User Experience Modeling and Simulation for Product Ecosystem Design Based on Fuzzy Reasoning Petri Nets
Product ecosystem design entails complex user experience (UX) that involves interactions among multiple users, products, and the ambience. This paper aims to capture causal relationships between UX and design elements and in turn to provide decision support to product ecosystem analysis. A fuzzy rea...
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Published in | IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans Vol. 42; no. 1; pp. 201 - 212 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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IEEE
01.01.2012
Institute of Electrical and Electronics Engineers (IEEE) |
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Abstract | Product ecosystem design entails complex user experience (UX) that involves interactions among multiple users, products, and the ambience. This paper aims to capture causal relationships between UX and design elements and in turn to provide decision support to product ecosystem analysis. A fuzzy reasoning Petri net is developed to deal with the uncertainty, complexity, and dynamics associated with UX modeling. Reasoning of diverse constructs of UX is embedded in the fuzzy production rules that are derived from self-report UX data based on rough set mining. A fuzzy reasoning algorithm is implemented to perform parallel inference by multicriteria rules and to simulate most likely UX under different ambient factors. A case study of subway station UX design demonstrates the potential of product ecosystem FRPN formulation. |
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AbstractList | Product ecosystem design entails complex user experience (UX) that involves interactions among multiple users, products, and the ambience. This paper aims to capture causal relationships between UX and design elements and in turn to provide decision support to product ecosystem analysis. A fuzzy reasoning Petri net is developed to deal with the uncertainty, complexity, and dynamics associated with UX modeling. Reasoning of diverse constructs of UX is embedded in the fuzzy production rules that are derived from self-report UX data based on rough set mining. A fuzzy reasoning algorithm is implemented to perform parallel inference by multicriteria rules and to simulate most likely UX under different ambient factors. A case study of subway station UX design demonstrates the potential of product ecosystem FRPN formulation. |
Author | Qianli Xu Jiao, R. J. Feng Zhou Takahashi, K. |
Author_xml | – sequence: 1 surname: Feng Zhou fullname: Feng Zhou organization: G.W. Woodruff Sch. of Mech. Eng., Georgia Inst. of Technol., Atlanta, GA, USA – sequence: 2 givenname: R. J. surname: Jiao fullname: Jiao, R. J. email: rjiao@gatech.edu organization: G.W. Woodruff Sch. of Mech. Eng., Georgia Inst. of Technol., Atlanta, GA, USA – sequence: 3 surname: Qianli Xu fullname: Qianli Xu organization: Inst. for Infocomm Res., Agency for Sci., Technol. & Res., Singapore, Singapore – sequence: 4 givenname: K. surname: Takahashi fullname: Takahashi, K. organization: Dept. of Electr. & Electron. Eng., Tokyo Inst. of Technol., Tokyo, Japan |
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Snippet | Product ecosystem design entails complex user experience (UX) that involves interactions among multiple users, products, and the ambience. This paper aims to... |
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SubjectTerms | Algorithms Biological system modeling Cognition Computer simulation Context Design engineering Ecosystems Fuzzy Fuzzy logic Fuzzy reasoning Petri net (FRPN) Inference Mathematical model Mathematical models modeling and simulation Predictive models product ecosystem Production user experience (UX) design |
Title | User Experience Modeling and Simulation for Product Ecosystem Design Based on Fuzzy Reasoning Petri Nets |
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