A knowledge-based automated design system for mechanical products based on a general knowledge framework
•A knowledge-based automated design system for mechanical products was proposed.•A general knowledge framework was built to represent the whole design process.•The explicit and implicit knowledge of product were described quantitatively.•Automation in case adaptation without experts’ participation w...
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| Published in: | Expert systems with applications Vol. 178; p. 114960 |
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| Main Authors: | , , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
New York
Elsevier Ltd
15.09.2021
Elsevier BV |
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| ISSN: | 0957-4174, 1873-6793 |
| Online Access: | Get full text |
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| Abstract | •A knowledge-based automated design system for mechanical products was proposed.•A general knowledge framework was built to represent the whole design process.•The explicit and implicit knowledge of product were described quantitatively.•Automation in case adaptation without experts’ participation was achieved.•Synthetic decision of experts was integrated into the case adaptation process.
In the field of mechanical product design, there have been difficulties in building a general model to represent a design process since the type of mechanical products is diverse and the design process requires different complex domain knowledge. This results in the need for different domain experts to design special system development schemes for different kinds of mechanical products, which greatly increases the cost of the research and development. In addition, there have been difficulties in the automation, intellectualization and acceleration of mechanical product design process, as the process is based on experiential knowledge and relies extensively on the synthetic decision of experts (SDE), which is hard to be integrated into the design process without the participation of experts in person. To cope with these two issues, a knowledge-based automated design (KAD) system for mechanical products was developed in this study. Firstly, a general feature design flow (GFDF) framework was proposed to represent the design knowledge of various mechanical products from initial design stage, including requirement analysis, to the final automated generation of computer-aided design (CAD) model. Based on parametric technology and application programming interface (API) functions, the GFDF framework decomposes the explicit and implicit knowledge of a top-down design process into four rank-correlated features and two feature correlation matrices (FCMs) respectively. Based on the GFDF framework, a requirement analysis method using analysis hierarchy process (AHP) was proposed to transfer qualitative features to quantitative parameters. Secondly, by adopting the support vector regression (SVR) machine, a feature reuse case adaptation (FR-CA) method based on case-based reasoning (CBR) was proposed to achieve the automation and intellectualization of parameter solving integrating the SDE without the actual participation of experts. The FRCA method transforms the SDE into an FCM, which can be identified during the case adaptation process, and maximizes the utilization of solved features in each adaptation process. A comparison experiment between FR-CA and conventional method for case adaptation indicated that the adaptation performance of FR-CA method is better than that of the conventional one. Finally, the KAD system was applied to the design of corn huskers. The result showed that the KAD system could improve the automated, intelligent and rapid design of mechanical products. |
