{"id":"https://openalex.org/W7126040803","doi":"https://doi.org/10.1109/comcomap68359.2025.11353203","title":"AI-Enhanced Anomaly Detection Utilizing 8T-SRAM In-Memory Computing for Intelligent IoT Edge Systems","display_name":"AI-Enhanced Anomaly Detection Utilizing 8T-SRAM In-Memory Computing for Intelligent IoT Edge Systems","publication_year":2025,"publication_date":"2025-12-14","ids":{"openalex":"https://openalex.org/W7126040803","doi":"https://doi.org/10.1109/comcomap68359.2025.11353203"},"language":null,"primary_location":{"id":"doi:10.1109/comcomap68359.2025.11353203","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comcomap68359.2025.11353203","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Computing, Communications and IoT Applications (ComComAp)","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/A5124160277","display_name":"Sreeja S Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I2799752099","display_name":"Synergy University Dubai","ror":"https://ror.org/034ee3t09","country_code":"AE","type":"education","lineage":["https://openalex.org/I2799752099","https://openalex.org/I4210115303"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Sreeja S Kumar","raw_affiliation_strings":["BITS Pilani Dubai Campus,Dept.of Electrical & Electronics Eng,Dubai,UAE"],"affiliations":[{"raw_affiliation_string":"BITS Pilani Dubai Campus,Dept.of Electrical & Electronics Eng,Dubai,UAE","institution_ids":["https://openalex.org/I2799752099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034027820","display_name":"Bisni Fahad Mon","orcid":null},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Bisni Fahad Mon","raw_affiliation_strings":["UAE University,Dept. of Computer & Network Eng,Al Ain,UAE"],"affiliations":[{"raw_affiliation_string":"UAE University,Dept. of Computer & Network Eng,Al Ain,UAE","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008521587","display_name":"Mohammad Hayajneh","orcid":"https://orcid.org/0000-0002-6159-7512"},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Mohammad Hayajneh","raw_affiliation_strings":["UAE University,Dept. of Computer & Network Eng,Al Ain,UAE"],"affiliations":[{"raw_affiliation_string":"UAE University,Dept. of Computer & Network Eng,Al Ain,UAE","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124295515","display_name":"Najah Abu Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I201726411","display_name":"United Arab Emirates University","ror":"https://ror.org/01km6p862","country_code":"AE","type":"education","lineage":["https://openalex.org/I201726411"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Najah Abu Ali","raw_affiliation_strings":["UAE University,Dept. of Computer & Network Eng,Al Ain,UAE"],"affiliations":[{"raw_affiliation_string":"UAE University,Dept. of Computer & Network Eng,Al Ain,UAE","institution_ids":["https://openalex.org/I201726411"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022594227","display_name":"Jagadish Nayak","orcid":"https://orcid.org/0000-0003-0362-0507"},"institutions":[{"id":"https://openalex.org/I2799752099","display_name":"Synergy University Dubai","ror":"https://ror.org/034ee3t09","country_code":"AE","type":"education","lineage":["https://openalex.org/I2799752099","https://openalex.org/I4210115303"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Jagadish Nayak","raw_affiliation_strings":["BITS Pilani Dubai Campus,Dept.of Electrical & Electronics Eng,Dubai,UAE"],"affiliations":[{"raw_affiliation_string":"BITS Pilani Dubai Campus,Dept.of Electrical & Electronics Eng,Dubai,UAE","institution_ids":["https://openalex.org/I2799752099"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5124160277"],"corresponding_institution_ids":["https://openalex.org/I2799752099"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.77936747,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"71","last_page":"76"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.16259999573230743,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.16259999573230743,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.10199999809265137,"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/T10772","display_name":"Distributed systems and fault tolerance","score":0.09059999883174896,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/software-deployment","display_name":"Software