{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,30]],"date-time":"2025-12-30T08:48:57Z","timestamp":1767084537075,"version":"3.41.2"},"reference-count":71,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,2,10]],"date-time":"2021-02-10T00:00:00Z","timestamp":1612915200000},"content-version":"vor","delay-in-days":40,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["51465037","51705226"],"award-info":[{"award-number":["51465037","51705226"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Computational Intelligence and Neuroscience"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>Design is a complex, iterative, and innovative process. By traditional methods, it is difficult for designers to have an integral priori design experience to fully explore a wide range of design solutions. Therefore, refined intelligent design has become an important trend in design research. More powerful design thinking is needed in intelligent design process. Combining cognitive dynamics and a cobweb structure, an intelligent design method is proposed to formalize the innovative design process. The excavation of the dynamic mechanism of the product evolution process during product development is necessary to predict next\u2010generation multi\u2010image product forms from a larger design space. First, different design thinking stimulates the information source and is obtained by analyzing the designers\u2019 thinking process when designing and mining the dynamic mechanism behind it. Based on the nonlinear cognitive cobweb process proposed by Francisco and a natural cobweb structure, the product image cognitive cobweb model (PICCM) is constructed. Then, natural cobweb predation behavior is simulated using a stimulus information source to impact the PICCM. This process uses genetic algorithms to obtain numerous offspring forms, and the PICCM\u2019s mechanical properties are the energy loss parameters in the impact information. Furthermore, feasible solutions are selected from intelligent design sketches by the product artificial form evaluation system based on designers\u2019 cognition, and a new product image cognitive cobweb system is reconstructed. Finally, a case study demonstrates the efficiency and feasibility of the proposed approach.<\/jats:p>","DOI":"10.1155\/2021\/6654717","type":"journal-article","created":{"date-parts":[[2021,2,11]],"date-time":"2021-02-11T13:22:51Z","timestamp":1613049771000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Intelligent Design of Product Forms Based on Design Cognitive Dynamics and a Cobweb Structure"],"prefix":"10.1155","volume":"2021","author":[{"given":"Wenjin","family":"Yang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2409-9207","authenticated-orcid":false,"given":"Jian-Ning","family":"Su","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4665-5443","authenticated-orcid":false,"given":"Shutao","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kai","family":"Qiu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xinxin","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2021,2,10]]},"reference":[{"key":"e_1_2_10_1_2","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/8863727"},{"key":"e_1_2_10_2_2","doi-asserted-by":"publisher","DOI":"10.1177\/0954406215611438"},{"key":"e_1_2_10_3_2","doi-asserted-by":"publisher","DOI":"10.1016\/s0010-4485(03)00003-4"},{"key":"e_1_2_10_4_2","doi-asserted-by":"publisher","DOI":"10.3233\/jifs-179143"},{"key":"e_1_2_10_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2012.02.011"},{"key":"e_1_2_10_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ergon.2010.01.009"},{"key":"e_1_2_10_7_2","doi-asserted-by":"publisher","DOI":"10.1016\/s0142-694x(01)00028-x"},{"key":"e_1_2_10_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ergon.2004.10.007"},{"key":"e_1_2_10_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.aei.2015.06.004"},{"volume-title":"Parallel and Iterative Design + Competitive Testing = High Usability","author":"Nielsen