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| AbstractList | In the field of mechanical product design, there have been difficulties in building a general model to represent a design process since the type of mechanical products is diverse and the design process requires different complex domain knowledge. This results in the need for different domain experts to design special system development schemes for different kinds of mechanical products, which greatly increases the cost of the research and development. In addition, there have been difficulties in the automation, intellectualization and acceleration of mechanical product design process, as the process is based on experiential knowledge and relies extensively on the synthetic decision of experts (SDE), which is hard to be integrated into the design process without the participation of experts in person. To cope with these two issues, a knowledge-based automated design (KAD) system for mechanical products was developed in this study. Firstly, a general feature design flow (GFDF) framework was proposed to represent the design knowledge of various mechanical products from initial design stage, including requirement analysis, to the final automated generation of computer-aided design (CAD) model. Based on parametric technology and application programming interface (API) functions, the GFDF framework decomposes the explicit and implicit knowledge of a top-down design process into four rank-correlated features and two feature correlation matrices (FCMs) respectively. Based on the GFDF framework, a requirement analysis method using analysis hierarchy process (AHP) was proposed to transfer qualitative features to quantitative parameters. Secondly, by adopting the support vector regression (SVR) machine, a feature reuse case adaptation (FR-CA) method based on case-based reasoning (CBR) was proposed to achieve the automation and intellectualization of parameter solving integrating the SDE without the actual participation of experts. The FRCA method transforms the SDE into an FCM, which can be identified during the case adaptation process, and maximizes the utilization of solved features in each adaptation process. A comparison experiment between FR-CA and conventional method for case adaptation indicated that the adaptation performance of FR-CA method is better than that of the conventional one. Finally, the KAD system was applied to the design of corn huskers. The result showed that the KAD system could improve the automated, intelligent and rapid design of mechanical products. •A knowledge-based automated design system for mechanical products was proposed.•A general knowledge framework was built to represent the whole design process.•The explicit and implicit knowledge of product were described quantitatively.•Automation in case adaptation without experts’ participation was achieved.•Synthetic decision of experts was integrated into the case adaptation process. In the field of mechanical product design, there have been difficulties in building a general model to represent a design process since the type of mechanical products is diverse and the design process requires different complex domain knowledge. This results in the need for different domain experts to design special system development schemes for different kinds of mechanical products, which greatly increases the cost of the research and development. In addition, there have been difficulties in the automation, intellectualization and acceleration of mechanical product design process, as the process is based on experiential knowledge and relies extensively on the synthetic decision of experts (SDE), which is hard to be integrated into the design process without the participation of experts in person. To cope with these two issues, a knowledge-based automated design (KAD) system for mechanical products was developed in this study. Firstly, a general feature design flow (GFDF) framework was proposed to represent the design knowledge of various mechanical products from initial design stage, including requirement analysis, to the final automated generation of computer-aided design (CAD) model. Based on parametric technology and application programming interface (API) functions, the GFDF framework decomposes the explicit and implicit knowledge of a top-down design process into four rank-correlated features and two feature correlation matrices (FCMs) respectively. Based on the GFDF