deployment","score":0.6632000207901001},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.656499981880188},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5676000118255615},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5360999703407288},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.4950999915599823},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.49149999022483826},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.45730000734329224},{"id":"https://openalex.org/keywords/matlab","display_name":"MATLAB","score":0.43299999833106995}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7526999711990356},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6632000207901001},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.656499981880188},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5676000118255615},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5360999703407288},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.4950999915599823},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.49149999022483826},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.45730000734329224},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4397999942302704},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.43299999833106995},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.41100001335144043},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.39570000767707825},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.3847000002861023},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.36469998955726624},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.35670000314712524},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3506999909877777},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3264999985694885},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.32429999113082886},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.31459999084472656},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3068000078201294},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.296999990940094},{"id":"https://openalex.org/C176563091","wikidata":"https://www.wikidata.org/wiki/Q669238","display_name":"Intelligent sensor","level":3,"score":0.26829999685287476},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.2554999887943268}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/comcomap68359.2025.11353203","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comcomap68359.2025.11353203","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 Computing, Communications and IoT Applications (ComComAp)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8823251128196716,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1757605559","https://openalex.org/W2285236746","https://openalex.org/W2415007423","https://openalex.org/W2775637085","https://openalex.org/W2966878541","https://openalex.org/W3000301330","https://openalex.org/W3121712272","https://openalex.org/W3139521791","https://openalex.org/W3159077147","https://openalex.org/W3185896771","https://openalex.org/W3214143889","https://openalex.org/W4291002321","https://openalex.org/W4385200372","https://openalex.org/W4392716258","https://openalex.org/W4403510185","https://openalex.org/W4404694195","https://openalex.org/W4408562906","https://openalex.org/W4412094116","https://openalex.org/W4413344726"],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,26,58,99,121],"increasing":[2],"demand":[3],"for":[4,46,67],"real-time,":[5],"computational":[6],"processing":[7],"in":[8,49,142],"edge":[9,52],"Internet":[10],"of":[11,31,40,62,101],"Things":[12],"(IoT)":[13],"systems,":[14],"in-memory":[15],"computing":[16],"(IMC)":[17],"has":[18],"emerged":[19],"as":[20],"a":[21],"novel":[22],"paradigm":[23],"to":[24,114,138],"address":[25],"energy":[27,89],"and":[28,60,78,88,98,134],"latency":[29],"constraints":[30],"traditional":[32],"architectures.":[33],"This":[34],"study":[35,127],"offers":[36],"an":[37],"in-depth":[38],"evaluation":[39],"IMC":[41,109],"implementations":[42],"using":[43],"8T-SRAM":[44],"cells":[45],"anomaly":[47,118],"detection":[48,119],"AI-driven":[50],"IoT":[51,144],"applications.":[53],"Focus":[54],"is":[55],"directed":[56],"towards":[57],"design":[59],"simulation":[61],"multiply-accumulate":[63],"(MAC)":[64],"processes":[65],"essential":[66,84],"neural":[68],"network":[69],"inference,":[70],"with":[71],"validation":[72],"conducted":[73],"utilizing":[74],"Cadence":[75],"Virtuoso":[76],"Spectre":[77],"MATLAB":[79],"platforms.":[80],"The":[81,123],"analysis":[82],"investigates":[83],"performance":[85],"metrics:":[86],"latency,":[87],"efficiency,":[90],"while":[91],"highlighting":[92],"issues":[93],"including":[94],"scalability,":[95],"precision":[96],"trade-offs,":[97],"complexity":[100],"hardware-software":[102],"co-design.":[103],"Our":[104],"research":[105],"suggests":[106],"that":[107,129],"8T-SRAM-based":[108],"architectures":[110],"possess":[111],"significant":[112],"potential":[113],"facilitate":[115],"energy-efficient,":[116],"high-performance":[117],"at":[120],"edge.":[122],"work":[124],"defines":[125],"prospective":[126],"avenues":[128],"encompass":[130],"heterogeneous":[131],"sensor":[132],"integration":[133],"extensive":[135],"adaptive":[136],"deployment":[137],"inform":[139],"future":[140],"advancements":[141],"smart":[143],"systems.":[145]},"counts_by_year":[],"updated_date":"2026-02-01T03:34:12.195049","created_date":"2026-01-30T00:00:00"}