{"id":"https://openalex.org/W7117583618","doi":"https://doi.org/10.1142/s0129065726500139","title":"Spiking Neural Membrane Systems with Multiplexed Neurons for Enhanced Parallel Computing","display_name":"Spiking Neural Membrane Systems with Multiplexed Neurons for Enhanced Parallel Computing","publication_year":2025,"publication_date":"2025-12-30","ids":{"openalex":"https://openalex.org/W7117583618","doi":"https://doi.org/10.1142/s0129065726500139","pmid":"https://pubmed.ncbi.nlm.nih.gov/41592859"},"language":"en","primary_location":{"id":"doi:10.1142/s0129065726500139","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065726500139","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/A5121547629","display_name":"Liping Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210097214","display_name":"Shandong Management University","ror":"https://ror.org/00vzprm14","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210097214"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liping Wang","raw_affiliation_strings":["College of Information Engineering, Shandong Management University, Jinan, P. R. China"],"raw_orcid":"https://orcid.org/0000-0001-5583-545X","affiliations":[{"raw_affiliation_string":"College of Information Engineering, Shandong Management University, Jinan, P. R. China","institution_ids":["https://openalex.org/I4210097214"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121255750","display_name":"Xiyu Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiyu Liu","raw_affiliation_strings":["College of Business, Shandong Normal University, Jinan, P. R. China"],"raw_orcid":"https://orcid.org/0000-0003-4976-9227","affiliations":[{"raw_affiliation_string":"College of Business, Shandong Normal University, Jinan, P. R. China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041591260","display_name":"Yuzhen Zhao","orcid":"https://orcid.org/0000-0003-4902-1120"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuzhen Zhao","raw_affiliation_strings":["College of Business, Shandong Normal University, Jinan, P. R. China"],"raw_orcid":"https://orcid.org/0000-0003-4902-1120","affiliations":[{"raw_affiliation_string":"College of Business, Shandong Normal University, Jinan, P. R. China","institution_ids":["https://openalex.org/I28006308"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.40772787,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"36","issue":"06","first_page":"2650013","last_page":"2650013"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9764000177383423,"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"}},"topics":[{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9764000177383423,"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/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.00279999990016222,"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/T10423","display_name":"Neurobiology and Insect Physiology Research","score":0.002099999925121665,"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/membrane-computing","display_name":"Membrane computing","score":0.8235999941825867},{"id":"https://openalex.org/keywords/natural-computing","display_name":"Natural computing","score":0.5289999842643738},{"id":"https://openalex.org/keywords/multiplexing","display_name":"Multiplexing","score":0.4977000057697296},{"id":"https://openalex.org/keywords/parallel-processing","display_name":"Parallel processing","score":0.47909998893737793},{"id":"https://openalex.org/keywords/p-system","display_name":"P system","score":0.47450000047683716},{"id":"https://openalex.org/keywords/unconventional-computing","display_name":"Unconventional computing","score":0.46889999508857727},{"id":"https://openalex.org/keywords/turing","display_name":"Turing","score":0.4327999949455261},{"id":"https://openalex.org/keywords/spike","display_name":"Spike (software development)","score":0.43220001459121704},{"id":"https://openalex.org/keywords/turing-machine","display_name":"Turing machine","score":0.4174000024795532},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4009999930858612}],"concepts":[{"id":"https://openalex.org/C96011364","wikidata":"https://www.wikidata.org/wiki/Q6815122","display_name":"Membrane computing","level":2,"score":0.8235999941825867},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8194000124931335},{"id":"https://openalex.org/C192979234","wikidata":"https://www.wikidata.org/wiki/Q176890","display_name":"Natural computing","level":2,"score":0.5289999842643738},{"id":"https://openalex.org/C19275194","wikidata":"https://www.wikidata.org/wiki/Q222903","display_name":"Multiplexing","level":2,"score":0.4977000057697296},{"id":"https://openalex.org/C106515295","wikidata":"https://www.wikidata.org/wiki/Q26806595","display_name":"Parallel