framework, a requirement analysis method using analysis hierarchy process (AHP) was proposed to transfer qualitative features to quantitative parameters. Secondly, by adopting the support vector regression (SVR) machine, a feature reuse case adaptation (FR-CA) method based on case-based reasoning (CBR) was proposed to achieve the automation and intellectualization of parameter solving integrating the SDE without the actual participation of experts. The FRCA method transforms the SDE into an FCM, which can be identified during the case adaptation process, and maximizes the utilization of solved features in each adaptation process. A comparison experiment between FR-CA and conventional method for case adaptation indicated that the adaptation performance of FR-CA method is better than that of the conventional one. Finally, the KAD system was applied to the design of corn huskers. The result showed that the KAD system could improve the automated, intelligent and rapid design of mechanical products. |
| ArticleNumber | 114960 |
| Author | Mao, Enrong Tai, Jianjian Li, Haitao Du, Yuefeng Long, Xinjiani |
| Author_xml | – sequence: 1 givenname: Xinjiani surname: Long fullname: Long, Xinjiani email: longxinjiani_1@cau.edu.cn organization: College of Engineering, China Agricultural University, No. 17 Tsinghua East Road, Haidian District, Beijing 100083, China – sequence: 2 givenname: Haitao surname: Li fullname: Li, Haitao email: h.li@cau.edu.cn organization: Key Laboratory of Optimal Design of Modern Agricultural Equipment, College of Engineering, China Agricultural University, No. 17 Tsinghua East Road, Haidian District, Beijing 100083, China – sequence: 3 givenname: Yuefeng surname: Du fullname: Du, Yuefeng email: dyf@cau.edu.cn organization: Key Laboratory of Optimal Design of Modern Agricultural Equipment, College of Engineering, China Agricultural University, No. 17 Tsinghua East Road, Haidian District, Beijing 100083, China – sequence: 4 givenname: Enrong surname: Mao fullname: Mao, Enrong email: gxy15@cau.edu.cn organization: Key Laboratory of Optimal Design of Modern Agricultural Equipment, College of Engineering, China Agricultural University, No. 17 Tsinghua East Road, Haidian District, Beijing 100083, China – sequence: 5 givenname: Jianjian surname: Tai fullname: Tai, Jianjian email: jjtai_sdau@163.com organization: College of Engineering, China Agricultural University, No. 17 Tsinghua East Road, Haidian District, Beijing 100083, China |
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| Cites_doi | 10.1016/j.cad.2008.11.001 10.1016/j.arcontrol.2015.03.013 10.1007/s00170-014-5930-4 10.1016/j.engappai.2017.08.011 10.1016/j.ins.2003.11.009 10.1016/j.eswa.2015.07.026 10.1016/j.engappai.2014.09.010 10.1016/j.cad.2010.12.015 10.1007/s00170-017-1075-6 10.1016/j.engappai.2017.06.008 10.1016/j.compind.2010.05.016 10.1016/j.compind.2013.04.001 10.1016/j.aei.2017.04.004 10.1016/j.compind.2014.08.004 10.1016/j.eswa.2013.08.041 10.1016/j.eswa.2010.05.084 10.1016/j.eswa.2008.01.011 10.1016/j.eswa.2010.11.094 10.1108/01445151011061127 10.1016/j.eswa.2005.03.002 10.1016/j.eswa.2007.01.024 10.1016/j.eswa.2011.12.055 10.1080/00207543.2019.1634295 10.1016/S0278-6125(03)80041-9 10.1007/s00170-013-5134-3 10.1016/j.cie.2016.10.001 10.1007/s00170-015-8040-z 10.1016/S0957-4174(01)00030-6 10.1016/j.aei.2012.02.002 10.1016/j.aei.2012.10.005 10.1016/j.compind.2015.06.007 10.2753/CSP1097-1467260462 10.1016/j.knosys.2011.05.005 |
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| Keywords | Case adaptation Mechanical products Intelligent design Experiential knowledge Automated design Feature design flow framework |
