{"title":"Symbolic Learning","authors":"A. Hopgood","doi":"10.1201/9781003226277-5","DOIUrl":"https://doi.org/10.1201/9781003226277-5","url":null,"abstract":"","PeriodicalId":108612,"journal":{"name":"Intelligent Systems for Engineers and Scientists","volume":"121 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131764167","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"AI Programming Languages and Tools","authors":"A. Hopgood","doi":"10.1201/9781003226277-11","DOIUrl":"https://doi.org/10.1201/9781003226277-11","url":null,"abstract":"","PeriodicalId":108612,"journal":{"name":"Intelligent Systems for Engineers and Scientists","volume":"61 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126377128","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Shallow Neural Networks","authors":"A. Hopgood","doi":"10.1201/9781003226277-8","DOIUrl":"https://doi.org/10.1201/9781003226277-8","url":null,"abstract":"","PeriodicalId":108612,"journal":{"name":"Intelligent Systems for Engineers and Scientists","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116207646","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Hybrid Systems","authors":"A. Hopgood","doi":"10.1002/9780470877999.ch5","DOIUrl":"https://doi.org/10.1002/9780470877999.ch5","url":null,"abstract":"algorithm For example consider forward breadth-first search. F=Init repeat F=F ∪ SuccFlow(F) ∪ SuccJump(F) until fixpoint |(F∩ Bad 6= ∅) | tired A standard verification (semi-)algorithm. EJCMI Nancy 2007 – p. 58/67 How to implement it Needed data structure for (over-)approximate representation of subsets of R, and algorithms for efficient computing of • unions, intersections; • inclusion tests; • SuccFlow; • SuccJump. EJCMI Nancy 2007 – p. 59/67 Known implementations • Polyhedra (HyTech exact. Checkmate) • “Griddy polyhedra” (d/dt) • Ellipsoids (Kurzhanski, Bochkarev) • Level sets of functions (Tomlin) • Zonotopes (Girard) f(x)<0 EJCMI Nancy 2007 – p. 60/67 Does it work? Up to 10 dimensions. Sometimes. EJCMI Nancy 2007 – p. 61/67 Using advanced verification techniques • Searching for better data-structures (SOS, *DD) • Abstraction and refinement • Combining model-checking and theorem proving • Acceleration • Bounded model-checking EJCMI Nancy 2007 – p. 62/67 Beyond verification Generic verification algorithms + hybrid data structures allow: • Model-checking • Controller synthesis • Phase portrait generation EJCMI Nancy 2007 – p. 63/67","PeriodicalId":108612,"journal":{"name":"Intelligent Systems for Engineers and Scientists","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124103173","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Systems for Interpretation and Diagnosis","authors":"A. Hopgood","doi":"10.1201/B11287-14","DOIUrl":"https://doi.org/10.1201/B11287-14","url":null,"abstract":"","PeriodicalId":108612,"journal":{"name":"Intelligent Systems for Engineers and Scientists","volume":"335 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115228013","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Rule-Based Systems","authors":"A. Hopgood","doi":"10.1201/B11287-5","DOIUrl":"https://doi.org/10.1201/B11287-5","url":null,"abstract":"","PeriodicalId":108612,"journal":{"name":"Intelligent Systems for Engineers and Scientists","volume":"64 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116912135","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Systems for Control","authors":"A. Hopgood","doi":"10.1201/B11287-17","DOIUrl":"https://doi.org/10.1201/B11287-17","url":null,"abstract":"","PeriodicalId":108612,"journal":{"name":"Intelligent Systems for Engineers and Scientists","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125926668","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Genetic Algorithms for Optimization","authors":"A. Hopgood","doi":"10.1201/B11287-8","DOIUrl":"https://doi.org/10.1201/B11287-8","url":null,"abstract":"","PeriodicalId":108612,"journal":{"name":"Intelligent Systems for Engineers and Scientists","volume":"46 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126962106","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Single-Candidate Optimization Algorithms","authors":"A. Hopgood","doi":"10.1201/B11287-7","DOIUrl":"https://doi.org/10.1201/B11287-7","url":null,"abstract":"","PeriodicalId":108612,"journal":{"name":"Intelligent Systems for Engineers and Scientists","volume":"90 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124612908","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Future of Intelligent Systems","authors":"A. Hopgood","doi":"10.1201/b11287-16","DOIUrl":"https://doi.org/10.1201/b11287-16","url":null,"abstract":"","PeriodicalId":108612,"journal":{"name":"Intelligent Systems for Engineers and Scientists","volume":"106 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116173439","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}