{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T13:50:45Z","timestamp":1761486645840},"reference-count":48,"publisher":"Elsevier BV","issue":"1-2","license":[{"start":{"date-parts":[[1998,5,1]],"date-time":"1998-05-01T00:00:00Z","timestamp":893980800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2013,7,25]],"date-time":"2013-07-25T00:00:00Z","timestamp":1374710400000},"content-version":"vor","delay-in-days":5564,"URL":"https:\/\/www.elsevier.com\/open-access\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Artificial Intelligence"],"published-print":{"date-parts":[[1998,5]]},"DOI":"10.1016\/s0004-3702(98)00012-5","type":"journal-article","created":{"date-parts":[[2002,7,26]],"date-time":"2002-07-26T04:24:09Z","timestamp":1027657449000},"page":"35-62","source":"Crossref","is-referenced-by-count":16,"title":["Using modeling knowledge to guide design space search"],"prefix":"10.1016","volume":"101","author":[{"given":"Andrew","family":"Gelsey","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mark","family":"Schwabacher","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Don","family":"Smith","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"key":"10.1016\/S0004-3702(98)00012-5_bib1","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1080\/03052158708941088","article-title":"Techniques for integrating qualitative reasoning and symbolic computing","volume":"12","author":"Agogino","year":"1987","journal-title":"Engineering Optimization"},{"key":"10.1016\/S0004-3702(98)00012-5_bib2","series-title":"1992 Aerospace Design Conference","article-title":"Concepts for a future aircraft design environment","author":"Bouchard","year":"1992"},{"key":"10.1016\/S0004-3702(98)00012-5_bib3","series-title":"AIAA\/AHS\/ASEE Aircraft Design Systems and Operations Meeting","article-title":"The application of artificial intelligence technology to aeronautical system design","author":"Bouchard","year":"1988"},{"key":"10.1016\/S0004-3702(98)00012-5_bib4","article-title":"Genetic algorithms in the parametric design of aircraft","author":"Bramlette","year":"1991"},{"key":"10.1016\/S0004-3702(98)00012-5_bib5","series-title":"6th Annual Aerospace Applications of Artificial Intelligence","article-title":"Current applications of genetic algorithms to aeronautical system","author":"Bramlette","year":"1990"},{"key":"10.1016\/S0004-3702(98)00012-5_bib6","series-title":"Technical Report 92-30-09","article-title":"Machine learning in engineering: techniques to speed up numerical optimization","author":"Cerbone","year":"1992"},{"issue":"3","key":"10.1016\/S0004-3702(98)00012-5_bib7","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1109\/64.87688","article-title":"Process monitoring and diagnosis","volume":"6","author":"Dvorak","year":"1991","journal-title":"IEEE Expert"},{"key":"10.1016\/S0004-3702(98)00012-5_bib8","series-title":"Proceedings 11th National Conference on Artificial Intelligence (AAAI-93)","first-page":"594","article-title":"Intelligent model selection for hillclimbing search in computeraided design","author":"Ellman","year":"1993"},{"key":"10.1016\/S0004-3702(98)00012-5_bib9","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1016\/0004-3702(91)90109-W","article-title":"Compositional modeling: finding the right model for the job","volume":"51","author":"Falkenhainer","year":"1991","journal-title":"Artificial Intelligence"},{"key":"10.1016\/S0004-3702(98)00012-5_bib10","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1016\/0004-3702(84)90038-9","article-title":"Qualitative process theory","volume":"24","author":"Forbus","year":"1984","journal-title":"Artificial Intelligence"},{"key":"10.1016\/S0004-3702(98)00012-5_bib11","series-title":"Proceedings 8th National Conference on Artificial Intelligence (AAAI-90)","first-page":"380","article-title":"Self-explanatory simulations: an integration of qualitative and quantitative knowledge","author":"Forbus","year":"1990"},{"key":"10.1016\/S0004-3702(98)00012-5_bib12","series-title":"Proceedings 10th National Conference on Artificial Intelligence (AAAI-92)","article-title":"Self-explanatory simulations: Scaling up to large models","author":"Forbus","year":"1992"},{"key":"10.1016\/S0004-3702(98)00012-5_bib13","series-title":"Proceedings 14th International Joint Conference on Artificial Intelligence (IJCAI-95)","first-page":"1798","article-title":"Scaling up self-explanatory simulations: polynomial-time compilation","author":"Forbus","year":"1995"},{"key":"10.1016\/S0004-3702(98)00012-5_bib14","series-title":"Proceedings 9th National Conference on Artificial Intelligence (AAAI-92)","first-page":"880","article-title":"Using intelligently controlled simulation to predict a machine's long-term