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| References | Kim, Roh, Ha (b0060) 2015; 42 Gaoliang, Guangfeng, Xinhua (b0105) 2010; 30 Zhang, Wu, Zhang, Yan, Butt (b0170) 2018; 94 Kowalski, Melerkapcia, Zielinski, Drewka (b0055) 2005; 29 Liu, Xi (b0070) 2011; 38 Qi, Hu, Peng (b0115) 2012; 39 Ming Wong, Gary Wang (b0145) 2003; 22 Li, Xie, Xu (b0075) 2011; 24 Zhang, Wang, Wang (b0165) 2016; 85 Ge, Shao, Li, Wang (b0035) 2017; 32 Qi, Hu, Peng (b0120) 2015; 37 Rao, Savsani, Vakharia (b0135) 2011; 43 Dai, Z. Y., Qu, J. X. (1995). The test for selecting the type and parameters of ear-corn husking roll. Transactions of The Chinese Society of Agricultural Machinery, 1995, 26(002), 58-62. Hsu, Ho (b0040) 2004; 166 Geren, Akçalı, Bayramoğlu (b0030) 2017; 66 Qi, Hu, Peng (b0125) 2016; 75 Wan, Wang, Mo (b0155) 2013; 69 La Rocca (b0080) 2012; 26 Chen, Xie, Zeng, Li (b0005) 2011; 62 Li, Li, Li, Chen (b0090) 2019; 233 Qi, Hu, Peng (b0130) 2017; 64 Ding, Hu, Wang, Liu, Shi, Ni (b0015) 2009; 2009 Hashemi, Shaharoun, Sudin (b0045) 2014; 74 Shao, Chu, Qiu, Gao, Yan (b0140) 2009; 36 Li, Xie (b0085) 2013; 64 Peng, Chen, Wu, Xin, Jiang (b0110) 2011; 38 Giovannini, Aubry, Panetto, El Haouzi, Canciglieri, Pierrel (b0025) 2016; 101 Naranje, Kumar (b0100) 2014; 41 Zhang, Luo, Li, Buis (b0160) 2013; 27 Hu, Qi, Peng (b0050) 2015; 66 Wang, Rong (b0150) 2008; 40 Giovannini, Aubry, Panetto, Haouzi, Pierrel, Dassisti (b0020) 2015; 39 Lin, Hsu (b0065) 2008; 34 Myung, Han (b0095) 2001; 21 Zhang, Qin, Li, Zou, Ding (b0175) 2020; 58 Zhang (10.1016/j.eswa.2021.114960_b0160) 2013; 27 Li (10.1016/j.eswa.2021.114960_b0075) 2011; 24 Qi (10.1016/j.eswa.2021.114960_b0120) 2015; 37 Zhang (10.1016/j.eswa.2021.114960_b0170) 2018; 94 Hashemi (10.1016/j.eswa.2021.114960_b0045) 2014; 74 Kowalski (10.1016/j.eswa.2021.114960_b0055) 2005; 29 Giovannini (10.1016/j.eswa.2021.114960_b0025) 2016; 101 Wan (10.1016/j.eswa.2021.114960_b0155) 2013; 69 Gaoliang (10.1016/j.eswa.2021.114960_b0105) 2010; 30 Giovannini (10.1016/j.eswa.2021.114960_b0020) 2015; 39 Rao (10.1016/j.eswa.2021.114960_b0135) 2011; 43 Hu (10.1016/j.eswa.2021.114960_b0050) 2015; 66 Kim (10.1016/j.eswa.2021.114960_b0060) 2015; 42 Peng (10.1016/j.eswa.2021.114960_b0110) 2011; 38 Li (10.1016/j.eswa.2021.114960_b0085) 2013; 64 Lin (10.1016/j.eswa.2021.114960_b0065) 2008; 34 Myung (10.1016/j.eswa.2021.114960_b0095) 2001; 21 La Rocca (10.1016/j.eswa.2021.114960_b0080) 2012; 26 Li (10.1016/j.eswa.2021.114960_b0090) 2019; 233 Geren (10.1016/j.eswa.2021.114960_b0030) 2017; 66 Ming Wong (10.1016/j.eswa.2021.114960_b0145) 2003; 22 Zhang (10.1016/j.eswa.2021.114960_b0165) 2016; 85 10.1016/j.eswa.2021.114960_b0010 Liu (10.1016/j.eswa.2021.114960_b0070) 2011; 38 Zhang (10.1016/j.eswa.2021.114960_b0175) 2020; 58 Naranje (10.1016/j.eswa.2021.114960_b0100) 2014; 41 Hsu (10.1016/j.eswa.2021.114960_b0040) 2004; 166 Ding (10.1016/j.eswa.2021.114960_b0015) 2009; 2009 Chen (10.1016/j.eswa.2021.114960_b0005) 2011; 62 Qi (10.1016/j.eswa.2021.114960_b0130) 2017; 64 Ge (10.1016/j.eswa.2021.114960_b0035) 2017; 32 Qi (10.1016/j.eswa.2021.114960_b0115) 2012; 39 Qi (10.1016/j.eswa.2021.114960_b0125) 2016; 75 Wang (10.1016/j.eswa.2021.114960_b0150) 2008; 40 Shao (10.1016/j.eswa.2021.114960_b0140) 2009; 36 |
| References_xml | – volume: 66 start-page: 87 year: 2017 end-page: 103 ident: b0030 article-title: Parametric design of automotive ball joint based on variable design methodology using knowledge and feature-based computer assisted 3D modelling publication-title: Engineering Applications of Artificial Intelligence – volume: 32 start-page: 299 year: 2017 end-page: 311 ident: b0035 article-title: A descriptive semantics of modelling process catering for whole product parametric publication-title: Advanced Engineering Informatics – volume: 62 start-page: 9 year: 2011 end-page: 22 ident: b0005 article-title: A new process knowledge representation approach using parameter flow chart publication-title: Computers in Industry – volume: 38 start-page: 6508 year: 2011 end-page: 6516 ident: b0070 article-title: Case-based parametric design system for test turntable publication-title: Expert Systems With Applications – volume: 69 start-page: 2629 year: 2013 end-page: 2649 ident: b0155 article-title: An intelligent fixture design method based on smart modular fixture unit publication-title: The International Journal of Advanced Manufacturing Technology – volume: 66 start-page: 41 year: 2015 end-page: 51 ident: b0050 article-title: New CBR adaptation method combining with problem-solution relational analysis for mechanical design publication-title: Computers