{"id":"https://openalex.org/W4400811434","doi":"https://doi.org/10.1109/aicas59952.2024.10595912","title":"Memory-Centric Computing for Image Classification Using SNN with RRAM","display_name":"Memory-Centric Computing for Image Classification Using SNN with RRAM","publication_year":2024,"publication_date":"2024-04-22","ids":{"openalex":"https://openalex.org/W4400811434","doi":"https://doi.org/10.1109/aicas59952.2024.10595912"},"language":"en","primary_location":{"id":"doi:10.1109/aicas59952.2024.10595912","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/aicas59952.2024.10595912","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS)","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/A5049663040","display_name":"Nada AbuHamra","orcid":"https://orcid.org/0009-0001-8769-6033"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Nada AbuHamra","raw_affiliation_strings":["Khalifa University,Department of Electrical Engineering and Computer Science,Abu Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Electrical Engineering and Computer Science,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013814572","display_name":"Baker Mohammad","orcid":"https://orcid.org/0000-0002-6063-473X"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Baker Mohammad","raw_affiliation_strings":["Khalifa University,Department of Electrical Engineering and Computer Science,Abu Dhabi,UAE"],"affiliations":[{"raw_affiliation_string":"Khalifa University,Department of Electrical Engineering and Computer Science,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5049663040"],"corresponding_institution_ids":["https://openalex.org/I176601375"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08278399,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"105","last_page":"109"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.996399998664856,"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":0.996399998664856,"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/T10320","display_name":"Neural Networks and Applications","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.968999981880188,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/resistive-random-access-memory","display_name":"Resistive random-access memory","score":0.795565664768219},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7274430990219116},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3560626208782196},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.32522642612457275},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.08369532227516174},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06466436386108398},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.0546720027923584}],"concepts":[{"id":"https://openalex.org/C182019814","wikidata":"https://www.wikidata.org/wiki/Q1143830","display_name":"Resistive random-access memory","level":3,"score":0.795565664768219},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7274430990219116},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3560626208782196},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.32522642612457275},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08369532227516174},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06466436386108398},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0546720027923584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/aicas59952.2024.10595912","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/aicas59952.2024.10595912","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 6th International Conference on AI Circuits and Systems (AICAS)","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":11,"referenced_works":["https://openalex.org/W1604973310","https://openalex.org/W1645800954","https://openalex.org/W2094452907","https://openalex.org/W2591675147","https://openalex.org/W2811080765","https://openalex.org/W2910506572","https://openalex.org/W2977732425","https://openalex.org/W3117244046","https://openalex.org/W3201870057","https://openalex.org/W4239471299","https://openalex.org/W4283749998"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2545245183","https://openalex.org/W2054635671","https://openalex.org/W2017425642","https://openalex.org/W2350916061","https://openalex.org/W1970117475","https://openalex.org/W3161624601","https://openalex.org/W2611512961","https://openalex.org/W2078381924"],"abstract_inverted_index":{"Neuromorphic":[0],"computing,":[1],"exemplified":[2],"by":[3,91,105],"spiking":[4],"neural":[5],"networks":[6],"(SNN),":[7],"seeks":[8],"to":[9,70,95,115],"replicate":[10],"human":[11],"brain":[12],"functionality":[13],"through":[14],"event-driven":[15,35],"processes,":[16],"encoding":[17],"information":[18],"via":[19],"spikes,":[20],"and":[21,85,119,138,166],"adopting":[22],"biological":[23],"learning":[24],"principles.":[25],"Its":[26],"comparative":[27],"advantage":[28],"over":[29],"traditional":[30],"computing":[31],"lies":[32],"in":[33,129,134,140,160,169],"the":[34,45,72,78,93,99,102,111,145,150,153],"nature":[36],"of":[37,48,80,98,127,152],"computations,":[38],"promising":[39],"notably":[40],"high":[41],"energy":[42],"efficiency.":[43],"However,":[44],"hardware":[46],"implementation":[47],"SNN":[49,73,155],"poses":[50],"limitations":[51],"for":[52,149],"various":[53],"applications.":[54],"This":[55],"study":[56],"proposes":[57],"an":[58,121],"In-memory":[59],"Computing":[60],"(IMC)":[61],"approach,":[62],"utilizing":[63,144],"a":[64],"Resistive":[65],"RAM-based":[66],"(RRAM)":[67],"crossbar":[68,123,147],"array":[69,148],"expedite":[71],"algorithm.":[74],"The":[75],"investigation":[76],"scrutinizes":[77],"accuracy":[79,103],"three":[81],"network":[82,112],"variants\u2014fp32,":[83],"fp16,":[84],"int8\u2014utilizing":[86],"different":[87],"data":[88],"types.":[89],"Remarkably,":[90],"reducing":[92],"datasize":[94],"one":[96],"fourth":[97],"original":[100],"size,":[101],"increased":[104],"1.17%":[106],"after":[107],"retraining.":[108],"Additionally,":[109],"quantizing":[110],"from":[113],"fp32":[114],"8-bit":[116],"fixed":[117],"point,":[118],"using":[120],"RRAM":[122,146],"array,":[124],"yielded":[125,157],"savings":[126,168],"~1634x":[128],"memory":[130,135],"access":[131,136],"energy,":[132],"~1636x":[133],"latency,":[137],"\u223c132x":[139],"computations":[141],"energy.":[142],"Furthermore,":[143],"acceleration":[151],"quantized":[154],"algorithm":[156],"\u223c10x":[158],"reduction":[159],"average":[161],"power":[162],"consumption":[163],"per":[164],"inference,":[165],"~159x":[167],"required":[170],"area.":[171]},"counts_by_year":[],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}