{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,18]],"date-time":"2026-01-18T21:08:52Z","timestamp":1768770532527,"version":"3.49.0"},"reference-count":24,"publisher":"Wiley","license":[{"start":{"date-parts":[[2013,1,1]],"date-time":"2013-01-01T00:00:00Z","timestamp":1356998400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"funder":[{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"crossref","award":["K5051204001"],"award-info":[{"award-number":["K5051204001"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"crossref","award":["DF0102130401"],"award-info":[{"award-number":["DF0102130401"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Shaanxi Provincial Scientific and Technological Research Projects","award":["K5051204001"],"award-info":[{"award-number":["K5051204001"]}]},{"name":"Shaanxi Provincial Scientific and Technological Research Projects","award":["DF0102130401"],"award-info":[{"award-number":["DF0102130401"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Journal of Applied Mathematics"],"published-print":{"date-parts":[[2013]]},"abstract":"<jats:p>Output prediction is one of the difficult issues in production management. To overcome this difficulty, a dynamic-improved multiple linear regression model based on parameter evaluation using discrete Hopfield neural networks (DHNN) is presented. First, a traditional multiple linear regression model is established; this model takes the factors in production lifecycle (not only one phase of the production) into account, such as manufacturing resources, manufacturing process, and product rejection rate, so it makes the output prediction be more accurate. Then a static-improved model is built using the backstepping method. Finally, we obtain the dynamic-improved model based on parameter evaluation using DHNN. These three models are applied to an aviation manufacturing enterprise based on the actual data, and the results of the output prediction show that the models have practical value.<\/jats:p>","DOI":"10.1155\/2013\/572635","type":"journal-article","created":{"date-parts":[[2013,12,3]],"date-time":"2013-12-03T21:05:56Z","timestamp":1386104756000},"page":"1-10","source":"Crossref","is-referenced-by-count":1,"title":["A Novel Output Prediction Method in Production Management Based on Parameter Evaluation Using DHNN"],"prefix":"10.1155","volume":"2013","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8875-3538","authenticated-orcid":true,"given":"Jiantao","family":"Chang","sequence":"first","affiliation":[{"name":"Key Laboratory of Electronic Equipment Structure Design (Xidian University), Ministry of Education, Xi'an 710071, China"}]},{"given":"Yuanying","family":"Qiu","sequence":"additional","affiliation":[{"name":"Key Laboratory of Electronic Equipment Structure Design (Xidian University), Ministry of Education, Xi'an 710071, China"}]},{"given":"Xianguang","family":"Kong","sequence":"additional","affiliation":[{"name":"Key Laboratory of Electronic Equipment Structure Design (Xidian University), Ministry of Education, Xi'an 710071, China"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2010.482569"},{"key":"2","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2011.09.007"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1080\/00207543.2011.592156"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1007\/s00170-005-0251-2"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1016\/j.mcm.2008.02.004"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1142\/S0217595909002432"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1080\/02331931003657691"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/j.rcim.2012.08.001"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1016\/S0736-5845(02)00033-9"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1007\/s00170-011-3178-9"},{"issue":"8","key":"11","doi-asserted-by":"crossref","first-page":"725","DOI":"10.1057\/jors.1988.127","volume":"39","year":"1988","journal-title":"Journal of the Operational Research Society"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1016\/j.omega.2009.07.001"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.12877nmsc.1040.0244"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1007\/s00170-007-1298-z"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1287\/mnsc.38.8.1201"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1016\/0377-2217(94)90085-X"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1080\/002075497195416"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1016\/S0736-5845(00)00023-5"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1007\/s00170-003-2042-y"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijpe.2005.04.011"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1016\/j.jmateco.2007.04.011"},{"key":"22","series-title":"Springer Series in Operations Research and Financial Engineering","year":"2006"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.08.029"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2009.03.009"}],"container-title":["Journal of Applied Mathematics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2013\/572635.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2013\/572635.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2013\/572635.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,5,11]],"date-time":"2020-05-11T17:17:08Z","timestamp":1589217428000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/jam\/2013\/572635\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013]]},"references-count":24,"alternative-id":["572635","572635"],"URL":"https:\/\/doi.org\/10.1155\/2013\/572635","relation":{},"ISSN":["1110-757X","1687-0042"],"issn-type":[{"value":"1110-757X","type":"print"},{"value":"1687-0042","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013]]}}}