Weitere Artikel dieser Ausgabe durch Wischen aufrufen
It is tough to build an effective mathematical model to describe the complicated relationships in complex mechanical products, which leads to the module partition of complex mechanical products and the guarantee of accurate results become more difficult. In addition, the module partition method cannot bring about a satisfactory module partition result if the scale of the products is huge and complicated. In this case, complex network theory is used to solve these problems in this paper. Firstly, a weighted complex network is established to systematically express the structure of complex mechanical products. In particular, customer demands are taken into account for module partition by introducing customer involvement. Secondly, the interval-valued intuitionistic fuzzy sets are used to calculate the relationships between parts for reducing the subjectivity of the calculation process. Afterwards, a modified GN algorithm (community detection algorithm) is proposed to achieve the module partition of complex mechanical products. Finally, the module partition of a wind turbine is carried out to verify the effectiveness of the proposed method in this paper. The result of the case study shows that the modified GN algorithm achieves better module partition performance than the classical GN algorithm and fuzzy clustering analysis method, which obtains a satisfactory result for applications.
Bitte loggen Sie sich ein, um Zugang zu diesem Inhalt zu erhalten
Sie möchten Zugang zu diesem Inhalt erhalten? Dann informieren Sie sich jetzt über unsere Produkte:
Agard, B., & Bassetto, S. (2013). Modular design of product families for quality and cost. International Journal of Production Research, 51(6), 1648–1667. CrossRef
Akg, N., Ali, E., Keskin, H., & Byrne, J. C. (2014). Complex adaptive systems theory and firm product innovativeness. Journal of Engineering & Technology Management, 31(1), 21–42.
Albert, R., & Barabási, A. (2002). Statistical mechanics of complex networks. Reviews of Modern Physics, 74(1), xii.
Arenas, A., Danon, L., Díaz-Guilera, A., Gleiser, P. M., & Guimerá, R. (2004). Community analysis in social networks. The European Physical Journal B, 38(2), 373–380. CrossRef
Atanassov, K. T. (1986). Intuitionistic fuzzy sets. Fuzzy Sets & Systems, 20(1), 87–96. CrossRef
Barabasi, A. L., & Albert, R. (1999). Emergence of scaling in random networks. Science, 286(5439), 509. CrossRef
Beek, T. J. V., Erden, M. S., & Tomiyama, T. (2010). Modular design of mechatronic systems with function modeling. Mechatronics, 20(20), 850–863. CrossRef
Beibei, F., & Guoning, Q. (2007). Modeling of product family stricture and module analysis method based on complex network. Chinese Journal of Mechanical Engineering, 43(3), 187–192. CrossRef
Beibei, F., Guoning, Q., & Yangjian, J. (2009). Generation process of product family modularization based on complex network. Transactions of the Chinese Society for Agricultural Machinery, 40(7), 187–191.
Bohu, L., & Xudong, C. (2002). Integrated manufacturing system technology of complex product. Aeronautical Manufacturing Technology, 5, 17–20.
Browning, T. R. (2001). Applying the design structure matrix to system decomposition and integration problems: A review and new directions. IEEE Transactions on Engineering Management, 48(3), 292–306. CrossRef
Chang, T.-R., Wang, C.-S., & Wang, C.-C. (2013). A systematic approach for green design in modular product development. The International Journal of Advanced Manufacturing Technology, 68(9), 2729–2741. CrossRef
Chen, J., & Yuan, B. (2006). Detecting functional modules in the yeast protein–protein interaction network. Bioinformatics, 22(18), 2283–2290. CrossRef
Chen, L., Ding, Z., & Li, S. (2005). A formal two-phase method for decomposition of complex design problems. Journal of Mechanical Design, 127(2), 184–195. CrossRef
Chen, L., Macwan, A., & Li, S. (2007). Model-based rapid redesign using decomposition patterns. Journal of Mechanical Design, 129(3), 283–294. CrossRef
Chen, Q., Wu, T. T., & Fang, M. (2013). Detecting local community structures in complex networks based on local degree central nodes. Physica A Statistical Mechanics & Its Applications, 392(3), 529–537. CrossRef
Chung, W. H., Kremer, G. E. O., & Wysk, R. A. (2014). Life cycle implications of product modular architectures in closed-loop supply chains. The International Journal of Advanced Manufacturing Technology, 70(9), 2013–2028. CrossRef
Dan, B., & Bar-Yam, Y. (2005). The statistical mechanics of complex product development: Empirical and analytical results. Management Science, 53(510005), 1127–1145.