J.","key":"e_1_2_10_10_2"},{"key":"e_1_2_10_11_2","doi-asserted-by":"publisher","DOI":"10.1007\/1-4020-2933-0_9"},{"key":"e_1_2_10_12_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.destud.2013.12.001"},{"key":"e_1_2_10_13_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2016.04.131"},{"key":"e_1_2_10_14_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2015.12.118"},{"key":"e_1_2_10_15_2","doi-asserted-by":"publisher","DOI":"10.1080\/09544828.2019.1699036"},{"volume-title":"Managing product Families","year":"1997","author":"Sanderson S. W.","key":"e_1_2_10_16_2"},{"key":"e_1_2_10_17_2","first-page":"526","volume-title":"The Power of Product Platforms: Building Value and Cost Leadership","author":"Deck M.","year":"1997"},{"key":"e_1_2_10_18_2","first-page":"116","article-title":"Mass customization at Hewlett Packard: the power of postponement","volume":"75","author":"Feitzinger E.","year":"1997","journal-title":"Harvard Business Review"},{"key":"e_1_2_10_19_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00163-019-00310-y"},{"key":"e_1_2_10_20_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00163-013-0166-0"},{"key":"e_1_2_10_21_2","first-page":"13","article-title":"Research on product image evolutionary algorithm based on the structure of cobweb","volume":"1","author":"Zhang S.","year":"2018","journal-title":"Modern Manufacturing Engineering"},{"key":"e_1_2_10_22_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10699-008-9143-x"},{"key":"e_1_2_10_23_2","doi-asserted-by":"publisher","DOI":"10.1098\/rsta.2012.0423"},{"key":"e_1_2_10_24_2","first-page":"21","article-title":"Mechanical model of force-elongation behavior of spider silk","volume":"29","author":"Pan Z. J.","year":"2003","journal-title":"Journal of Donghua University Natural Science"},{"key":"e_1_2_10_25_2","doi-asserted-by":"publisher","DOI":"10.1080\/00140137908924589"},{"key":"e_1_2_10_26_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.tsc.2016.05.009"},{"key":"e_1_2_10_27_2","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-84800-239-5_19"},{"key":"e_1_2_10_28_2","doi-asserted-by":"publisher","DOI":"10.1080\/0951192x.2013.855945"},{"key":"e_1_2_10_29_2","doi-asserted-by":"publisher","DOI":"10.1080\/09544820802353297"},{"key":"e_1_2_10_30_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00163-013-0152-6"},{"key":"e_1_2_10_31_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00163-008-0059-9"},{"key":"e_1_2_10_32_2","doi-asserted-by":"publisher","DOI":"10.1177\/1059712313511649"},{"key":"e_1_2_10_33_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10209-013-0335-y"},{"key":"e_1_2_10_34_2","doi-asserted-by":"publisher","DOI":"10.1007\/bf00114845"},{"key":"e_1_2_10_35_2","doi-asserted-by":"publisher","DOI":"10.1111\/j.1756-8765.2011.01143.x"},{"key":"e_1_2_10_36_2","doi-asserted-by":"publisher","DOI":"10.1086\/659221"},{"key":"e_1_2_10_37_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11229-011-9958-9"},{"key":"e_1_2_10_38_2","doi-asserted-by":"publisher","DOI":"10.1017\/s0890060410000053"},{"key":"e_1_2_10_39_2","doi-asserted-by":"publisher","DOI":"10.1177\/2041297510394103"},{"key":"e_1_2_10_40_2","doi-asserted-by":"crossref","unstructured":"IarovyiS. Martinez LastraJ. L. HaberR. andDel ToroR. From artificial cognitive systems and open architectures to cognitive manufacturing systems Proceedings - 2015 IEEE International Conference on Industrial Informatics INDIN 2015 July 2015 Cambridge UK https:\/\/doi.org\/10.1109\/INDIN.2015.7281910 2-s2.0-84949491329.","DOI":"10.1109\/INDIN.2015.7281910"},{"key":"e_1_2_10_41_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.destud.2003.10.010"},{"key":"e_1_2_10_42_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2018.11.006"},{"key":"e_1_2_10_43_2","doi-asserted-by":"publisher","DOI":"10.1002\/col.22374"},{"key":"e_1_2_10_44_2","doi-asserted-by":"publisher","DOI":"10.1016\/s0954-1810(96)00046-5"},{"key":"e_1_2_10_45_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.compind.2015.07.006"},{"key":"e_1_2_10_46_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ergon.2009.11.001"},{"key":"e_1_2_10_47_2","doi-asserted-by":"publisher","DOI":"10.1016\/s0040-1625(99)00105-5"},{"key":"e_1_2_10_48_2","doi-asserted-by":"publisher","DOI":"10.1016\/s0954-1810(97)00022-8"},{"key":"e_1_2_10_49_2","doi-asserted-by":"publisher","DOI":"10.1016\/s0142-694x(97)00015-x"},{"key":"e_1_2_10_50_2","first-page":"3","volume-title":"Adaptive