journal article·2020-01-05Open access

A Time Correlation Based Clustering Method for a Design of a Transformable Product

Jinpu Zhang, Guozhong Cao, Qingjin Peng, Runhua Tan, Huangao Zhang, Wei Liu

Applied Sciences· Volume 10· Issue 1

Abstract

A single-function product cannot meet various needs of different users when the product user or use environment changes. A transformable product with multiple functions can meet different needs of users. It is critical to determine product functions that a transformable product should have in the product design. However, it is a challenge to decide required functional components of a transformable product in the design process. A clustering method is proposed in this paper using undirected graphs for segmentations of needs in the time dimension. A need-based function model is built to form product function chains based on cost of the function transition distance between different function chains. Undirected graphs of the function chains are constructed according to the similarity of product functions. The interrelated subgraphs are then used to form multiple functions of a transformable product based on segmentations. A wheelchair is developed as an example to verify the proposed method. The method improves the design process of transformable products accurately and effectively.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Product Development and Customization · Design Education and Practice · Quality Function Deployment in Product Design

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

School of Mechanical Engineering, Hebei University of Technology, Tianjin 300401, China

National Engineering Research Center for Technological Innovation Method and Tool, Tianjin 300401, China

Department of Mechanical Engineering, University of Manitoba, Winnipeg, MB R3T5V6, Canada

References (66)

