{"id":"https://openalex.org/W3150051937","doi":"https://doi.org/10.3390/info12040154","title":"Monitoring Real Time Security Attacks for IoT Systems Using DevSecOps: A Systematic Literature Review","display_name":"Monitoring Real Time Security Attacks for IoT Systems Using DevSecOps: A Systematic Literature Review","publication_year":2021,"publication_date":"2021-04-07","ids":{"openalex":"https://openalex.org/W3150051937","doi":"https://doi.org/10.3390/info12040154","mag":"3150051937"},"language":"en","primary_location":{"id":"doi:10.3390/info12040154","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info12040154","pdf_url":"https://www.mdpi.com/2078-2489/12/4/154/pdf","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/12/4/154/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5024701185","display_name":"Ahmed Bahaa","orcid":null},"institutions":[{"id":"https://openalex.org/I113643904","display_name":"Beni-Suef University","ror":"https://ror.org/05pn4yv70","country_code":"EG","type":"education","lineage":["https://openalex.org/I113643904"]},{"id":"https://openalex.org/I84058292","display_name":"Helwan University","ror":"https://ror.org/00h55v928","country_code":"EG","type":"education","lineage":["https://openalex.org/I84058292"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Ahmed Bahaa","raw_affiliation_strings":["Department of Information Systems, Faculty of Computers and Artificial Intelligence, Beni-Suef University, Beni-Suef 62521, Egypt","Department of Information Systems, Faculty of Computers and Artificial Intelligence, Helwan University, Helwan 11795, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computers and Artificial Intelligence, Beni-Suef University, Beni-Suef 62521, Egypt","institution_ids":["https://openalex.org/I113643904"]},{"raw_affiliation_string":"Department of Information Systems, Faculty of Computers and Artificial Intelligence, Helwan University, Helwan 11795, Egypt","institution_ids":["https://openalex.org/I84058292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101882290","display_name":"Ahmed Abdelaziz","orcid":"https://orcid.org/0000-0003-0315-3208"},"institutions":[{"id":"https://openalex.org/I160419504","display_name":"Higher Technological Institute","ror":"https://ror.org/051q8jk17","country_code":"EG","type":"education","lineage":["https://openalex.org/I160419504"]},{"id":"https://openalex.org/I83558840","display_name":"Universidade Nova de Lisboa","ror":"https://ror.org/02xankh89","country_code":"PT","type":"education","lineage":["https://openalex.org/I83558840"]}],"countries":["EG","PT"],"is_corresponding":true,"raw_author_name":"Ahmed Abdelaziz","raw_affiliation_strings":["Higher Technological Institute, Cairo 11511, Egypt","Information System Department, Nova Information Management School, Universdade Nova de Lisbon, 1099-085 Lisbon, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Higher Technological Institute, Cairo 11511, Egypt","institution_ids":["https://openalex.org/I160419504"]},{"raw_affiliation_string":"Information System Department, Nova Information Management School, Universdade Nova de Lisbon, 1099-085 Lisbon, Portugal","institution_ids":["https://openalex.org/I83558840"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049212531","display_name":"Abdalla A. Sayed","orcid":"https://orcid.org/0000-0002-0352-5705"},"institutions":[{"id":"https://openalex.org/I84058292","display_name":"Helwan University","ror":"https://ror.org/00h55v928","country_code":"EG","type":"education","lineage":["https://openalex.org/I84058292"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Abdalla Sayed","raw_affiliation_strings":["Department of Information Systems, Faculty of Computers and Artificial Intelligence, Helwan University, Helwan 11795, Egypt"],"raw_orcid":"https://orcid.org/0000-0003-0549-7493","affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computers and Artificial Intelligence, Helwan University, Helwan 11795, Egypt","institution_ids":["https://openalex.org/I84058292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078760768","display_name":"Laila Elfangary","orcid":"https://orcid.org/0000-0001-8482-7926"},"institutions":[{"id":"https://openalex.org/I84058292","display_name":"Helwan University","ror":"https://ror.org/00h55v928","country_code":"EG","type":"education","lineage":["https://openalex.org/I84058292"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Laila Elfangary","raw_affiliation_strings":["Department of Information Systems, Faculty of Computers and Artificial Intelligence, Helwan University, Helwan 11795, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computers and Artificial Intelligence, Helwan University, Helwan 11795, Egypt","institution_ids":["https://openalex.org/I84058292"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004734265","display_name":"Hanan Fahmy","orcid":null},"institutions":[{"id":"https://openalex.org/I84058292","display_name":"Helwan University","ror":"https://ror.org/00h55v928","country_code":"EG","type":"education","lineage":["https://openalex.org/I84058292"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Hanan Fahmy","raw_affiliation_strings":["Department of Information Systems, Faculty of Computers and Artificial Intelligence, Helwan University, Helwan 11795, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computers and Artificial Intelligence, Helwan University, Helwan 