processing","level":2,"score":0.47909998893737793},{"id":"https://openalex.org/C70641290","wikidata":"https://www.wikidata.org/wiki/Q176974","display_name":"P system","level":2,"score":0.47450000047683716},{"id":"https://openalex.org/C23375383","wikidata":"https://www.wikidata.org/wiki/Q176499","display_name":"Unconventional computing","level":2,"score":0.46889999508857727},{"id":"https://openalex.org/C9870796","wikidata":"https://www.wikidata.org/wiki/Q490481","display_name":"Turing","level":2,"score":0.4327999949455261},{"id":"https://openalex.org/C2781390188","wikidata":"https://www.wikidata.org/wiki/Q25203449","display_name":"Spike (software development)","level":2,"score":0.43220001459121704},{"id":"https://openalex.org/C29248071","wikidata":"https://www.wikidata.org/wiki/Q163310","display_name":"Turing machine","level":3,"score":0.4174000024795532},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4009999930858612},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.39430001378059387},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.37389999628067017},{"id":"https://openalex.org/C2778562939","wikidata":"https://www.wikidata.org/wiki/Q1298791","display_name":"Synchronization (alternating current)","level":3,"score":0.35260000824928284},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.3449999988079071},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3440000116825104},{"id":"https://openalex.org/C2986949344","wikidata":"https://www.wikidata.org/wiki/Q9404","display_name":"Neural system","level":2,"score":0.3402000069618225},{"id":"https://openalex.org/C2781172179","wikidata":"https://www.wikidata.org/wiki/Q853109","display_name":"Parallelism (grammar)","level":2,"score":0.32679998874664307},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.326200008392334},{"id":"https://openalex.org/C24858836","wikidata":"https://www.wikidata.org/wiki/Q844718","display_name":"Theory of computation","level":2,"score":0.32420000433921814},{"id":"https://openalex.org/C47822265","wikidata":"https://www.wikidata.org/wiki/Q854457","display_name":"Complex system","level":2,"score":0.31679999828338623},{"id":"https://openalex.org/C135796866","wikidata":"https://www.wikidata.org/wiki/Q7315328","display_name":"Reservoir computing","level":4,"score":0.3158999979496002},{"id":"https://openalex.org/C17231256","wikidata":"https://www.wikidata.org/wiki/Q5156540","display_name":"Completeness (order theory)","level":2,"score":0.30640000104904175},{"id":"https://openalex.org/C11731999","wikidata":"https://www.wikidata.org/wiki/Q9067355","display_name":"Spiking neural network","level":3,"score":0.30550000071525574},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2879999876022339},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2858000099658966},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.28040000796318054},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C19754495","wikidata":"https://www.wikidata.org/wiki/Q3435924","display_name":"Computational problem","level":2,"score":0.2678000032901764},{"id":"https://openalex.org/C120373497","wikidata":"https://www.wikidata.org/wiki/Q1087987","display_name":"Parallel algorithm","level":2,"score":0.26260000467300415},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.25290000438690186},{"id":"https://openalex.org/C190475519","wikidata":"https://www.wikidata.org/wiki/Q544384","display_name":"Massively parallel","level":2,"score":0.2522999942302704}],"mesh":[{"descriptor_ui":"D000097786","descriptor_name":"Soft Computing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097786","descriptor_name":"Soft Computing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097786","descriptor_name":"Soft Computing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000097786","descriptor_name":"Soft Computing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098436","descriptor_name":"Parallel Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098436","descriptor_name":"Parallel Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098436","descriptor_name":"Parallel Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000098436","descriptor_name":"Parallel Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","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":"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":"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":"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":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","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},{"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},{"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/s0129065726500139","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0129065726500139","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:41592859","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41592859","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":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.7131523489952087,"display_name":"Decent