Show source-provided references
1. Reconfigurable manufacturing systems10.1016/S0007-8506(07)63232-6 ↗
2. ElMaraghy, H.A. (2008). Changeable and Reconfigurable Manufacturing Systems, Springer.10.1007/978-1-84882-067-8 ↗
3. Musharavati, F. (2011, January 22–24). A method for optimizing the reconfiguration design task in manufacturing systems. Proceedings of the 2011 International Conference on Industrial Engineering and Operations Management, Kuala Lumpur, Malaysia.
4. Design, refinement, implementation and prototype testing of a reconfigurable lathe-mill10.1016/j.jmsy.2013.01.003 ↗
5. A new class of reconfigurable parallel kinematic machines10.1016/j.mechmachtheory.2014.04.011 ↗
6. Design principles of reconfigurable machines10.1007/s00170-006-0615-2 ↗
7. Development of reconfigurable machines10.1007/s00170-007-1288-1 ↗
9. Adaptable design: Concepts, methods, and applications10.1243/09544054JEM1387 ↗
10. Product modularity: Definitions and benefits10.1080/0954482031000091068 ↗
11. Product modularity: Measures and design methods10.1080/0954482032000101731 ↗
12. New modularity indices for modularity assessment and clustering of product architecture10.1080/09544828.2016.1252835 ↗
13. Designing modular product architecture for optimal overall product modularity10.1080/09544828.2017.1307949 ↗
14. Simpson, T.W., Siddique, Z., and Jiao, J. (2006). Product Platform and Product Family Design, Methods and Applications, Springer.10.1007/0-387-29197-0 ↗
15. Product family design and platform-based product development: A state of-the-art review10.1007/s10845-007-0003-2 ↗
16. Flexibility: A multi-disciplinary literature review and a research agenda for designing flexible engineering systems10.1080/09544820701870813 ↗
17. An empirical foundation for product flexibility10.1016/j.destud.2004.09.007 ↗
18. (2019, December 05). BELL-BOEING V-22. Available online: https://www.skybrary.aero/index.php/V22.
19. (2019, December 05). Aquada. Available online: https://www.gibbsamphibians.com/platform/aquada/.
20. Transformable structures: Design features and preliminary investigation10.1061/(ASCE)1076-0431(2001)7:1(13) ↗
21. Transformation principles in the architectural design of a contemporary house
22. (2019, December 05). HOLMSUND. Available online: https://www.ikea.cn/cn/en/catalog/products/S09228206/.
23. Transformation design theory: A meta-analogical framework10.1115/1.3470028 ↗
24. Innovations in design through transformation: A fundamental study of transformation principles10.1115/1.3125205 ↗
25. Product design in a concurrent engineering environment: An optimization approach10.1080/00207549208948123 ↗
26. Weaver, J. (2008). Transformer Design: Empirical Studies of Transformation Principles, Facilitators, and Functions. [Master’s Thesis, University of Texas at Austin].
27. Singh, V., Walther, B., Krager, J., Putnam, N., Koraishy, B., Wood, K.L., and Jensen, D. (2007, January 4–7). Design for Transformation: Theory, Method and Application. Proceedings of the ASME International Design Engineering Technical Conference & Computers and Information in Engineering Conference, Las Vegas, NV, USA.
28. Weaver, J., Wood, K.L., and Jensen, D. (2008, January 3–6). Transformation Facilitators: A Quantitative Analysis of Reconfigurable Products and Their Characteristics. Proceedings of the International Design Engineering Technical Conferences, Brooklyn, NY, USA.10.1115/DETC2008-49891 ↗
29. Singh, V. (2007). Design for Transformation: Design Principles and Approach with Concept Generation Tools and Techniques. [Master’s Thesis, University of Texas at Austin].
30. Camburn, B.A., Guillemette, J., Crawford, R.H., Jensen, D.J., Wood, J.J., and Wood, K.L. (2010, January 15–18). When to transform? Development of indicators for design context evaluation. Proceedings of the International Design Engineering Technical Conferences and Computers and Information in Engineering Conference (ASME 2010), Montreal, QC, Canada.10.1115/DETC2010-28951 ↗
31. Camburn, B., Wood, K., Crawford, R., Robbens, J., Jensen, D., and Patel, A. (2012, January 12–15). Advances in transformational design: Correlating context evaluation to quality feasibility and novelty. Proceedings of the International Design Engineering Technical Conferences and Computers and Information in Engineering Conference (ASME 2012), Chicago, IL, USA.10.1115/DETC2012-71416 ↗
32. Son, J. (2012). Mechanical Transformation to Support Design for Environmentally Significant Behaviour. [Master’s Thesis, University of Toronto].
33. The mechanical transformation and environmentally conscious behavior
34. HaeBin, L. (2016). Difficulties in Transformable Design and Its Implications. [Master’s Thesis, UNIST].
35. Li, S. (2009). Introduction to Interaction Design, Tsinghua University Press. [1st ed.].
36. Liu, X. (2007). Research on Key Technologies of Situated Design for Innovative Process. [Ph.D. Thesis, Hebei University of Technology].
37. Customer-driven innovation10.1080/08956308.2008.11657503 ↗
38. A framework for decision-based engineering design10.1115/1.2829328 ↗
39. Requirement management for product-service systems: Status review and future trends10.1016/j.compind.2016.11.005 ↗
40. A novel data-driven graph-based requirement elicitation framework in the smart product-service system context10.1016/j.aei.2019.100983 ↗
41. Lowdermilk, T., and Rich, J. (2017). The Customer-Driven Playbook: Converting Customer Feedback into Successful Products, O’Reilly Media, Inc.
42. Extension theory and its application10.1007/BF02886090 ↗
43. Terninko, J. (1997). Step-by-Step QFD: Customer-Driven Product Design, Routledge. [2nd ed.].
44. A weighted interval rough number based method to determine relative importance ratings of customer requirements in QFD product planning10.1007/s10845-016-1224-z ↗
45. Suh, N.P. (2001). Axiomatic Design, Advances and Applications, Oxford university press.
46. Design as integration of axiomatic design and design structure matrix10.1016/j.rcim.2008.04.005 ↗
47. An axiomatic design of a multiagent reconfigurable mechatronic system architecture10.1109/TII.2015.2470528 ↗
48. Scenario-based design: New applications in metamorphic architecture10.1016/j.foar.2018.07.003 ↗
49. Carroll, J.M. (1999, January 5–8). Five reasons for scenario-based design. Proceedings of the 32nd Hawaii International Conference on System Sciences, Maui, HI, USA.
50. Suh, N.P. (1990). The Principles of Design, Oxford University Press on Demand.
51. Otto, K., and Wood, K. (2001). Product Design: Techniques in Reverse Engineering and New Product Development, Prentice-Hall.
52. Pahl, G., and Beitz, W. (2007). Engineering Design: A Systematic Approach, Springer. [2nd ed.].10.1007/978-1-84628-319-2 ↗
53. A heuristic method for identifying modules for product architectures10.1016/S0142-694X(99)00003-4 ↗
54. Ulrich, K.T. (2004). Product Design and Development, Tata McGraw-Hill Education. [2nd ed.].
55. A proposed radicality evaluation method for design ideas at conceptual design stage10.1016/j.cie.2019.04.027 ↗
56. Bollobás, B. (1998). Modern Graph Theory, Springer.10.1007/978-1-4612-0619-4 ↗
57. A survey of graph edit distance10.1007/s10044-008-0141-y ↗
58. Automatic learning of cost functions for graph edit distance10.1016/j.ins.2006.02.013 ↗
59. Matching UML class models using graph edit distance10.1016/j.eswa.2019.04.008 ↗
60. Learning edit cost estimation models for graph edit distance10.1016/j.patrec.2019.05.001 ↗
61. A knowledge-intensive approach to process similarity calculation10.1016/j.eswa.2015.01.027 ↗
62. Zhang, S., Zheng, X., and Hu, C. (November, January 29). A survey of semantic similarity and its application to social network analysis. Proceedings of the 2015 IEEE International Conference on Big Data, Santa Clara, CA, USA.10.1109/BigData.2015.7364028 ↗
63. Words Similarity Algorithm Based on Word Tree in Semantic Web Adaptive Learning System
64. (2019, December 05). Semantic Similarity Computing and Programming Based on Synonym Forest. Available online: http://download.csdn.net/download/huandaohack/4557989.
65. Zhang, H. (2017). Innovative Design-Systematic Innovation Based on TRIZ, Machinery Industry Press.
66. (2019, December 05). Wheelchair. Available online: http://wikipedia.moesalih.com/Wheelchair.