behavior","author":"Gelsey","year":"1991"},{"issue":"1","key":"10.1016\/S0004-3702(98)00012-5_bib15","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/0004-3702(94)00003-J","article-title":"Automated reasoning about machines","volume":"74","author":"Gelsey","year":"1995","journal-title":"Artificial Intelligence"},{"issue":"5","key":"10.1016\/S0004-3702(98)00012-5_bib16","doi-asserted-by":"crossref","first-page":"387","DOI":"10.1017\/S0890060400002717","article-title":"Intelligent automated quality control for computational simulation","volume":"9","author":"Gelsey","year":"1995","journal-title":"Artif. Intell. for Engineering Design, Analysis and Manufacturing"},{"key":"10.1016\/S0004-3702(98)00012-5_bib17","series-title":"31st Joint Propulsion Conference","article-title":"NPARC simulation and redesign of the NASA P2 hypersonic inlet","author":"Gelsey","year":"1995"},{"issue":"3","key":"10.1016\/S0004-3702(98)00012-5_bib18","doi-asserted-by":"crossref","first-page":"470","DOI":"10.2514\/3.46968","article-title":"Computational environment for exhaust nozzle design","volume":"33","author":"Gelsey","year":"1996","journal-title":"J. Aircraft"},{"key":"10.1016\/S0004-3702(98)00012-5_bib19","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1016\/S0167-9236(96)80009-1","article-title":"A search space toolkit: SST","volume":"18","author":"Gelsey","year":"1996","journal-title":"Decision Support Systems"},{"key":"10.1016\/S0004-3702(98)00012-5_bib20","series-title":"Practical Optimization","author":"Gill","year":"1981"},{"key":"10.1016\/S0004-3702(98)00012-5_bib21","series-title":"Advances in Design Automation","article-title":"Statistical machine learning for the cognitive selection of nonlinear programming algorithms in engineering design optimization","author":"Hoeltzel","year":"1987"},{"key":"10.1016\/S0004-3702(98)00012-5_bib22","series-title":"5th AIAA\/USAF\/NASA\/ISSMO Symposium on Multidisciplinary Analysis and Optimization","article-title":"Multidisciplinary optimization methods for aircraft preliminary design","author":"Kroo","year":"1994"},{"key":"10.1016\/S0004-3702(98)00012-5_bib23","article-title":"User's guide for CFSQP version 2.3: a C code for solving (large scale) constrained nonlinear (minimax) optimization problems, generating iterates satisfying all inequality constraints","author":"Lawrence","year":"1995"},{"key":"10.1016\/S0004-3702(98)00012-5_bib24","article-title":"Aircraft Engine Design","author":"Mattingly","year":"1987"},{"key":"10.1016\/S0004-3702(98)00012-5_bib25","author":"Mor\u00e9","year":"1993"},{"key":"10.1016\/S0004-3702(98)00012-5_bib26","series-title":"Principles of Optimal Design","author":"Papalambros","year":"1988"},{"key":"10.1016\/S0004-3702(98)00012-5_bib27","series-title":"The Mathematics of Nonlinear Programming","author":"Peressini","year":"1988"},{"key":"10.1016\/S0004-3702(98)00012-5_bib28","article-title":"Inter-GEN: a hybrid approach to engineering design optimization","author":"Powell","year":"1990"},{"issue":"3","key":"10.1016\/S0004-3702(98)00012-5_bib29","doi-asserted-by":"crossref","first-page":"295","DOI":"10.1016\/S0954-1810(96)00050-7","article-title":"A genetic algorithm for continuous design space search","volume":"11","author":"Rasheed","year":"1997","journal-title":"Artif. Intell. Engineering"},{"issue":"1","key":"10.1016\/S0004-3702(98)00012-5_bib30","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1016\/0004-3702(91)90079-Y","article-title":"Automatic analysis of one-parameter ordinary differential equations by intelligent numeric simulation","volume":"48","author":"Sacks","year":"1991","journal-title":"Artificial Intelligence"},{"key":"10.1016\/S0004-3702(98)00012-5_bib31","series-title":"Technical Report HPCD-TR-45","article-title":"The use of artificial intelligence to improve the numerical optimization of complex engineering designs","author":"Schwabacher","year":"1996"},{"issue":"2","key":"10.1016\/S0004-3702(98)00012-5_bib32","doi-asserted-by":"crossref","DOI":"10.1017\/S0890060498122084","article-title":"Learning to set up numerical optimizations of engineering designs","volume":"12","author":"Schwabacher","year":"1998","journal-title":"Artif. Intell. for Engineering Design, Analysis, and Manufacturing"},{"key":"10.1016\/S0004-3702(98)00012-5_bib33","series-title":"Artificial Intelligence in Design '96","first-page":"447","article-title":"Learning to choose a reformulation for numerical optimization of engineering designs","author":"Schwabacher","year":"1996"},{"key":"10.1016\/S0004-3702(98)00012-5_bib34","series-title":"6th AIAA\/NASA\/USAF Multidisciplinary Analysis & Optimization Symposium","article-title":"Multi-level simulation and numerical optimization of complex