11795, Egypt","institution_ids":["https://openalex.org/I84058292"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101882290"],"corresponding_institution_ids":["https://openalex.org/I160419504","https://openalex.org/I83558840"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":4.1642,"has_fulltext":false,"cited_by_count":44,"citation_normalized_percentile":{"value":0.94076393,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"12","issue":"4","first_page":"154","last_page":"154"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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"}},{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9976000189781189,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8301681876182556},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.7313930988311768},{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.6335052251815796},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6268193125724792},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6055535078048706},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5356523394584656},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.4841811954975128},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4814426302909851},{"id":"https://openalex.org/keywords/application-layer","display_name":"Application layer","score":0.4722813069820404},{"id":"https://openalex.org/keywords/pipeline-transport","display_name":"Pipeline transport","score":0.4344017803668976},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4140698313713074},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3595013916492462},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.3105980157852173},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.19091251492500305},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.12244066596031189},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.10895752906799316},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.10347706079483032},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08878272771835327}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8301681876182556},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.7313930988311768},{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.6335052251815796},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6268193125724792},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6055535078048706},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5356523394584656},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.4841811954975128},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4814426302909851},{"id":"https://openalex.org/C190793597","wikidata":"https://www.wikidata.org/wiki/Q189768","display_name":"Application layer","level":3,"score":0.4722813069820404},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.4344017803668976},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4140698313713074},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3595013916492462},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3105980157852173},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.19091251492500305},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.12244066596031189},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.10895752906799316},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.10347706079483032},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08878272771835327},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/info12040154","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info12040154","pdf_url":"https://www.mdpi.com/2078-2489/12/4/154/pdf","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:31b97af743124adf8e5ecb85c05e0aed","is_oa":true,"landing_page_url":"https://doaj.org/article/31b97af743124adf8e5ecb85c05e0aed","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Information, Vol 12, Iss 4, p 154 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2078-2489/12/4/154/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/info12040154","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Information; Volume 12; Issue 4; Pages: 154","raw_type":"Text"},{"id":"pmh:oai:run.unl.pt:10362/117471","is_oa":true,"landing_page_url":"http://hdl.handle.net/10362/117471","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"","raw_type":"review"}],"best_oa_location":{"id":"doi:10.3390/info12040154","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info12040154","pdf_url":"https://www.mdpi.com/2078-2489/12/4/154/pdf","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.6299999952316284,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3150051937.pdf","grobid_xml":"https://content.openalex.org/works/W3150051937.grobid-xml"},"referenced_works_count":87,"referenced_works":["https://openalex.org/W2126311411","https://openalex.org/W2524981981","https://openalex.org/W2556208712","https://openalex.org/W2557450880","https://openalex.org/W2562157698","https://openalex.org/W2562908385","https://openalex.org/W2752291283","https://openalex.org/W2757758197","https://openalex.org/W2759187825","https://openalex.org/W2771524937","https://openalex.org/W2786075294","https://openalex.org/W2791951418","https://openalex.org/W2805186316","https://openalex.org/W2806370396","https://openalex.org/W2810749629","https://openalex.org/W2887754224","https://openalex.org/W2901828004","https://openalex.org/W2904573081","https://openalex.org/W2905180830","https://openalex.org/W2914920979","https://openalex.org/W2924853426","https://openalex.org/W2940895343","https://openalex.org/W2941141808","https://openalex.org/W2941288225","https://openalex.org/W2948791798","https://openalex.org/W2955014922","https://openalex.org/W2955619786","https://openalex.org/W2963694286","https://openalex.org/W2963834817","https://openalex.org/W2965552844","https://openalex.org/W2968774960","https://openalex.org/W2969863125","https://openalex.org/W2970942954","https://openalex.org/W2971269032","https://openalex.org/W2975419854","https://openalex.org/W2982472211","https://openalex.org/W2982514609","https://openalex.org/W2984108472","https://openalex.org/W2990004253","https://openalex.org/W2990218685","https://openalex.org/W2990449675","https://openalex.org/W2991140181","https://openalex.org/W2991374072","https://openalex.org/W3000307855","https://openalex.org/W3002543587","https://openalex.org/W3010977161","https://openalex.org/W3011446929","https://openalex.org/W3025080732","https://openalex.org/W3025397758","https://openalex.org/W3025552039","https://openalex.org/W3027374119","https://openalex.org/W3033639614","https://openalex.org/W3035932795","https://openalex.org/W3037310712","https://openalex.org/W3038836615","https://openalex.org/W3039274670","https://openalex.org/W3042733640","https://openalex.org/W3046533661","https://openalex.org/W3047597758","https://openalex.org/W3062437734","https://openalex.org/W3080216066","https://openalex.org/W3080499510","https://openalex.org/W3081633500","https://openalex.org/W3082026172","https://openalex.org/W3082819946","https://openalex.org/W3083951131","https://openalex.org/W3085955590","https://openalex.org/W3089955744","https://openalex.org/W3090155631","https://openalex.org/W3091459073","https://openalex.org/W3091669872","https://openalex.org/W3094470083","https://openalex.org/W3103998378","https://openalex.org/W3109979169","https://openalex.org/W3112641944","https://openalex.org/W3118241656","https://openalex.org/W3120598853","https://openalex.org/W3120970772","https://openalex.org/W3126814579","https://openalex.org/W3127059019","https://openalex.org/W3215518226","https://openalex.org/W6679057763","https://openalex.org/W6761559555","https://openalex.org/W6765253479","https://openalex.org/W6766722676","https://openalex.org/W6770582457","https://openalex.org/W6779505005"],"related_works":["https://openalex.org/W4214879711","https://openalex.org/W2908108831","https://openalex.org/W2375951120","https://openalex.org/W2552641916","https://openalex.org/W3005836778","https://openalex.org/W2180481056","https://openalex.org/W2754163055","https://openalex.org/W2991861214","https://openalex.org/W4381095014","https://openalex.org/W2476815403"],"abstract_inverted_index":{"In":[0],"many":[1],"enterprises":[2],"and":[3,25,41,49,66,81,97,134,145,167,175,188,277,287],"the":[4,7,23,32,88,92,104,117,126,146,182,199,204,207,224,246,254,261,278],"private":[5],"sector,":[6],"Internet":[8],"of":[9,18,35,94,106,132,155,184,226,248,257,264,280],"Things":[10],"(IoT)":[11],"has":[12],"spread":[13],"globally.":[14],"The":[15],"growing":[16],"number":[17,34],"different":[19,153],"devices":[20],"connected":[21],"to":[22,31,55,86,102,180,203],"IoT":[24,95,119,163,195,217,237,265],"their":[26],"various":[27,113],"protocols":[28],"have":[29],"contributed":[30],"increasing":[33],"attacks,":[36,238,266],"such":[37,60,172],"as":[38,61,173],"denial-of-service":[39],"(DoS)":[40],"remote-to-local":[42],"(R2L)":[43],"ones.":[44],"There":[45],"are":[46,191,241],"several":[47],"approaches":[48],"techniques":[50,234,283],"that":[51,231],"can":[52,77,235],"be":[53],"used":[54,74,115,124,162,169],"construct":[56],"attack":[57,120],"detection":[58,93,108,147,208,249,263],"models,":[59,118,127,133,185],"machine":[62,98,156,232,281],"learning,":[63],"data":[64],"mining,":[65],"statistical":[67],"analysis.":[68],"Nowadays,":[69],"this":[70,227],"technique":[71],"is":[72],"commonly":[73,192],"because":[75],"it":[76,178],"provide":[78],"precise":[79],"analysis":[80],"results.":[82],"Therefore,":[83],"we":[84,229],"decided":[85],"study":[87],"previous":[89],"literature":[90],"on":[91,274],"attacks":[96,196],"learning":[99,157,233,282],"in":[100,213,245],"order":[101],"understand":[103],"process":[105],"creating":[107],"models.":[109,250],"We":[110,140,251],"also":[111,252],"evaluated":[112],"datasets":[114,171],"for":[116,125,130,216,260,284],"types,":[121],"independent":[122],"variables":[123],"evaluation":[128],"metrics":[129],"assessment":[131],"monitoring":[135,268],"infrastructure":[136,269],"using":[137,151,271],"DevSecOps":[138,211],"pipelines.":[139],"found":[141,230],"49":[142],"primary":[143,160],"studies,":[144],"models":[148,209],"were":[149,220],"developed":[150],"seven":[152],"types":[154],"techniques.":[158],"Most":[159,194],"studies":[161],"device":[164],"testbed":[165],"datasets,":[166],"others":[168],"public":[170],"NSL-KDD":[174],"UNSW-NB15.":[176],"When":[177],"comes":[179],"measuring":[181],"efficiency":[183],"both":[186],"numerical":[187],"graphical":[189],"measures":[190],"used.":[193],"occur":[197],"at":[198],"network":[200],"layer":[201],"according":[202],"literature.":[205],"If":[206],"applied":[210],"pipelines":[212],"development":[214],"processes":[215],"devices,":[218],"they":[219],"more":[221],"secure.":[222],"From":[223],"results":[225],"paper,":[228],"detect":[236],"but":[239],"there":[240],"a":[242],"few":[243],"issues":[244],"design":[247],"recommend":[253],"continued":[255],"use":[256,279],"hybrid":[258],"frameworks":[259],"improved":[262],"advanced":[267,285],"configurations":[270],"methods":[272],"based":[273],"software":[275],"pipelines,":[276],"supervision":[286],"monitoring.":[288]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":4}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2021-04-13T00:00:00"}
