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...
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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 |
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