work and economic growth"}],"awards":[{"id":"https://openalex.org/G3990354494","display_name":null,"funder_award_id":"61806114","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W1636374184","https://openalex.org/W1723129825","https://openalex.org/W1995799881","https://openalex.org/W2024753238","https://openalex.org/W2042013578","https://openalex.org/W2066614183","https://openalex.org/W2067619114","https://openalex.org/W2130459697","https://openalex.org/W2158708642","https://openalex.org/W2284643572","https://openalex.org/W2518345139","https://openalex.org/W2519133364","https://openalex.org/W2615698474","https://openalex.org/W2810774520","https://openalex.org/W2976653314","https://openalex.org/W2984432074","https://openalex.org/W2996272389","https://openalex.org/W3015773616","https://openalex.org/W3033861578","https://openalex.org/W3040903868","https://openalex.org/W3082145189","https://openalex.org/W3094330920","https://openalex.org/W3102133741","https://openalex.org/W3114128912","https://openalex.org/W3135452742","https://openalex.org/W3197551821","https://openalex.org/W4200311493","https://openalex.org/W4213429406","https://openalex.org/W4283075610","https://openalex.org/W4284992227","https://openalex.org/W4292413754","https://openalex.org/W4294770367","https://openalex.org/W4309204057","https://openalex.org/W4319839157","https://openalex.org/W4375859553","https://openalex.org/W4375946345","https://openalex.org/W4383956956","https://openalex.org/W4385781909","https://openalex.org/W4388979858","https://openalex.org/W4391429872","https://openalex.org/W4391819118","https://openalex.org/W4391918137","https://openalex.org/W4392622398","https://openalex.org/W4392852748","https://openalex.org/W4393073158","https://openalex.org/W4393088546","https://openalex.org/W4393088637","https://openalex.org/W4393256950","https://openalex.org/W4393977200","https://openalex.org/W4393995166","https://openalex.org/W4396670096","https://openalex.org/W4396877946","https://openalex.org/W4401815452","https://openalex.org/W4402327876","https://openalex.org/W4404415279","https://openalex.org/W4405014771","https://openalex.org/W4405371582","https://openalex.org/W4406457790","https://openalex.org/W4407302521"],"related_works":[],"abstract_inverted_index":{"Spiking":[0],"neural":[1],"membrane":[2],"systems":[3,18,53,73,90,120],"(SNP":[4],"systems)":[5],"are":[6],"distributed":[7,56],"parallel":[8,47],"computing":[9],"models":[10],"inspired":[11],"by":[12,121],"neuronal":[13],"spike":[14,40],"mechanisms.":[15],"Traditional":[16],"SNP":[17,119],"execute":[19,43],"rules":[20,45],"serially":[21],"within":[22],"each":[23],"neuron,":[24],"limiting":[25],"their":[26],"efficiency.":[27,101],"This":[28,116],"paper":[29],"introduces":[30],"MNSNP":[31,52,72,89],"systems,":[32],"a":[33],"novel":[34],"variant":[35],"where":[36],"neurons":[37,93],"can":[38],"distinguish":[39],"sources":[41],"and":[42,82,133],"multiple":[44],"in":[46,104,129],"at":[48],"one":[49],"time":[50],"step.":[51],"maintain":[54],"global":[55],"parallelism":[57],"while":[58],"integrating":[59],"local":[60],"parallelism,":[61],"significantly":[62],"enhancing":[63],"information":[64],"processing":[65],"capabilities.":[66],"Computational":[67],"completeness":[68],"is":[69],"demonstrated,":[70],"proving":[71],"as":[74],"Turing":[75],"universal":[76,97],"devices":[77],"for":[78,96,127],"number":[79],"generation,":[80],"acceptance,":[81],"function":[83],"computation.":[84],"Compared":[85],"to":[86],"existing":[87],"models,":[88],"require":[91],"fewer":[92],"(only":[94],"60":[95],"computation),":[98],"showcasing":[99],"resource":[100],"An":[102],"application":[103],"smoke":[105],"detection":[106],"achieves":[107],"an":[108],"AUC":[109],"value":[110],"of":[111],"0.9840,":[112],"demonstrating":[113],"practical":[114],"utility.":[115],"work":[117],"advances":[118],"introducing":[122],"multiplexing,":[123],"paving":[124],"the":[125],"way":[126],"applications":[128],"robotics,":[130],"feature":[131],"recognition,":[132],"real-time":[134],"processing.":[135]},"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-12-30T00:00:00"}
