{"id":"https://openalex.org/W2966435149","doi":"https://doi.org/10.1142/s0129065719500230","title":"Reachability Analysis of Neural Masses and Seizure Control Based on Combination Convolutional Neural Network","display_name":"Reachability Analysis of Neural Masses and Seizure Control Based on Combination Convolutional Neural Network","publication_year":2019,"publication_date":"2019-08-02","ids":{"openalex":"https://openalex.org/W2966435149","doi":"https://doi.org/10.1142/s0129065719500230","mag":"2966435149","pmid":"https://pubmed.ncbi.nlm.nih.gov/31576767"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065719500230","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065719500230","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5101718945","display_name":"Zhen Ma","orcid":"https://orcid.org/0000-0001-8853-7088"},"institutions":[{"id":"https://openalex.org/I151013683","display_name":"Binzhou University","ror":"https://ror.org/05frpfj73","country_code":"CN","type":"education","lineage":["https://openalex.org/I151013683"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhen Ma","raw_affiliation_strings":["Department of Information Engineering, Binzhou University, Binzhou 256600, P. R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Binzhou University, Binzhou 256600, P. R. China","institution_ids":["https://openalex.org/I151013683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5101718945"],"corresponding_institution_ids":["https://openalex.org/I151013683"],"apc_list":null,"apc_paid":null,"fwci":1.6766,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.83536647,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"30","issue":"01","first_page":"1950023","last_page":"1950023"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reachability","display_name":"Reachability","score":0.7536448240280151},{"id":"https://openalex.org/keywords/adjacency-matrix","display_name":"Adjacency matrix","score":0.6245777606964111},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.598182201385498},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5795851349830627},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5501195192337036},{"id":"https://openalex.org/keywords/coupling","display_name":"Coupling (piping)","score":0.46922263503074646},{"id":"https://openalex.org/keywords/neurophysiology","display_name":"Neurophysiology","score":0.45464026927948},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.447706937789917},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.44301745295524597},{"id":"https://openalex.org/keywords/epilepsy","display_name":"Epilepsy","score":0.4200925827026367},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4039798974990845},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3460920453071594},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.27989405393600464},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.17718905210494995},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.15905648469924927},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.13790607452392578},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08938026428222656},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.068136066198349}],"concepts":[{"id":"https://openalex.org/C136643341","wikidata":"https://www.wikidata.org/wiki/Q1361526","display_name":"Reachability","level":2,"score":0.7536448240280151},{"id":"https://openalex.org/C180356752","wikidata":"https://www.wikidata.org/wiki/Q727035","display_name":"Adjacency matrix","level":3,"score":0.6245777606964111},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.598182201385498},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5795851349830627},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5501195192337036},{"id":"https://openalex.org/C131584629","wikidata":"https://www.wikidata.org/wiki/Q4308705","display_name":"Coupling (piping)","level":2,"score":0.46922263503074646},{"id":"https://openalex.org/C152478114","wikidata":"https://www.wikidata.org/wiki/Q660910","display_name":"Neurophysiology","level":2,"score":0.45464026927948},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.447706937789917},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.44301745295524597},{"id":"https://openalex.org/C2778186239","wikidata":"https://www.wikidata.org/wiki/Q41571","display_name":"Epilepsy","level":2,"score":0.4200925827026367},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4039798974990845},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3460920453071594},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.27989405393600464},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.17718905210494995},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.15905648469924927},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.13790607452392578},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08938026428222656},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.068136066198349},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004569","descriptor_name":"Electroencephalography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D004827","descriptor_name":"Epilepsy","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D008959","descriptor_name":"Models, Neurological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009482","descriptor_name":"Neurophysiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D009482","descriptor_name":"Neurophysiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D009482","descriptor_name":"Neurophysiology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012815","descriptor_name":"Signal