engineering designs","author":"Schwabacher","year":"1996"},{"issue":"3","key":"10.1016\/S0004-3702(98)00012-5_bib35","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1017\/S0890060400003127","article-title":"Intelligent gradient-based search of incompletely defined design spaces","volume":"11","author":"Schwabacher","year":"1997","journal-title":"Artif. Intell. for Engineering Design, Analysis and Manufacturing"},{"issue":"2","key":"10.1016\/S0004-3702(98)00012-5_bib36","article-title":"Multi-level simulation and numerical optimization of complex engineering designs","volume":"35","author":"Schwabacher","year":"1998","journal-title":"J. Aircraft"},{"key":"10.1016\/S0004-3702(98)00012-5_bib37","series-title":"Proceedings 10th IEEE Conference on Artificial Intelligence for Applications","first-page":"56","article-title":"Learning prototype-selection rules for case-based iterative design","author":"Schwabacher","year":"1994"},{"key":"10.1016\/S0004-3702(98)00012-5_bib38","series-title":"AIAA Joint Propulsion Conference","article-title":"Automated redesign of the NASA P8 hypersonic inlet using numerical optimization","author":"Shukla","year":"1996"},{"issue":"2","key":"10.1016\/S0004-3702(98)00012-5_bib39","doi-asserted-by":"crossref","first-page":"228","DOI":"10.2514\/2.2161","article-title":"Automated design optimization for the P2 and P8 hypersonic inlets","volume":"34","author":"Shukla","year":"1997","journal-title":"AIAA J. Aircraft"},{"key":"10.1016\/S0004-3702(98)00012-5_bib40","series-title":"34th AIAA Aerospace Sciences Meeting and Exhibit","article-title":"Multidisciplinary aerospace design optimization: Survey of recent developments","author":"Sobieszczanski-Sobieski","year":"1996"},{"issue":"11","key":"10.1016\/S0004-3702(98)00012-5_bib41","doi-asserted-by":"crossref","first-page":"1775","DOI":"10.2514\/3.9165","article-title":"Structural optimization by multilevel decomposition","volume":"23","author":"Sobieszczanski-Sobieski","year":"1985","journal-title":"AIAA J."},{"key":"10.1016\/S0004-3702(98)00012-5_bib42","series-title":"1992 Aerospace Design Conference","article-title":"Integration of artificial intelligence and numerical optimization techniques tor the design of complex aerospace systems","author":"Tong","year":"1992"},{"key":"10.1016\/S0004-3702(98)00012-5_bib43","series-title":"Numerical Optimization Techniques for Engineering Design: With Applications","author":"Vanderplaats","year":"1984"},{"key":"10.1016\/S0004-3702(98)00012-5_bib44","series-title":"Proceedings 12th National Conference on Artificial Intelligence (AAAI-94)","first-page":"1217","article-title":"Activity analysis: the qualitative analysis of stationary points for optimal reasoning","author":"Williams","year":"1994"},{"issue":"1\u20133","key":"10.1016\/S0004-3702(98)00012-5_bib45","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1016\/0004-3702(91)90111-V","article-title":"Understanding complex dynamics by visual and symbolic reasoning","volume":"51","author":"Yip","year":"1991","journal-title":"Artificial Intelligence"},{"key":"10.1016\/S0004-3702(98)00012-5_bib46","series-title":"6th AIAA\/NASA\/USAF Multidisciplinary Analysis & Optimization Symposium","article-title":"High performance supersonic missile inlet design using automated optimization","author":"Zha","year":"1996"},{"issue":"6","key":"10.1016\/S0004-3702(98)00012-5_bib47","doi-asserted-by":"crossref","first-page":"697","DOI":"10.2514\/2.2241","article-title":"High performance supersonic missile inlet design using automated optimization","volume":"34","author":"Zha","year":"1997","journal-title":"AIAA J. Aircraft"},{"issue":"1\u20132","key":"10.1016\/S0004-3702(98)00012-5_bib48","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1016\/0004-3702(94)90078-7","article-title":"Extracting and representing qualitative behaviors of complex systems in phase space","volume":"69","author":"Zhao","year":"1994","journal-title":"Artificial Intelligence"}],"container-title":["Artificial Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0004370298000125?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0004370298000125?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2019,4,12]],"date-time":"2019-04-12T10:50:23Z","timestamp":1555066223000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0004370298000125"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1998,5]]},"references-count":48,"journal-issue":{"issue":"1-2","published-print":{"date-parts":[[1998,5]]}},"alternative-id":["S0004370298000125"],"URL":"https:\/\/doi.org\/10.1016\/s0004-3702(98)00012-5","relation":{},"ISSN":["0004-3702"],"issn-type":[{"value":"0004-3702","type":"print"}],"subject":[],"published":{"date-parts":[[1998,5]]}}}