Evaluation of Cruise Ship Supply Logistics Service Providers with ANP-RBF

To overcome challenges like market dynamic configuration, information integration, and quick response, it is necessary to build an efficient, stable, and well-coordinated supply chain relationship for cruise ship supply. This requires building of a solid evaluation index system of logistics service...

Full description

Saved in:
Bibliographic Details
Main Authors: Liling Huang, Yong Tan, Xu Guan
Format: Article
Language:English
Published: Wiley 2021-01-01
Series:Journal of Advanced Transportation
Online Access:http://dx.doi.org/10.1155/2021/6645946
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832568505519570944
author Liling Huang
Yong Tan
Xu Guan
author_facet Liling Huang
Yong Tan
Xu Guan
author_sort Liling Huang
collection DOAJ
description To overcome challenges like market dynamic configuration, information integration, and quick response, it is necessary to build an efficient, stable, and well-coordinated supply chain relationship for cruise ship supply. This requires building of a solid evaluation index system of logistics service providers (LSPs) in the cruise ship supply chain. In this paper, we introduce an evaluation index system that consists of four dimensions, based on the characteristics of cruise ship supply and the connotation and type of cruise ship supply LSPs. The four dimensions are business level, collaborative capacity, service price, and information level, including ten subcriteria. We first establish an evaluation decision model for the interdependence and feedback relationship between the criteria by using analytic network process (ANP) for weight definition of each index; then, we use Super Decisions software to simulate the results, combine RBF neural network training and validation, and extract implicit knowledge and laws. We propose an incremental algorithm that can effectively avoid the influence of subjective factors and increase the dynamic nature of evaluation. The results show that the ANP-RBF method has strong practicability in the evaluation of cruise ship supply LSPs.
format Article
id doaj-art-7561315c2b2949f89c9a2e9fea142b8d
institution Kabale University
issn 0197-6729
2042-3195
language English
publishDate 2021-01-01
publisher Wiley
record_format Article
series Journal of Advanced Transportation
spelling doaj-art-7561315c2b2949f89c9a2e9fea142b8d2025-02-03T00:58:56ZengWileyJournal of Advanced Transportation0197-67292042-31952021-01-01202110.1155/2021/66459466645946Evaluation of Cruise Ship Supply Logistics Service Providers with ANP-RBFLiling Huang0Yong Tan1Xu Guan2School of Management, Wuhan Polytechnic University, Wuhan 430048, ChinaSchool of Management, Wuhan Polytechnic University, Wuhan 430048, ChinaSchool of Management, Huazhong University of Science and Technology, Wuhan 430074, ChinaTo overcome challenges like market dynamic configuration, information integration, and quick response, it is necessary to build an efficient, stable, and well-coordinated supply chain relationship for cruise ship supply. This requires building of a solid evaluation index system of logistics service providers (LSPs) in the cruise ship supply chain. In this paper, we introduce an evaluation index system that consists of four dimensions, based on the characteristics of cruise ship supply and the connotation and type of cruise ship supply LSPs. The four dimensions are business level, collaborative capacity, service price, and information level, including ten subcriteria. We first establish an evaluation decision model for the interdependence and feedback relationship between the criteria by using analytic network process (ANP) for weight definition of each index; then, we use Super Decisions software to simulate the results, combine RBF neural network training and validation, and extract implicit knowledge and laws. We propose an incremental algorithm that can effectively avoid the influence of subjective factors and increase the dynamic nature of evaluation. The results show that the ANP-RBF method has strong practicability in the evaluation of cruise ship supply LSPs.http://dx.doi.org/10.1155/2021/6645946
spellingShingle Liling Huang
Yong Tan
Xu Guan
Evaluation of Cruise Ship Supply Logistics Service Providers with ANP-RBF
Journal of Advanced Transportation
title Evaluation of Cruise Ship Supply Logistics Service Providers with ANP-RBF
title_full Evaluation of Cruise Ship Supply Logistics Service Providers with ANP-RBF
title_fullStr Evaluation of Cruise Ship Supply Logistics Service Providers with ANP-RBF
title_full_unstemmed Evaluation of Cruise Ship Supply Logistics Service Providers with ANP-RBF
title_short Evaluation of Cruise Ship Supply Logistics Service Providers with ANP-RBF
title_sort evaluation of cruise ship supply logistics service providers with anp rbf
url http://dx.doi.org/10.1155/2021/6645946
work_keys_str_mv AT lilinghuang evaluationofcruiseshipsupplylogisticsserviceproviderswithanprbf
AT yongtan evaluationofcruiseshipsupplylogisticsserviceproviderswithanprbf
AT xuguan evaluationofcruiseshipsupplylogisticsserviceproviderswithanprbf