in Industry – volume: 24 start-page: 1108 year: 2011 end-page: 1119 ident: b0075 article-title: Recent development of knowledge-based systems, methods and tools for One-of-a-Kind Production publication-title: Knowledge Based Systems – volume: 38 start-page: 26 year: 2011 end-page: 38 ident: b0110 article-title: Applying RBR and CBR to develop a VR based integrated system for machining fixture design publication-title: Expert Systems With Applications – volume: 2009 start-page: 20 year: 2009 end-page: 23 ident: b0015 article-title: Parameters Study on Maize Husker publication-title: Agricultural Equipment & Vehicle Engineering – volume: 39 start-page: 144 year: 2015 end-page: 157 ident: b0020 article-title: Anti-logicist framework for design-knowledge representation publication-title: Annual Reviews in Control – volume: 42 start-page: 8731 year: 2015 end-page: 8744 ident: b0060 article-title: Expert system based on the arrangement evaluation model for the arrangement design of a submarine publication-title: Expert Systems With Applications – volume: 101 start-page: 391 year: 2016 end-page: 402 ident: b0025 article-title: Knowledge representation, retrieval and reuse for product family design: An anti-logicist approach publication-title: Computers & Industrial Engineering – volume: 27 start-page: 13 year: 2013 end-page: 26 ident: b0160 article-title: A semantic representation model for design rationale of products publication-title: Advanced Engineering Informatics – reference: Dai, Z. Y., Qu, J. X. (1995). The test for selecting the type and parameters of ear-corn husking roll. Transactions of The Chinese Society of Agricultural Machinery, 1995, 26(002), 58-62. – volume: 29 start-page: 256 year: 2005 end-page: 263 ident: b0055 article-title: CBR methodology application in an expert system for aided design ship's engine room automation publication-title: Expert Systems With Applications – volume: 166 start-page: 231 year: 2004 end-page: 247 ident: b0040 article-title: A new hybrid case-based architecture for medical diagnosis publication-title: Information Sciences – volume: 64 start-page: 720 year: 2013 end-page: 731 ident: b0085 article-title: Product similarity assessment for conceptual one-of-a-kind product design: A weight distribution approach publication-title: Computers in Industry – volume: 37 start-page: 170 year: 2015 end-page: 180 ident: b0120 article-title: Incorporating adaptability-related knowledge into support vector machine for case-based design adaptation publication-title: Engineering Applications of Artificial Intelligence – volume: 26 start-page: 159 year: 2012 end-page: 179 ident: b0080 article-title: Knowledge based engineering: Between AI and CAD. Review of a language based technology to support engineering design publication-title: Advanced Engineering Informatics – volume: 58 start-page: 3701 year: 2020 end-page: 3723 ident: b0175 article-title: Progressive modelling of feature-centred product family development publication-title: International Journal of Production Research – volume: 21 start-page: 99 year: 2001 end-page: 107 ident: b0095 article-title: Knowledge-based parametric design of mechanical products based on configuration design method publication-title: Expert Systems With Applications – volume: 43 start-page: 303 year: 2011 end-page: 315 ident: b0135 article-title: Teaching-learning-based optimization: A novel method for constrained mechanical design optimization problems publication-title: Computer-aided Design – volume: 34 start-page: 1586 year: 2008 end-page: 1598 ident: b0065 article-title: Automated design system for drawing dies publication-title: Expert Systems With Applications – volume: 22 start-page: 327 year: 2003 end-page: 339 ident: b0145 article-title: Development of an automatic design and optimization system for industrial silencers publication-title: Journal of Manufacturing Systems – volume: 233 start-page: 6673 year: 2019 end-page: 6688 ident: b0090 article-title: An extended case-based reasoning method and corresponding product design process publication-title: Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science – volume: 39 start-page: 6485 year: 2012 end-page: 6502 ident: b0115 article-title: A new adaptation method based on adaptability under k-nearest neighbors for case adaptation in case-based design publication-title: Expert Systems With Applications – volume: 36 start-page: 3223 year: 2009 end-page: 3233 ident: b0140 article-title: An expert system using rough sets theory for aided conceptual design of ship's engine room automation publication-title: Expert Systems With Applications – volume: 74 start-page: 113 year: 2014 end-page: 124 ident: b0045 article-title: A case-based reasoning approach for design of machining fixture publication-title: The International Journal of Advanced Manufacturing Technology – volume: 94 start-page: 4139 year: 2018 end-page: 4157 ident: b0170 article-title: Knowledge component-based intelligent method for fixture design publication-title: The International Journal of Advanced Manufacturing Technology – volume: 30 start-page: 228 year: 2010 end-page: 239 ident: b0105 article-title: Using CBR to develop a VR-based integrated system for machining fixture design publication-title: Assembly Automation – volume: 64 start-page: 352 year: 2017 end-page: 366 ident: b0130 article-title: A modularized case adaptation method of case-based reasoning in parametric machinery design publication-title: Engineering Applications of Artificial Intelligence – volume: 85 start-page: 1807 year: 2016 end-page: 1824 ident: b0165 article-title: Integrating case-based with rule-based reasoning in body-in-white fixture design publication-title: The International Journal of Advanced Manufacturing Technology – volume: 40 start-page: 1121 year: 2008 end-page: 1132 ident: b0150 article-title: Case based reasoning method for computer aided welding fixture design publication-title: Computer-aided Design – volume: 41 start-page: 1419 year: 2014 end-page: 1431 ident: b0100 article-title: A knowledge based system for automated design of deep drawing die for axisymmetric parts publication-title: Expert Systems With Applications – volume: 75 start-page: 58 year: 2016 end-page: 66 ident: b0125 article-title: Hybrid weighted mean for CBR adaptation in mechanical design by exploring effective, correlative and adaptative values publication-title: Computers in Industry – volume: 40 start-page: 1121 issue: 12 year: 2008 ident: 10.1016/j.eswa.2021.114960_b0150 article-title: Case based reasoning method for computer aided welding fixture design publication-title: Computer-aided Design doi: 10.1016/j.cad.2008.11.001 – volume: 39 start-page: 144 issue: 1 year: 2015 ident: 10.1016/j.eswa.2021.114960_b0020 article-title: Anti-logicist framework for design-knowledge representation publication-title: Annual Reviews in Control doi: 10.1016/j.arcontrol.2015.03.013 – volume: 74 start-page: 113 issue: 1-4 year: 2014 ident: 10.1016/j.eswa.2021.114960_b0045 article-title: A case-based reasoning approach for design of machining fixture publication-title: The International Journal of Advanced Manufacturing Technology doi: 10.1007/s00170-014-5930-4 – volume: 66 start-page: 87 year: 2017 ident: 10.1016/j.eswa.2021.114960_b0030 article-title: Parametric design of automotive ball joint based on variable design methodology using knowledge and feature-based computer assisted 3D modelling publication-title: Engineering Applications of Artificial Intelligence doi: 10.1016/j.engappai.2017.08.011 – volume: 166 start-page: 231 issue: 1 year: 2004 ident: 10.1016/j.eswa.2021.114960_b0040 article-title: A new hybrid case-based architecture for medical diagnosis publication-title: Information Sciences doi: 10.1016/j.ins.2003.11.009 – volume: 42 start-page: 8731 issue: 22 year: 2015 ident: 10.1016/j.eswa.2021.114960_b0060 article-title: Expert system based on the arrangement evaluation model for the arrangement design of a submarine publication-title: Expert Systems With Applications doi: 10.1016/j.eswa.2015.07.026 – volume: 37 start-page: 170 year: 2015 ident: 10.1016/j.eswa.2021.114960_b0120 article-title: Incorporating adaptability-related knowledge into support vector machine for case-based