Diagne, S., Coulibaly, A., & Beuvron, F. D. B. D. (2016). Complex product modeling based on a Multi-solution eXtended Conceptual Design Semantic Matrix for behavioral performance assessment. Computers in Industry, 75(C), 101–115. CrossRef
Eckert, C., Clarkson, P. J., & Zanker, W. (2004). Change and customisation in complex engineering domains. Research in Engineering Design, 15(1), 1–21. CrossRef
ElMaraghy, H. A., & Mahmoudi, N. (2009). Concurrent design of product modules structure and global supply chain configurations. International Journal of Computer Integrated Manufacturing, 22(6), 483–493. CrossRef
Ewski, J. (2004). Scaling in weighted networks and complex systems. Physica A Statistical Mechanics & Its Applications, 337(1), 336–356.
Fan, B. (2007). Modeling of product family stricture and module analysis method based on complex network. Journal of Mechanical Engineering, 43(3), 186–187. CrossRef
Fernandes, J., Henriques, E., Silva, A., & Moss, M. A. (2014). A method for imprecision management in complex product development. Research in Engineering Design, 25(4), 309–324. CrossRef
Gao, Q., & Li, M. (2015). Method of identifying overlapping communities based on GN algorithm. Journal of Huazhong University of Science & Technology, 43(09), 13–18.
Geng, X., Chu, X., & Zhang, Z. (2010). A new integrated design concept evaluation approach based on vague sets. Expert Systems with Applications, 37(9), 6629–6638. CrossRef
Girvan, M., & Newman, M. E. J. (2002). Community structure in social and biological networks. Proceedings of the National Academy of Sciences of the United States of America, 99(12), 7821–7826. CrossRef
Gu, P., & Sosale, S. (1999). Product modularization for life cycle engineering. Robotics and Computer-Integrated Manufacturing, 15(5), 387–401. CrossRef
Guo, F., & Gershenson, J. K. (2007). Discovering relationships between modularity and cost. Journal of Intelligent Manufacturing, 18(1), 143–157. CrossRef
Hegge, H. M. H., & Wortmann, J. C. (1991). Generic bill-of-material: A new product model. International Journal of Production Economics, 23(1–3), 117–128. CrossRef
Hong, Y., & Su, J. (2008). Research on Chinese independent innovation of complex product systems. Journal of Public Management, 5(1), 76–83.
Huang, J., Li, Y., Chu, X., & Chu, D. (2015). An integrated top-down design process evaluation approach of complex products and systems based on hierarchical design structure matrix. International Journal of Computer Integrated Manufacturing, 28(10), 1015–1029.
Hui, D. U. (2012). Application of GN algorithm in product module partition. International Journal of Digital Content Technology & Its Applications, 6(14), 236–245. CrossRef
Ji, Y., Jiao, R. J., Chen, L., & Wu, C. (2013). Green modular design for material efficiency: A leader–follower joint optimization model. Journal of Cleaner Production, 41(2), 187–201. CrossRef
Keivanpour, S., & Kadi, D. A. (2016). An integrated approach to analysis and modeling of End of Life phase of the complex products. IFAC-PapersOnLine, 49(12), 1892–1897. CrossRef
Kong, Y., Zhang, M., & Ye, D. (2016). A belief propagation-based method for task allocation in open and dynamic cloud environments. Knowledge-Based Systems, 115, 123–132. CrossRef
Kremer, G. E. O., & Gupta, S. (2013). Analysis of modularity implementation methods from an assembly and variety viewpoints. The International Journal of Advanced Manufacturing Technology, 66(9), 1959–1976. CrossRef
Kreng, V. B., & Lee, T. P. (2004). Modular product design with grouping genetic algorithm—A case study \(\star \). Computers & Industrial Engineering, 46(3), 443–460. CrossRef
Kwapień, J., & Drożdż, S. (2012). Physical approach to complex systems. Physics Reports, 515(3–4), 115–226. CrossRef
