{"id":"https://openalex.org/W4315472302","doi":"https://doi.org/10.1109/cdc51059.2022.9993158","title":"NNSynth: Neural Network Guided Abstraction-Based Controller Synthesis for Stochastic Systems","display_name":"NNSynth: Neural Network Guided Abstraction-Based Controller Synthesis for Stochastic Systems","publication_year":2022,"publication_date":"2022-12-06","ids":{"openalex":"https://openalex.org/W4315472302","doi":"https://doi.org/10.1109/cdc51059.2022.9993158"},"language":"en","primary_location":{"id":"doi:10.1109/cdc51059.2022.9993158","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cdc51059.2022.9993158","pdf_url":null,"source":{"id":"https://openalex.org/S4363607710","display_name":"2022 IEEE 61st Conference on Decision and Control (CDC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 61st Conference on Decision and Control (CDC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103171121","display_name":"Xiaowu Sun","orcid":"https://orcid.org/0000-0002-9216-0866"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Xiaowu Sun","raw_affiliation_strings":["University of California,Department of Electrical Engineering and Computer Science,Irvine","Department of Electrical Engineering and Computer Science, University of California, Irvine"],"affiliations":[{"raw_affiliation_string":"University of California,Department of Electrical Engineering and Computer Science,Irvine","institution_ids":["https://openalex.org/I204250578"]},{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of California, Irvine","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019844918","display_name":"Yasser Shoukry","orcid":"https://orcid.org/0000-0002-8224-8477"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yasser Shoukry","raw_affiliation_strings":["University of California,Department of Electrical Engineering and Computer Science,Irvine","Department of Electrical Engineering and Computer Science, University of California, Irvine"],"affiliations":[{"raw_affiliation_string":"University of California,Department of Electrical Engineering and Computer Science,Irvine","institution_ids":["https://openalex.org/I204250578"]},{"raw_affiliation_string":"Department of Electrical Engineering and Computer Science, University of California, Irvine","institution_ids":["https://openalex.org/I204250578"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5103171121"],"corresponding_institution_ids":["https://openalex.org/I204250578"],"apc_list":null,"apc_paid":null,"fwci":0.2912,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.50283019,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"32","issue":null,"first_page":"2905","last_page":"2910"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11206","display_name":"Model Reduction and Neural Networks","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10142","display_name":"Formal Methods in Verification","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/abstraction","display_name":"Abstraction","score":0.8349947929382324},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7836905121803284},{"id":"https://openalex.org/keywords/correctness","display_name":"Correctness","score":0.7704306840896606},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7051836252212524},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.6426219344139099},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.6344718933105469},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.5379998683929443},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.44512954354286194},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4012521803379059},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3388563096523285},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.19269758462905884},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.13974323868751526},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07217374444007874}],"concepts":[{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.8349947929382324},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7836905121803284},{"id":"https://openalex.org/C55439883","wikidata":"https://www.wikidata.org/wiki/Q360812","display_name":"Correctness","level":2,"score":0.7704306840896606},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7051836252212524},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.6426219344139099},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.6344718933105469},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.5379998683929443},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.44512954354286194},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4012521803379059},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3388563096523285},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.19269758462905884},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.13974323868751526},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07217374444007874},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cdc51059.2022.9993158","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/cdc51059.2022.9993158","pdf_url":null,"source":{"id":"https://openalex.org/S4363607710","display_name":"2022 IEEE 61st Conference on Decision and Control (CDC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 61st Conference on Decision and Control (CDC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1512937499","https://openalex.org/W1565544898","https://openalex.org/W2091932875","https://openalex.org/W2337661843","https://openalex.org/W2487779201","https://openalex.org/W2744642111","https://openalex.org/W2936953762","https://openalex.org/W2964177756","https://openalex.org/W3021398845","https://openalex.org/W3034246012","https://openalex.org/W3046763300","https://openalex.org/W3125855560","https://openalex.org/W4211049957","https://openalex.org/W4287660741","https://openalex.org/W4288283627","https://openalex.org/W4315472302","https://openalex.org/W6745952019","https://openalex.org/W6763645266","https://openalex.org/W6769214901","https://openalex.org/W6783117007","https://openalex.org/W6790048623"],"related_works":["https://openalex.org/W2058965144","https://openalex.org/W2164382479","https://openalex.org/W2146343568","https://openalex.org/W98480971","https://openalex.org/W2150291671","https://openalex.org/W2013643406","https://openalex.org/W2027972911","https://openalex.org/W2157978810","https://openalex.org/W2052023694","https://openalex.org/W273478400"],"abstract_inverted_index":{"In":[0],"this":[1,92],"paper,":[2],"we":[3],"introduce":[4],"NNSynth,":[5],"a":[6,48,65,82],"new":[7],"framework":[8],"that":[9,67,91],"uses":[10],"machine":[11],"learning":[12],"techniques":[13],"to":[14,29,81,97,110],"guide":[15,30],"the":[16,31,34,52,69,75,111],"design":[17],"of":[18,36,51],"abstraction-based":[19,55],"controllers":[20],"with":[21],"correctness":[22],"guarantees.":[23],"NNSynth":[24],"utilizes":[25],"neural":[26,40,83,93],"networks":[27,41],"(NNs)":[28],"search":[32],"over":[33],"space":[35],"controllers.":[37],"The":[38],"trained":[39],"are":[42],"\"projected\"":[43],"and":[44],"used":[45],"for":[46,85],"constructing":[47],"\"local\"":[49,62],"abstraction":[50],"system.":[53],"An":[54],"controller":[56,66,78],"is":[57,71,79],"then":[58,74],"synthesized":[59],"from":[60],"such":[61],"abstractions.":[63],"If":[64],"satisfies":[68],"specifications":[70],"not":[72],"found,":[73],"best":[76],"found":[77],"\"lifted\"":[80],"network":[84],"further":[86],"training.":[87],"Our":[88],"experiments":[89],"show":[90],"network-guided":[94],"synthesis":[95],"leads":[96],"more":[98],"than":[99],"50\u00d7":[100],"or":[101],"even":[102],"100\u00d7":[103],"speedup":[104],"in":[105],"high":[106],"dimensional":[107],"systems":[108],"compared":[109],"state-of-the-art.":[112]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}