design adaptation publication-title: Engineering Applications of Artificial Intelligence doi: 10.1016/j.engappai.2014.09.010 – volume: 43 start-page: 303 issue: 3 year: 2011 ident: 10.1016/j.eswa.2021.114960_b0135 article-title: Teaching-learning-based optimization: A novel method for constrained mechanical design optimization problems publication-title: Computer-aided Design doi: 10.1016/j.cad.2010.12.015 – volume: 94 start-page: 4139 issue: 9-12 year: 2018 ident: 10.1016/j.eswa.2021.114960_b0170 article-title: Knowledge component-based intelligent method for fixture design publication-title: The International Journal of Advanced Manufacturing Technology doi: 10.1007/s00170-017-1075-6 – volume: 64 start-page: 352 year: 2017 ident: 10.1016/j.eswa.2021.114960_b0130 article-title: A modularized case adaptation method of case-based reasoning in parametric machinery design publication-title: Engineering Applications of Artificial Intelligence doi: 10.1016/j.engappai.2017.06.008 – volume: 62 start-page: 9 issue: 1 year: 2011 ident: 10.1016/j.eswa.2021.114960_b0005 article-title: A new process knowledge representation approach using parameter flow chart publication-title: Computers in Industry doi: 10.1016/j.compind.2010.05.016 – volume: 64 start-page: 720 issue: 6 year: 2013 ident: 10.1016/j.eswa.2021.114960_b0085 article-title: Product similarity assessment for conceptual one-of-a-kind product design: A weight distribution approach publication-title: Computers in Industry doi: 10.1016/j.compind.2013.04.001 – volume: 32 start-page: 299 year: 2017 ident: 10.1016/j.eswa.2021.114960_b0035 article-title: A descriptive semantics of modelling process catering for whole product parametric publication-title: Advanced Engineering Informatics doi: 10.1016/j.aei.2017.04.004 – volume: 66 start-page: 41 year: 2015 ident: 10.1016/j.eswa.2021.114960_b0050 article-title: New CBR adaptation method combining with problem-solution relational analysis for mechanical design publication-title: Computers in Industry doi: 10.1016/j.compind.2014.08.004 – volume: 41 start-page: 1419 issue: 4 year: 2014 ident: 10.1016/j.eswa.2021.114960_b0100 article-title: A knowledge based system for automated design of deep drawing die for axisymmetric parts publication-title: Expert Systems With Applications doi: 10.1016/j.eswa.2013.08.041 – volume: 38 start-page: 26 issue: 1 year: 2011 ident: 10.1016/j.eswa.2021.114960_b0110 article-title: Applying RBR and CBR to develop a VR based integrated system for machining fixture design publication-title: Expert Systems With Applications doi: 10.1016/j.eswa.2010.05.084 – volume: 36 start-page: 3223 issue: 2 year: 2009 ident: 10.1016/j.eswa.2021.114960_b0140 article-title: An expert system using rough sets theory for aided conceptual design of ship's engine room automation publication-title: Expert Systems With Applications doi: 10.1016/j.eswa.2008.01.011 – volume: 38 start-page: 6508 issue: 6 year: 2011 ident: 10.1016/j.eswa.2021.114960_b0070 article-title: Case-based parametric design system for test turntable publication-title: Expert Systems With Applications doi: 10.1016/j.eswa.2010.11.094 – volume: 30 start-page: 228 issue: 3 year: 2010 ident: 10.1016/j.eswa.2021.114960_b0105 article-title: Using CBR to develop a VR-based integrated system for machining fixture design publication-title: Assembly Automation doi: 10.1108/01445151011061127 – volume: 29 start-page: 256 issue: 2 year: 2005 ident: 10.1016/j.eswa.2021.114960_b0055 article-title: CBR methodology application in an expert system for aided design ship's engine room automation publication-title: Expert Systems With Applications doi: 10.1016/j.eswa.2005.03.002 – volume: 34 start-page: 1586 issue: 3 year: 2008 ident: 10.1016/j.eswa.2021.114960_b0065 article-title: Automated design system for drawing dies publication-title: Expert Systems With Applications doi: 10.1016/j.eswa.2007.01.024 – volume: 39 start-page: 6485 issue: 7 year: 2012 ident: 10.1016/j.eswa.2021.114960_b0115 article-title: A new adaptation method based on adaptability under k-nearest neighbors for case adaptation in case-based design