Lakshmana, G. N., Muralikrishnan, V., & Sivaraman, G. (2011). Multi-criteria decision-making method based on interval-valued intuitionistic fuzzy sets. Expert Systems with Applications, 38(3), 1464–1467. CrossRef
Li, N., Li, X., Shen, Y., Bi, Z., & Sun, M. (2015). Risk assessment model based on multi-agent systems for complex product design. Information Systems Frontiers, 17(2), 363–385. CrossRef
Li, S., & Mirhosseini, M. (2012). A matrix-based modularization approach for supporting secure collaboration in parametric design. Computers in Industry, 63(6), 619–631. CrossRef
Li, Y., Chu, X., Chu, D., Geng, X., & Wu, X. (2014a). An integrated approach to evaluate module partition schemes of complex products and systems based on interval-valued intuitionistic fuzzy sets. International Journal of Computer Integrated Manufacturing, 27(7), 675–689. CrossRef
Li, Y., Chu, X., Chu, D., & Liu, Q. (2014b). An integrated module partition approach for complex products and systems based on weighted complex networks. International Journal of Production Research, 52(15), 4608–4622. CrossRef
Li, Y., Wang, Z., Zhang, L., Chu, X., & Xue, D. (2016). Function Module Partition for Complex Products and Systems Based on Weighted and Directed Complex Networks. Journal of Mechanical Design, 139(02), 021101-021101-13.
Li, Z., Cheng, Z., Feng, Y., & Yang, J. (2013). An integrated method for flexible platform modular architecture design. Journal of Engineering Design, 24(1), 1–20. CrossRef
Liang, H. (2004). Review of theory, key technologies and its application of modular product design. Chinese Journal of Mechanical Engineering, 40(1), 56. CrossRef
Lin, M. J. J., & Huang, C. H. (2013). The impact of customer participation on NPD performance: The mediating role of inter-organisation relationship. Journal of Business & Industrial Marketing, 28(1), 93–106. CrossRef
Liu, N., Li, G., Wu, L., & Wu, Z. (2015). Research on the variation propagation model for complex mechanical product processing \(\star \). Procedia Cirp, 27, 270–275. CrossRef
Lou, H., Li, S., & Zhao, Y. (2013). Detecting community structure using label propagation with weighted coherent neighborhood propinquity. Cambridge: MIT Press.
Luo, F., Wang, J. Z., & Promislow, E. (2006). Exploring local community structures in large networks. Paper presented at the Ieee/wic/acm International Conference on Web Intelligence.
Na, A. N., Xie, F. D., & Zhang, Y. (2008). New method for text concept clustering based on GN algorithm. Computer Engineering & Applications, 44(14), 142–144.
Newman, M. E., & Girvan, M. (2004). Finding and evaluating community structure in networks. Physical Review E Statistical Nonlinear & Soft Matter Physics, 69(2 Pt 2), 026113–026113. CrossRef
Newman, M. E. J. (2006). The structure and function of complex networks. SIAM Review, 45(2), 167–256. CrossRef
Pandremenos, J., & Chryssolouris, G. (2011). A neural network approach for the development of modular product architectures. International Journal of Computer Integrated Manufacturing, 24(10), 879–887. CrossRef
Prasad, B. (1998). Review of QFD and related deployment techniques. Journal of Manufacturing Systems, 17(3), 221–234. CrossRef
Prasad, G. J. (2003). Product modularity: Definitions and benefits. Journal of Engineering Design, 14(3), 295–313. CrossRef
Sayama, H., Pestov, I., Schmidt, J., Bush, B. J., Wong, C., Yamanoi, J., et al. (2013). Modeling complex systems with adaptive networks. Computers & Mathematics with Applications, 65(10), 1645–1664. CrossRef
Shaik, A. M., Rao, V. V. S. K., & Rao, C. S. (2015). Development of modular manufacturing systems—A review. The International Journal of Advanced Manufacturing Technology, 76(5), 789–802. CrossRef
Shanthi, S. A., & Vadivel, J. (2015). Decision making method based on similarity measure of interval valued intuitionistic fuzzy soft set. Paper presented at the Interdisciplinary National Conference on Soft Computing and its Applications.
