{"id":"https://openalex.org/W2894063632","doi":"https://doi.org/10.1109/edaps.2018.8680907","title":"Wafer Quality Inspection using Memristive LSTM, ANN, DNN and HTM","display_name":"Wafer Quality Inspection using Memristive LSTM, ANN, DNN and HTM","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2894063632","doi":"https://doi.org/10.1109/edaps.2018.8680907","mag":"2894063632"},"language":"en","primary_location":{"id":"doi:10.1109/edaps.2018.8680907","doi":"https://doi.org/10.1109/edaps.2018.8680907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/edaps.2018.8680907","pdf_url":null,"source":{"id":"https://openalex.org/S7407086097","display_name":"IEEE Electrical Design of Advanced Packaging and Systems Symposium (EDAPS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"2018 IEEE Electrical Design of Advanced Packaging and Systems Symposium (EDAPS)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1809.10438","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032428541","display_name":"Kazybek Adam","orcid":"https://orcid.org/0000-0001-9700-7417","observed_orcids":["https://orcid.org/0000-0001-9700-7417"]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Kazybek Adam","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027990594","display_name":"Kamilya Smagulova","orcid":"https://orcid.org/0000-0001-6932-188X","observed_orcids":["https://orcid.org/0000-0001-6932-188X"]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Kamilya Smagulova","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001303241","display_name":"Olga Krestinskaya","orcid":"https://orcid.org/0000-0001-8038-4558","observed_orcids":["https://orcid.org/0000-0001-8038-4558"]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Olga Krestinskaya","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017719665","display_name":"Alex Pappachen James","orcid":"https://orcid.org/0000-0001-5655-1213","observed_orcids":["https://orcid.org/0000-0001-5655-1213"]},"institutions":[{"id":"https://openalex.org/I60559429","display_name":"Nazarbayev University","ror":"https://ror.org/052bx8q98","country_code":"KZ","type":"education","lineage":["https://openalex.org/I60559429"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Alex Pappachen James","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Nazarbayev University, Astana, Kazakhstan","institution_ids":["https://openalex.org/I60559429"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I60559429"],"apc_list":null,"apc_paid":null,"fwci":2.3923,"has_fulltext":true,"cited_by_count":14,"citation_normalized_percentile":{"value":0.88788217,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9926999807357788,"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":0.9926999807357788,"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/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.0035000001080334187,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing 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/T10036","display_name":"Advanced Neural Network Applications","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/memristors","display_name":"memristors","score":0.6510000228881836},{"id":"https://openalex.org/keywords/neuromorphic-architectures","display_name":"neuromorphic architectures","score":0.8740000128746033},{"id":"https://openalex.org/keywords/long-short-term-memory","display_name":"long short-term memory","score":0.9049999713897705},{"id":"https://openalex.org/keywords/hierarchical-temporal-memory","display_name":"hierarchical temporal memory","score":0.7160000205039978},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9290000200271606},{"id":"https://openalex.org/keywords/deep-neural-network","display_name":"deep neural network","score":0.9819999933242798},{"id":"https://openalex.org/keywords/pattern-classification","display_name":"pattern classification","score":0.6119999885559082},{"id":"https://openalex.org/keywords/non-volatile-memory","display_name":"non-volatile memory","score":0.8330000042915344},{"id":"https://openalex.org/keywords/low-power-consumption","display_name":"low power