Dry Bulk Carrier Investment Selection through a Dual Group Decision Fusing Mechanism in the Green Supply Chain

Uncertain linguistic variables and scoring evaluations are two important evaluation mechanisms in the decision making field. Sustainability requirements for ship investment lead to the complexity of influence factors and the decision making process. The uncertain linguistic assessment features a lar...

Full description

Bibliographic Details
Main Authors: Shuang Yao, Donghua Yu, Yan Song, Hao Yao, Yuzhen Hu, Benhai Guo
Format: Article
Language:English
Published: MDPI AG 2018-11-01
Series:Sustainability
Subjects:
Online Access:https://www.mdpi.com/2071-1050/10/12/4528
id doaj-214309be53af4fdc9bb0bd7706eecd34
record_format Article
spelling doaj-214309be53af4fdc9bb0bd7706eecd342020-11-24T23:46:30ZengMDPI AGSustainability2071-10502018-11-011012452810.3390/su10124528su10124528Dry Bulk Carrier Investment Selection through a Dual Group Decision Fusing Mechanism in the Green Supply ChainShuang Yao0Donghua Yu1Yan Song2Hao Yao3Yuzhen Hu4Benhai Guo5College of Economics and Management, China Jiliang University, Hangzhou 310018, ChinaSchool of Computer Science and Technology, Harbin Institute of Technology, Harbin 150001, ChinaCollege of Economics and Management, Harbin Engineering University, Harbin 150001, ChinaCollege of Economics and Management, Harbin Engineering University, Harbin 150001, ChinaCollege of Economics and Management, Harbin Engineering University, Harbin 150001, ChinaCollege of Economics and Management, China Jiliang University, Hangzhou 310018, ChinaUncertain linguistic variables and scoring evaluations are two important evaluation mechanisms in the decision making field. Sustainability requirements for ship investment lead to the complexity of influence factors and the decision making process. The uncertain linguistic assessment features a large amount of ambiguity and subjectivity, while the scoring evaluation features high precision and distinct gradations. This paper constructs a criteria system in the green supply chain and proposes a dual group decision fusing mechanism for integrating the linguistic variable and scoring evaluation into a unified evaluation term. A hierarchical cloud of linguistic variable terms is constructed based on scoring via a reverse cloud generator, and then, the ship investment linguistic terms are transformed into prospect values. In addition, the consistency and investment selection performance are measured after aggregating the individual decision matrices for group decision making. The empirical research results on the selection of dry bulk carriers for investment show that dual group decision fusing mechanisms could effectively improve the consistency, decision making efficiency, and accuracy of dry bulk ship investment choices and reduce the cost of feedback adjustment for group decisions. In comparison with the trapezoidal fuzzy and fuzzy TOPSIS methods of group decision making, the proposed method performs better when there are a large number of alternatives.https://www.mdpi.com/2071-1050/10/12/4528group decisiongreen supply chaincloud modelprospect theoryfusion mechanism
collection DOAJ
language English
format Article
sources DOAJ
author Shuang Yao
Donghua Yu
Yan Song
Hao Yao
Yuzhen Hu
Benhai Guo
spellingShingle Shuang Yao
Donghua Yu
Yan Song
Hao Yao
Yuzhen Hu
Benhai Guo
Dry Bulk Carrier Investment Selection through a Dual Group Decision Fusing Mechanism in the Green Supply Chain
Sustainability
group decision
green supply chain
cloud model
prospect theory
fusion mechanism
author_facet Shuang Yao
Donghua Yu
Yan Song
Hao Yao
Yuzhen Hu
Benhai Guo
author_sort Shuang Yao
title Dry Bulk Carrier Investment Selection through a Dual Group Decision Fusing Mechanism in the Green Supply Chain
title_short Dry Bulk Carrier Investment Selection through a Dual Group Decision Fusing Mechanism in the Green Supply Chain
title_full Dry Bulk Carrier Investment Selection through a Dual Group Decision Fusing Mechanism in the Green Supply Chain
title_fullStr Dry Bulk Carrier Investment Selection through a Dual Group Decision Fusing Mechanism in the Green Supply Chain
title_full_unstemmed Dry Bulk Carrier Investment Selection through a Dual Group Decision Fusing Mechanism in the Green Supply Chain
title_sort dry bulk carrier investment selection through a dual group decision fusing mechanism in the green supply chain
publisher MDPI AG
series Sustainability
issn 2071-1050
publishDate 2018-11-01
description Uncertain linguistic variables and scoring evaluations are two important evaluation mechanisms in the decision making field. Sustainability requirements for ship investment lead to the complexity of influence factors and the decision making process. The uncertain linguistic assessment features a large amount of ambiguity and subjectivity, while the scoring evaluation features high precision and distinct gradations. This paper constructs a criteria system in the green supply chain and proposes a dual group decision fusing mechanism for integrating the linguistic variable and scoring evaluation into a unified evaluation term. A hierarchical cloud of linguistic variable terms is constructed based on scoring via a reverse cloud generator, and then, the ship investment linguistic terms are transformed into prospect values. In addition, the consistency and investment selection performance are measured after aggregating the individual decision matrices for group decision making. The empirical research results on the selection of dry bulk carriers for investment show that dual group decision fusing mechanisms could effectively improve the consistency, decision making efficiency, and accuracy of dry bulk ship investment choices and reduce the cost of feedback adjustment for group decisions. In comparison with the trapezoidal fuzzy and fuzzy TOPSIS methods of group decision making, the proposed method performs better when there are a large number of alternatives.
topic group decision
green supply chain
cloud model
prospect theory
fusion mechanism
url https://www.mdpi.com/2071-1050/10/12/4528
work_keys_str_mv AT shuangyao drybulkcarrierinvestmentselectionthroughadualgroupdecisionfusingmechanisminthegreensupplychain
AT donghuayu drybulkcarrierinvestmentselectionthroughadualgroupdecisionfusingmechanisminthegreensupplychain
AT yansong drybulkcarrierinvestmentselectionthroughadualgroupdecisionfusingmechanisminthegreensupplychain
AT haoyao drybulkcarrierinvestmentselectionthroughadualgroupdecisionfusingmechanisminthegreensupplychain
AT yuzhenhu drybulkcarrierinvestmentselectionthroughadualgroupdecisionfusingmechanisminthegreensupplychain
AT benhaiguo drybulkcarrierinvestmentselectionthroughadualgroupdecisionfusingmechanisminthegreensupplychain
_version_ 1725493477101273088