Processing, Computer-Assisted","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1142/s0129065719500230","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065719500230","pdf_url":null,"source":{"id":"https://openalex.org/S197665576","display_name":"International Journal of Neural Systems","issn_l":"0129-0657","issn":["0129-0657","1793-6462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Neural Systems","raw_type":"journal-article"},{"id":"pmid:31576767","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31576767","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International journal of neural systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1844070593","display_name":null,"funder_award_id":"ZR2014FL005","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G2982325512","display_name":null,"funder_award_id":"18YJCZH129","funder_id":"https://openalex.org/F4320321106","funder_display_name":"Ministry of Education of the People's Republic of China"}],"funders":[{"id":"https://openalex.org/F4320321106","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W1556669719","https://openalex.org/W1636374184","https://openalex.org/W1966177970","https://openalex.org/W1968717940","https://openalex.org/W1971452505","https://openalex.org/W1976922028","https://openalex.org/W1980027718","https://openalex.org/W1993513317","https://openalex.org/W2003060166","https://openalex.org/W2004718447","https://openalex.org/W2004731943","https://openalex.org/W2004816127","https://openalex.org/W2007495909","https://openalex.org/W2007913356","https://openalex.org/W2013899329","https://openalex.org/W2015701831","https://openalex.org/W2019697492","https://openalex.org/W2024461202","https://openalex.org/W2036581174","https://openalex.org/W2040572095","https://openalex.org/W2045087707","https://openalex.org/W2045218402","https://openalex.org/W2046394766","https://openalex.org/W2047749266","https://openalex.org/W2053074771","https://openalex.org/W2063962699","https://openalex.org/W2064837125","https://openalex.org/W2070765152","https://openalex.org/W2071756182","https://openalex.org/W2085254417","https://openalex.org/W2089021189","https://openalex.org/W2096066429","https://openalex.org/W2096935768","https://openalex.org/W2113894235","https://openalex.org/W2116888785","https://openalex.org/W2117228279","https://openalex.org/W2118507236","https://openalex.org/W2119234283","https://openalex.org/W2137614707","https://openalex.org/W2142875089","https://openalex.org/W2147782383","https://openalex.org/W2168717107","https://openalex.org/W2168893862","https://openalex.org/W2178425884","https://openalex.org/W2316381910","https://openalex.org/W2316585030","https://openalex.org/W2326159140","https://openalex.org/W2345463153","https://openalex.org/W2413582275","https://openalex.org/W2485095717","https://openalex.org/W2570641660","https://openalex.org/W2759483166","https://openalex.org/W2790040984","https://openalex.org/W2894895904"],"related_works":["https://openalex.org/W2127267268","https://openalex.org/W2156446763","https://openalex.org/W2136512912","https://openalex.org/W2067910792","https://openalex.org/W2150194458","https://openalex.org/W2143461633","https://openalex.org/W2889071233","https://openalex.org/W4321471459","https://openalex.org/W4221156924","https://openalex.org/W2380814829"],"abstract_inverted_index":{"Epileptic":[0],"seizures":[1],"arise":[2],"from":[3],"synchronous":[4],"firing":[5],"of":[6,34,54,66,69,126,142],"multiple":[7],"spatially":[8],"separated":[9],"neural":[10,70,86,93],"masses;":[11],"therefore,":[12],"many":[13],"synchrony":[14,24],"measures":[15,25],"are":[16],"used":[17,105],"for":[18,49],"seizure":[19,50,76,162],"detection":[20],"and":[21,56,102,115,144],"characterization.":[22],"However,":[23],"reflect":[26],"only":[27],"the":[28,39,63,108,112,123,134,148,152],"overall":[29],"interaction":[30],"strength":[31],"among":[32,42],"populations":[33],"neurons":[35],"but":[36],"cannot":[37],"reveal":[38],"coupling":[40,64,81,146],"strengths":[41,65,82,156],"individual":[43],"populations,":[44],"which":[45,97],"is":[46],"more":[47],"important":[48],"control.":[51,163],"The":[52,90],"concepts":[53],"reachability":[55,116],"reachable":[57,154],"cluster":[58,155],"were":[59,129],"proposed":[60,109,149],"to":[61,106],"denote":[62],"a":[67,75],"set":[68],"masses.":[71],"Here,":[72],"we":[73],"describe":[74],"control":[77],"method":[78],"based":[79,92],"on":[80],"using":[83,133],"combination":[84],"convolutional":[85],"network":[87],"(CCNN)":[88],"modeling.":[89],"neurophysiologically":[91],"mass":[94],"model":[95],"(NMM),":[96],"can":[98],"bridge":[99],"signal":[100],"processing":[101],"neurophysiology,":[103],"was":[104],"simulate":[107],"controller.":[110],"Although":[111],"adjacency":[113,127],"matrix":[114,117],"could":[118],"not":[119],"be":[120],"identified":[121],"perfectly,":[122],"vast":[124],"majority":[125],"values":[128],"identified,":[130],"reaching":[131],"95.64%":[132],"CCNN":[135],"with":[136],"an":[137],"optimal":[138],"threshold.":[139],"For":[140],"cases":[141],"discrete":[143],"continuous":[145],"strengths,":[147],"controller":[150],"maintained":[151],"average":[153],"at":[157],"about":[158],"0.1,":[159],"indicating":[160],"effective":[161]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":9}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