Systems in Designing: New Analogies from Genetics and Developmental Biology","author":"Gero J. S.","year":"1998"},{"key":"e_1_2_10_51_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00366-003-0261-3"},{"key":"e_1_2_10_52_2","doi-asserted-by":"publisher","DOI":"10.1155\/2017\/5187521"},{"key":"e_1_2_10_53_2","doi-asserted-by":"publisher","DOI":"10.1109\/access.2017.2764047"},{"key":"e_1_2_10_54_2","first-page":"2675","article-title":"Evolutionary design of product multi-image styling","volume":"20","author":"Su J. N.","year":"2014","journal-title":"Journal of Computer Integrated Manufacturing Systems"},{"key":"e_1_2_10_55_2","doi-asserted-by":"publisher","DOI":"10.1002\/hfm.20403"},{"key":"e_1_2_10_56_2","doi-asserted-by":"publisher","DOI":"10.1002\/hfm.20628"},{"key":"e_1_2_10_57_2","first-page":"96","article-title":"Mathematical study on the Cobweb model","volume":"26","author":"Yao H. T.","year":"2011","journal-title":"Journal of Beijing Information Science & Technology University"},{"key":"e_1_2_10_58_2","doi-asserted-by":"publisher","DOI":"10.18848\/1447-9508\/cgp\/v08i12\/43080"},{"key":"e_1_2_10_59_2","first-page":"34","article-title":"Study on structure and properties of spider web","volume":"2","author":"Zhang X.","year":"2013","journal-title":"Mathematical Modeling & Its Applications"},{"key":"e_1_2_10_60_2","doi-asserted-by":"publisher","DOI":"10.1007\/s11042-019-7150-2"},{"key":"e_1_2_10_61_2","doi-asserted-by":"publisher","DOI":"10.1002\/col.5080200309"},{"key":"e_1_2_10_62_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cie.2016.04.016"},{"key":"e_1_2_10_63_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2009.05.006"},{"key":"e_1_2_10_64_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2018.12.005"},{"key":"e_1_2_10_65_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2019.06.020"},{"key":"e_1_2_10_66_2","doi-asserted-by":"publisher","DOI":"10.1115\/1.4037649"},{"key":"e_1_2_10_67_2","doi-asserted-by":"publisher","DOI":"10.4028\/www.scientific.net\/amm.538.193"},{"key":"e_1_2_10_68_2","doi-asserted-by":"publisher","DOI":"10.1155\/2019\/6035870"},{"key":"e_1_2_10_69_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cad.2018.12.004"},{"key":"e_1_2_10_70_2","first-page":"257","volume-title":"Color Networks of Traditional Cultural Patterns Inspired Color Design Technology","author":"Liu X. J.","year":"2016"},{"key":"e_1_2_10_71_2","doi-asserted-by":"publisher","DOI":"10.1109\/tii.2020.2971057"}],"container-title":["Computational Intelligence and Neuroscience"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2021\/6654717.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2021\/6654717.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2021\/6654717","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,6]],"date-time":"2024-08-06T10:55:18Z","timestamp":1722941718000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/2021\/6654717"}},"subtitle":[],"editor":[{"given":"Rodolfo E.","family":"Haber","sequence":"additional","affiliation":[],"role":[{"role":"editor","vocabulary":"crossref"}]}],"short-title":[],"issued":{"date-parts":[[2021,1]]},"references-count":71,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["10.1155\/2021\/6654717"],"URL":"https:\/\/doi.org\/10.1155\/2021\/6654717","archive":["Portico"],"relation":{},"ISSN":["1687-5265","1687-5273"],"issn-type":[{"type":"print","value":"1687-5265"},{"type":"electronic","value":"1687-5273"}],"subject":[],"published":{"date-parts":[[2021,1]]},"assertion":[{"value":"2020-11-26","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-01-21","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-02-10","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"6654717"}}