurately estimate the optimal tour lengths for the CETSP.https://www.mdpi.com/1999-4893/14/4/123close enough traveling salesman problemtour-length estimationregression models
collection DOAJ
language English
format Article
sources DOAJ
author Debdatta Sinha Roy
Bruce Golden
Xingyin Wang
Edward Wasil
spellingShingle Debdatta Sinha Roy
Bruce Golden
Xingyin Wang
Edward Wasil
Estimating the Tour Length for the Close Enough Traveling Salesman Problem
Algorithms
close enough traveling salesman problem
tour-length estimation
regression models
author_facet Debdatta Sinha Roy
Bruce Golden
Xingyin Wang
Edward Wasil
author_sort Debdatta Sinha Roy
title Estimating the Tour Length for the Close Enough Traveling Salesman Problem
title_short Estimating the Tour Length for the Close Enough Traveling Salesman Problem
title_full Estimating the Tour Length for the Close Enough Traveling Salesman Problem
title_fullStr Estimating the Tour Length for the Close Enough Traveling Salesman Problem
title_full_unstemmed Estimating the Tour Length for the Close Enough Traveling Salesman Problem
title_sort estimating the tour length for the close enough traveling salesman problem
publisher MDPI AG
series Algorithms
issn 1999-4893
publishDate 2021-04-01
description We construct empirically based regression models for estimating the tour length in the Close Enough Traveling Salesman Problem (CETSP). In the CETSP, a customer is considered visited when the salesman visits any point in the customer’s service region. We build our models using as many as 14 independent variables on a set of 780 benchmark instances of the CETSP and compare the estimated tour lengths to the results from a Steiner zone heuristic. We validate our results on a new set of 234 instances that are similar to the 780 benchmark instances. We also generate results for a new set of 72 larger instances. Overall, our models fit the data well and do a very good job of estimating the tour length. In addition, we show that our modeling approach can be used to accurately estimate the optimal tour lengths for the CETSP.
topic close enough traveling salesman problem
tour-length estimation
regression models
url https://www.mdpi.com/1999-4893/14/4/123
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AT brucegolden estimatingthetourlengthforthecloseenoughtravelingsalesmanproblem
AT xingyinwang estimatingthetourlengthforthecloseenoughtravelingsalesmanproblem
AT edwardwasil estimatingthetourlengthforthecloseenoughtravelingsalesmanproblem
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