publication-title: Expert Systems With Applications doi: 10.1016/j.eswa.2011.12.055 – volume: 58 start-page: 3701 issue: 12 year: 2020 ident: 10.1016/j.eswa.2021.114960_b0175 article-title: Progressive modelling of feature-centred product family development publication-title: International Journal of Production Research doi: 10.1080/00207543.2019.1634295 – volume: 22 start-page: 327 issue: 4 year: 2003 ident: 10.1016/j.eswa.2021.114960_b0145 article-title: Development of an automatic design and optimization system for industrial silencers publication-title: Journal of Manufacturing Systems doi: 10.1016/S0278-6125(03)80041-9 – volume: 69 start-page: 2629 issue: 9-12 year: 2013 ident: 10.1016/j.eswa.2021.114960_b0155 article-title: An intelligent fixture design method based on smart modular fixture unit publication-title: The International Journal of Advanced Manufacturing Technology doi: 10.1007/s00170-013-5134-3 – volume: 101 start-page: 391 year: 2016 ident: 10.1016/j.eswa.2021.114960_b0025 article-title: Knowledge representation, retrieval and reuse for product family design: An anti-logicist approach publication-title: Computers & Industrial Engineering doi: 10.1016/j.cie.2016.10.001 – volume: 85 start-page: 1807 issue: 5-8 year: 2016 ident: 10.1016/j.eswa.2021.114960_b0165 article-title: Integrating case-based with rule-based reasoning in body-in-white fixture design publication-title: The International Journal of Advanced Manufacturing Technology doi: 10.1007/s00170-015-8040-z – volume: 21 start-page: 99 issue: 2 year: 2001 ident: 10.1016/j.eswa.2021.114960_b0095 article-title: Knowledge-based parametric design of mechanical products based on configuration design method publication-title: Expert Systems With Applications doi: 10.1016/S0957-4174(01)00030-6 – volume: 233 start-page: 6673 issue: 19-20 year: 2019 ident: 10.1016/j.eswa.2021.114960_b0090 article-title: An extended case-based reasoning method and corresponding product design process publication-title: Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science – volume: 2009 start-page: 20 issue: 005 year: 2009 ident: 10.1016/j.eswa.2021.114960_b0015 article-title: Parameters Study on Maize Husker publication-title: Agricultural Equipment & Vehicle Engineering – volume: 26 start-page: 159 issue: 2 year: 2012 ident: 10.1016/j.eswa.2021.114960_b0080 article-title: Knowledge based engineering: Between AI and CAD. Review of a language based technology to support engineering design publication-title: Advanced Engineering Informatics doi: 10.1016/j.aei.2012.02.002 – volume: 27 start-page: 13 issue: 1 year: 2013 ident: 10.1016/j.eswa.2021.114960_b0160 article-title: A semantic representation model for design rationale of products publication-title: Advanced Engineering Informatics doi: 10.1016/j.aei.2012.10.005 – volume: 75 start-page: 58 year: 2016 ident: 10.1016/j.eswa.2021.114960_b0125 article-title: Hybrid weighted mean for CBR adaptation in mechanical design by exploring effective, correlative and adaptative values publication-title: Computers in Industry doi: 10.1016/j.compind.2015.06.007 – ident: 10.1016/j.eswa.2021.114960_b0010 doi: 10.2753/CSP1097-1467260462 – volume: 24 start-page: 1108 issue: 7 year: 2011 ident: 10.1016/j.eswa.2021.114960_b0075 article-title: Recent development of knowledge-based systems, methods and tools for One-of-a-Kind Production publication-title: Knowledge Based Systems doi: 10.1016/j.knosys.2011.05.005 |
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| SubjectTerms | Adaptation Analytic hierarchy process Application programming interface Automated design Automation CAD Case adaptation Computer aided design Correlation analysis Domains Experiential knowledge Feature design flow framework Intelligent design Knowledge Knowledge based engineering Knowledge based systems Mathematical models Mechanical products Parameters Product design Qualitative analysis R&D Research & development Support vector machines |
| Title | A knowledge-based automated design system for mechanical products based on a general knowledge framework |
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