Prioritizing and aggregating interacting requirements for product-service system development
Prioritizing and aggregating interacting requirements for product-service system development
Requirements evaluation is critically important for the successful development of a product-service system (PSS). The requirements of a PSS often interact with each other, hence significantly influencing requirements evaluation and decision-making processes. The recent literature has proposed some methods such as fuzzy ANP and rough DEMATEL to evaluate interacting PSS requirements and to focus on requirements prioritization. However, aggregation with respect to interacting PSS requirements is seldomly considered. Alternatively, the weighted arithmetic mean method is implicitly used as the aggregation operator to aggregate PSS requirements. Hence, different effects of interactions among any subset of PSS requirements are not considered. This may result in sub-optimal alternatives being adopted for further PSS development. In order to solve this specific problem, a systematic method based on rough-fuzzy DEMATEL, 2-additive fuzzy measures, and the Choquet integral is proposed for aggregating interacting requirements for PSS development along with requirements prioritization. The proposed method utilizes the rough-fuzzy DEMATEL method to determine the weights of interacting PSS requirements when there is a group of experts providing subjective and linguistic assessments of influence strengths. By integrating the Choquet integral with 2-additive fuzzy measures, the proposed method can aggregate interacting PSS requirements non-additively by considering 2-order interactions between any two requirements. To demonstrate its feasibility and advantages, the proposed method is applied to evaluate requirement interactions for a smart wearable medical system.
2-additive fuzzy measures, Choquet integral, Product-service system, Requirement interactions, Rough-fuzzy DEMATEL
Zhang, Xinwei
f09d71a3-02d8-46ac-bcec-d914689f91f9
Li, Jing
12d3e307-c01d-4e6a-aaa8-46935bb8d6cb
Zheng, Chen
7972c681-4861-4efb-a8e3-50aeb7236abd
Eres, Murat
b22e2d66-55c4-46d2-8ec3-46317033de43
15 December 2021
Zhang, Xinwei
f09d71a3-02d8-46ac-bcec-d914689f91f9
Li, Jing
12d3e307-c01d-4e6a-aaa8-46935bb8d6cb
Zheng, Chen
7972c681-4861-4efb-a8e3-50aeb7236abd
Eres, Murat
b22e2d66-55c4-46d2-8ec3-46317033de43
Zhang, Xinwei, Li, Jing, Zheng, Chen and Eres, Murat
(2021)
Prioritizing and aggregating interacting requirements for product-service system development.
Expert Systems with Applications, 185, [115636].
(doi:10.1016/j.eswa.2021.115636).
Abstract
Requirements evaluation is critically important for the successful development of a product-service system (PSS). The requirements of a PSS often interact with each other, hence significantly influencing requirements evaluation and decision-making processes. The recent literature has proposed some methods such as fuzzy ANP and rough DEMATEL to evaluate interacting PSS requirements and to focus on requirements prioritization. However, aggregation with respect to interacting PSS requirements is seldomly considered. Alternatively, the weighted arithmetic mean method is implicitly used as the aggregation operator to aggregate PSS requirements. Hence, different effects of interactions among any subset of PSS requirements are not considered. This may result in sub-optimal alternatives being adopted for further PSS development. In order to solve this specific problem, a systematic method based on rough-fuzzy DEMATEL, 2-additive fuzzy measures, and the Choquet integral is proposed for aggregating interacting requirements for PSS development along with requirements prioritization. The proposed method utilizes the rough-fuzzy DEMATEL method to determine the weights of interacting PSS requirements when there is a group of experts providing subjective and linguistic assessments of influence strengths. By integrating the Choquet integral with 2-additive fuzzy measures, the proposed method can aggregate interacting PSS requirements non-additively by considering 2-order interactions between any two requirements. To demonstrate its feasibility and advantages, the proposed method is applied to evaluate requirement interactions for a smart wearable medical system.
Text
Manuscript-20210525
- Accepted Manuscript
More information
Accepted/In Press date: 18 July 2021
e-pub ahead of print date: 24 July 2021
Published date: 15 December 2021
Additional Information:
Funding Information:
This work was supported by the National Natural Science Foundation of China [71402140]; the Humanity and Social Science Foundation of Ministry of Education of China [19YJA630119]; the Natural Science Basic Research Plan in Shaanxi Province of China [2021JM-077]; and the Fundamental Research Funds for the Central Universities [3102020JC08, 31020210506005]. In addition, the authors also appreciate the editor and anonymous reviewers for their helpful comments on this paper.
Publisher Copyright:
© 2021 Elsevier Ltd
Keywords:
2-additive fuzzy measures, Choquet integral, Product-service system, Requirement interactions, Rough-fuzzy DEMATEL
Identifiers
Local EPrints ID: 452034
URI: http://eprints.soton.ac.uk/id/eprint/452034
ISSN: 0957-4174
PURE UUID: 8977ec0b-ac48-48e4-bee0-0bd491ccf810
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Date deposited: 09 Nov 2021 17:32
Last modified: 06 Jun 2024 04:21
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Contributors
Author:
Xinwei Zhang
Author:
Jing Li
Author:
Chen Zheng
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