Back to Search
Start Over
Research on Designing an Industrial Product-Service System with Uncertain Customer Demands
- Source :
- Complexity, Vol 2021 (2021)
- Publication Year :
- 2021
- Publisher :
- Hindawi, 2021.
-
Abstract
- The industrial product-service system (iPSS) is a kind of system engineering methodology, integration scheme, and business model to realize service value by adding intangible services in the whole life cycle. However, the design of the system involves many difficulties such as uncertain customer demands, strong subjectivity of the experience design, and long debugging times. Methods for solving upper problems are therefore essential. This paper presents a design model that integrates an improved affinity propagation (AP) clustering algorithm, quality function development (QFD), and axiomatic design (AD). The entire process of designing an iPSS can be split into three steps. First, uncertain customer demands is determined and standardized. Second, the functions of the product-service system are investigated. Finally, the structures of the system are determined. This paper examines the example of the control service of an iPSS for a water heater tank capping press. An improved AP clustering algorithm is used to determine standardized customer demands, the proposed QFD, and an AD integration model to initially establish a mapping between the customer demands domain and the function domain and clarify the design focus. Next, a QFD- and AD-integrated model is constructed to establish a mapping between the function domain and the structure domain and optimize the control scheme through the quality of its risk prediction. Finally the paper verifies that the upper process and methods can guide the design process effectively in production applications.
- Subjects :
- 0209 industrial biotechnology
Multidisciplinary
General Computer Science
Article Subject
Computer science
media_common.quotation_subject
QA75.5-76.95
02 engineering and technology
Product-service system
Industrial engineering
Axiomatic design
Domain (software engineering)
020901 industrial engineering & automation
Electronic computers. Computer science
0202 electrical engineering, electronic engineering, information engineering
Affinity propagation
020201 artificial intelligence & image processing
Quality (business)
Engineering design process
Function (engineering)
Quality function deployment
media_common
Subjects
Details
- Language :
- English
- ISSN :
- 10762787
- Database :
- OpenAIRE
- Journal :
- Complexity
- Accession number :
- edsair.doi.dedup.....e1fd5c3b2e5d5471e62964082a0532c5
- Full Text :
- https://doi.org/10.1155/2021/8897539