consumption","score":0.746999979019165}],"concepts":[{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.9291921854019165},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7469245195388794},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7240684032440186},{"id":"https://openalex.org/C160671074","wikidata":"https://www.wikidata.org/wiki/Q267131","display_name":"Wafer","level":2,"score":0.6459438800811768},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.5744178295135498},{"id":"https://openalex.org/C165005293","wikidata":"https://www.wikidata.org/wiki/Q1074500","display_name":"Chip","level":2,"score":0.5676490068435669},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4394238293170929},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.43428486585617065},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.42655742168426514},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4189172089099884},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4069623351097107},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3525521755218506},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.34636855125427246},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.167354553937912},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15115231275558472},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.06874865293502808},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/edaps.2018.8680907","doi":"https://doi.org/10.1109/edaps.2018.8680907","is_oa":false,"landing_page_url":"https://doi.org/10.1109/edaps.2018.8680907","pdf_url":null,"source":{"id":"https://openalex.org/S7407086097","display_name":"IEEE Electrical Design of Advanced Packaging and Systems Symposium (EDAPS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"2018 IEEE Electrical Design of Advanced Packaging and Systems Symposium (EDAPS)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1809.10438","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1809.10438","pdf_url":"https://arxiv.org/pdf/1809.10438","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:nur.nu.edu.kz:123456789/9478","doi":null,"is_oa":true,"landing_page_url":"https://nur.nu.edu.kz/handle/123456789/9478","pdf_url":"https://nur.nu.edu.kz/bitstreams/a930c65f-e64f-41b2-9fb5-d0f5adde6936/download","source":{"id":"https://openalex.org/S4377196417","display_name":"Nazarbayev University Repository (Nazarbayev University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I60559429","host_organization_name":"Nazarbayev University","host_organization_lineage":["https://openalex.org/I60559429"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2018 IEEE Electrical Design of Advanced Packaging and Systems Symposium (EDAPS), 1-3, (2018)","raw_type":"Journal Article"},{"id":"mag:2894063632","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1809.10438.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"doi:10.48550/arxiv.1809.10438","doi":"https://doi.org/10.48550/arxiv.1809.10438","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1809.10438","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1809.10438","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1809.10438","pdf_url":"https://arxiv.org/pdf/1809.10438","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2894063632.pdf","grobid_xml":"https://content.openalex.org/works/W2894063632.grobid-xml"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W1579694346","https://openalex.org/W1994560535","https://openalex.org/W2040870580","https://openalex.org/W2139492301","https://openalex.org/W2341514930","https://openalex.org/W2562554684","https://openalex.org/W2627034335","https://openalex.org/W2750971660","https://openalex.org/W2795913282","https://openalex.org/W2799518365","https://openalex.org/W2805696946","https://openalex.org/W2889463071","https://openalex.org/W3104029244","https://openalex.org/W6704156940"],"related_works":["https://openalex.org/W4312524100","https://openalex.org/W4414871575","https://openalex.org/W7164209647","https://openalex.org/W7215104448","https://openalex.org/W4417191109","https://openalex.org/W7077077873","https://openalex.org/W7160387913","https://openalex.org/W4402346269","https://openalex.org/W1681013670","https://openalex.org/W2079519709"],"abstract_inverted_index":{"The":[0,51],"automated":[1],"wafer":[2,46],"inspection":[3,25,48],"and":[4,9,38,49,85,91],"quality":[5,47],"control":[6],"is":[7],"complex":[8],"time":[10],"consuming":[11],"task,":[12],"which":[13],"can":[14],"be":[15],"speed":[16],"up":[17],"using":[18],"neuromorphic":[19,42],"memristive":[20,55],"architectures,":[21],"as":[22],"a":[23],"separate":[24],"device":[26],"or":[27],"integrating":[28],"directly":[29],"into":[30],"sensors.":[31],"This":[32],"paper":[33],"presents":[34],"the":[35,79],"performance":[36],"analysis":[37],"comparison":[39],"of":[40,53,82],"different":[41],"architectures":[43,59,77],"for":[44,78],"patterned":[45],"classification.":[50],"application":[52],"non-volatile":[54],"devices":[56],"in":[57],"these":[58],"ensures":[60],"low":[61,88],"power":[62,92],"consumption,":[63],"small":[64],"on-chip":[65,89],"area":[66,90],"scalability.":[67],"We":[68],"demonstrate":[69],"that":[70],"Long-Short":[71],"Term":[72],"Memory":[73],"(LSTM)":[74],"outperforms":[75],"other":[76],"same":[80],"number":[81],"training":[83],"iterations,":[84],"has":[86],"relatively":[87],"consumption.":[93]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":2}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2018-10-05T00:00:00"}