Sharma, D., & Surolia, A. (2013). Degree centrality. New York: Springer. CrossRef
Smith, S., & Yen, C. C. (2010). Green product design through product modularization using atomic theory. Robotics and Computer-Integrated Manufacturing, 26(6), 790–798. CrossRef
Soares, M. D. S., & Vrancken, J. (2012). A modular Petri net to modeling and scenario analysis of a network of road traffic signals. Control Engineering Practice, 20(11), 1183–1194. CrossRef
Sommer, U. (1995). An experimental test of the intermediate disturbance hypothesis using cultures of marine phytoplankton. Limnology and Oceanography, 40(7), 1271–1277. CrossRef
Strogatz, S. H. (2001a). Exploring complex networks. Nature, 410(6825), 268. CrossRef
Strogatz, S. H. (2001b). Exploring complex networks. Nature, 410(6825), 268–276. CrossRef
Sun, H., Wang, X., & University, Y. (2016). Application of entropy weight method based on grey cognate analysis in enterprise performance evaluation. Journal of Natural Science of Heilongjiang University, 33(05), 581–586.
Tyler, J. R., Wilkinson, D. M., & Huberman, B. A. (2003). Email as spectroscopy: Automated discovery of community structure within organizations. Netherlands: Springer.
Watts, D. J., & Strogatz, S. H. (1998). Collectivedynamics of ‘small-world’ networks. Paper presented at the Nature.
Wei, D. Q., Luo, X. S., & Zhang, B. (2012). Analysis of cascading failure in complex power networks under the load local preferential redistribution rule. Physica A Statistical Mechanics & Its Applications, 391(8), 2771–2777. CrossRef
Wilkinson, D. M., & Huberman, B. A. (2004). A method for finding communities of related genes. Proceedings of the National Academy of Sciences of the United States of America, 101(Suppl. 1), 5241–5248. CrossRef
Xian chao, W. U., Xiao feng, L. V., & Sun, J. G. (2006). Research on configuration & integration based on generic product structure. Computer Integrated Manufacturing Systems, 12(6), 868-846.
Xiao, Y. L., Liu, X. J., & Liu, J. B. (2005). The method of giving weight for performance indicator based on entropy method. Journal of Daqing Petroleum Institute, 29(1), 107–109.
Yang, S. J. (2005). Exploring complex networks by walking on them. Physical Review E Statistical Nonlinear & Soft Matter Physics, 71(1 Pt 2), 016107. CrossRef
Yang, X. H., Chen, G., Sun, B., Chen, S. Y., & Wang, W. L. (2011). Bus transport network model with ideal n-depth clique network topology. Physica A Statistical Mechanics & Its Applications, 390(23–24), 4660–4672. CrossRef
Ye, J. (2009). Multicriteria fuzzy decision-making method based on a novel accuracy function under interval-valued intuitionistic fuzzy environment. Expert Systems with Applications, 36(3), 6899–6902. CrossRef
Ye, J. (2011). Fuzzy cross entropy of interval-valued intuitionistic fuzzy sets and its optimal decision-making method based on the weights of alternatives. Expert Systems with Applications, 38(5), 6179–6183. CrossRef
Yu, C., & Teng, H. F. (2011). Advances of coupling analysis for product design. Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems Cims, 17(8), 1729–1736.
Yu, S., Yang, Q., Tao, J., Tian, X., & Yin, F. (2011). Product modular design incorporating life cycle issues—Group Genetic Algorithm (GGA) based method. Journal of Cleaner Production, 19(9), 1016–1032. CrossRef
Zhang, H., & Tan, J. (2007). Research on product’s module partition for generalized engineering change. China Mechanical Engineering, 3, 2227–2232.
Zou, Z. H., Yun, Y., & Sun, J. N. (2006). Entropy method for determination of weight of evaluating indicators in fuzzy synthetic evaluation for water quality assessment. Journal of Environmental Sciences, 18(5), 1020–1023. CrossRef
- Module partition of complex mechanical products based on weighted complex networks
- Springer US
Journal of Intelligent Manufacturing
Print ISSN: 0956-5515
Elektronische ISSN: 1572-8145
in-adhesives, MKVS, Neuer Inhalt/© Zühlke, Neuer Inhalt/© momius | stock.adobe.com