{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T19:27:55Z","timestamp":1777490875658,"version":"3.51.4"},"reference-count":11,"publisher":"SAGE Publications","issue":"3","license":[{"start":{"date-parts":[[2008,9,1]],"date-time":"2008-09-01T00:00:00Z","timestamp":1220227200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Concurrent Engineering"],"published-print":{"date-parts":[[2008,9]]},"abstract":"<jats:p>Product development process can be viewed as a set of sub-processes with stronger interrelated dependency relationships. In this article, the quantitative and qualitative dependency measures of serial and parallel product development processes are analyzed. The neural-network-driven fuzzy reasoning mechanism of dependency relationships is developed in the case that there is no sufficient quantitative information or the information is fuzzy and imprecise. In the reasoning mechanism, a three-layer feedforward neural network is used to replace fuzzy evaluation in the fuzzy system. A hybrid learning algorithm that combined unsupervised learning and supervised gradient-descent learning procedures is used to build the fuzzy rules and train membership functions. Results show that the proposed method can improve the reasoning efficiency, reduce the cost and complexity degree of process improvement, and make a fast response to the dynamic development environment.<\/jats:p>","DOI":"10.1177\/1063293x08096176","type":"journal-article","created":{"date-parts":[[2008,9,29]],"date-time":"2008-09-29T11:53:58Z","timestamp":1222689238000},"page":"213-219","source":"Crossref","is-referenced-by-count":3,"title":["Neural-network-driven Fuzzy Reasoning of Dependency Relationships among Product Development Processes"],"prefix":"10.1177","volume":"16","author":[{"given":"Hong-Zhong","family":"Huang","sequence":"first","affiliation":[{"name":"School of Mechatronics Engineering, University of Electronic\rScience and Technology of China, Chengdu, Sichuan, 610054, China,"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ying-Kui","family":"Gu","sequence":"additional","affiliation":[{"name":"School of Mechatronics Engineering, University of Electronic Science and Technology of China, Chengdu, Sichuan, 610054, China, School of Mechanical & Electronical Engineering, Jiangxi University of Science and Technology, Ganzhou, Jiangxi, 341000, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yong-Hua","family":"Li","sequence":"additional","affiliation":[{"name":"School of Mechanical Engineering; Dalian Jiaotong University,\rDalian, Liaoning, 116028, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2008,9,1]]},"reference":[{"issue":"11","key":"atypb1","first-page":"1448","volume":"43","author":"Gu, Y.K.","year":"2003","journal-title":"Journal of Tsinghua University"},{"key":"atypb2","doi-asserted-by":"publisher","DOI":"10.1007\/s001700170162"},{"key":"atypb3","doi-asserted-by":"publisher","DOI":"10.1109\/21.400508"},{"key":"atypb4","doi-asserted-by":"publisher","DOI":"10.1016\/S0166-3615(97)00061-4"},{"key":"atypb5","doi-asserted-by":"publisher","DOI":"10.1016\/S0166-3615(96)00074-7"},{"key":"atypb6","doi-asserted-by":"publisher","DOI":"10.1016\/S0736-5845(00)00017-X"},{"key":"atypb7","volume-title":"Proceedings of International Conference on Fuzzy Logic and Neural Networks","author":"Takagi, H."},{"key":"atypb8","volume-title":"Proceedings of 1992 IEEE International Conference on Fuzzy System","author":"Hayashi, Y."},{"key":"atypb9","doi-asserted-by":"publisher","DOI":"10.1016\/S0895-7177(99)00082-5"},{"key":"atypb10","doi-asserted-by":"publisher","DOI":"10.1109\/17.233185"},{"key":"atypb11","doi-asserted-by":"publisher","DOI":"10.1016\/S0165-0114(83)80081-5"}],"container-title":["Concurrent Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/1063293X08096176","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1177\/1063293X08096176","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T14:48:15Z","timestamp":1777387695000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1177\/1063293X08096176"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008,9]]},"references-count":11,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2008,9]]}},"alternative-id":["10.1177\/1063293X08096176"],"URL":"https:\/\/doi.org\/10.1177\/1063293x08096176","relation":{},"ISSN":["1063-293X","1531-2003"],"issn-type":[{"value":"1063-293X","type":"print"},{"value":"1531-2003","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008,9]]}}}