{"id":"https://openalex.org/W4415909977","doi":"https://doi.org/10.34028/iajit/22/6/15","title":"Campus Network Security Situation Awareness Based on AHP and Nadam Algorithm","display_name":"Campus Network Security Situation Awareness Based on AHP and Nadam Algorithm","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4415909977","doi":"https://doi.org/10.34028/iajit/22/6/15"},"language":"en","primary_location":{"id":"doi:10.34028/iajit/22/6/15","is_oa":true,"landing_page_url":"https://doi.org/10.34028/iajit/22/6/15","pdf_url":"https://doi.org/10.34028/iajit/22/6/15","source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.34028/iajit/22/6/15","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087197748","display_name":"Liwen Xu","orcid":"https://orcid.org/0000-0003-2133-8257"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Liwen Xu","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5087197748"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31120395,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"22","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13804","display_name":"Physical Activity and Education Research","score":0.066600002348423,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13804","display_name":"Physical Activity and Education Research","score":0.066600002348423,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13345","display_name":"Advanced Technologies and Applied Computing","score":0.05389999970793724,"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/T14155","display_name":"Advanced Technology in Applications","score":0.05169999971985817,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/analytic-hierarchy-process","display_name":"Analytic hierarchy process","score":0.828000009059906},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5939000248908997},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.5800999999046326},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.5580000281333923},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5460000038146973},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4837999939918518},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4406999945640564},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4327000081539154},{"id":"https://openalex.org/keywords/rate-of-convergence","display_name":"Rate of convergence","score":0.4059999883174896}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8345000147819519},{"id":"https://openalex.org/C87345402","wikidata":"https://www.wikidata.org/wiki/Q485202","display_name":"Analytic hierarchy process","level":2,"score":0.828000009059906},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5939000248908997},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.5800999999046326},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.5580000281333923},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5460000038146973},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5339999794960022},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4837999939918518},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4406999945640564},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4327000081539154},{"id":"https://openalex.org/C57869625","wikidata":"https://www.wikidata.org/wiki/Q1783502","display_name":"Rate of convergence","level":3,"score":0.4059999883174896},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3953999876976013},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.388700008392334},{"id":"https://openalex.org/C31170391","wikidata":"https://www.wikidata.org/wiki/Q188619","display_name":"Hierarchy","level":2,"score":0.3822000026702881},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36809998750686646},{"id":"https://openalex.org/C40969351","wikidata":"https://www.wikidata.org/wiki/Q3516228","display_name":"Word error rate","level":2,"score":0.358599990606308},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3443000018596649},{"id":"https://openalex.org/C122383733","wikidata":"https://www.wikidata.org/wiki/Q865920","display_name":"Approximation error","level":2,"score":0.3407999873161316},{"id":"https://openalex.org/C89249532","wikidata":"https://www.wikidata.org/wiki/Q7912758","display_name":"Value network","level":3,"score":0.30709999799728394},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.3046000003814697},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3021000027656555},{"id":"https://openalex.org/C203274722","wikidata":"https://www.wikidata.org/wiki/Q7001161","display_name":"Network performance","level":2,"score":0.2797999978065491},{"id":"https://openalex.org/C9114305","wikidata":"https://www.wikidata.org/wiki/Q1428317","display_name":"Situational ethics","level":2,"score":0.2727000117301941},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.2694999873638153},{"id":"https://openalex.org/C106487976","wikidata":"https://www.wikidata.org/wiki/Q685816","display_name":"Matrix (chemical analysis)","level":2,"score":0.25519999861717224},{"id":"https://openalex.org/C14911803","wikidata":"https://www.wikidata.org/wiki/Q7532148","display_name":"Situation analysis","level":2,"score":0.2540000081062317},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.34028/iajit/22/6/15","is_oa":true,"landing_page_url":"https://doi.org/10.34028/iajit/22/6/15","pdf_url":"https://doi.org/10.34028/iajit/22/6/15","source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.34028/iajit/22/6/15","is_oa":true,"landing_page_url":"https://doi.org/10.34028/iajit/22/6/15","pdf_url":"https://doi.org/10.34028/iajit/22/6/15","source":{"id":"https://openalex.org/S100666833","display_name":"The International Arab Journal of Information Technology","issn_l":"1683-3198","issn":["1683-3198","2309-4524"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4362726017","host_organization_name":"Zarqa University","host_organization_lineage":["https://openalex.org/P4362726017"],"host_organization_lineage_names":["Zarqa University"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The International Arab Journal of Information Technology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4415909977.pdf","grobid_xml":"https://content.openalex.org/works/W4415909977.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Background:":[0],"the":[1,30,59,66,74,78,89,94,98,106,119,129,142,154,170,176,187,196,208,222,230,237,259,279],"campus":[2,19,44,280],"network":[3,25,35,45,84,206,281],"serves":[4],"as":[5],"a":[6,38,102,133,158,241,250],"basic":[7],"communication":[8],"and":[9,14,52,77,203,217,226,249,272],"management":[10],"platform":[11],"of":[12,43,137,163,169,190,195,247,254],"colleges":[13],"universities,":[15],"providing":[16],"convenience":[17],"for":[18,277],"life.":[20],"However,":[21],"it":[22],"also":[23],"faces":[24],"security":[26,31,39,160,282],"issues.":[27],"Aiming":[28],"at":[29,146,224],"problems":[32],"brought":[33],"by":[34],"threat":[36],"attacks,":[37],"situational":[40],"awareness":[41],"model":[42,199,261],"based":[46,117,152],"on":[47,118,153],"Analytic":[48],"Hierarchy":[49],"Process":[50],"(AHP)":[51],"Nadam":[53,75,177,201],"algorithm":[54,76,202],"was":[55,62,207,234],"proposed.":[56],"Methods:":[57],"firstly,":[58],"improved":[60,79,99,120,155,204],"AHP":[61,100],"used":[63,86],"to":[64,87,126,211,236],"build":[65,88],"Network":[67,113],"Security":[68],"Situation":[69],"(NSS)":[70],"assessment":[71,150],"mode.":[72],"Then,":[73],"Long":[80],"Short-Term":[81],"Memory":[82],"(LSTM)":[83],"were":[85,221],"NSS":[90,149,197,232,270],"prediction":[91,198],"model.":[92],"Results:":[93],"results":[95],"showed":[96],"that":[97],"had":[101],"good":[103,266],"consistency":[104],"in":[105,257,262,269],"Judgment":[107],"Matrix":[108],"(JM).":[109],"The":[110,148,165,193,213],"Fuzzy":[111],"Neural":[112],"(FNN)":[114],"evaluation":[115],"method,":[116,173],"Gravity":[121],"Search":[122],"Algorithm":[123],"(GSA),":[124],"began":[125],"converge":[127],"around":[128],"69th":[130],"iteration,":[131],"with":[132,175,240],"small":[134],"output":[135],"error":[136,168,253],"0.0107.":[138],"After":[139],"20":[140],"iterations,":[141,183],"fitness":[143],"value":[144,162,233],"stabilized":[145],"0.13.":[147],"model,":[151],"AHP,":[156],"achieved":[157],"high":[159],"situation":[161],"0.425.":[164],"mean":[166,251],"square":[167,252],"Look":[171],"ahead":[172],"combined":[174],"algorithm,":[178],"flattened":[179],"out":[180],"after":[181],"80":[182],"which":[184],"could":[185],"increase":[186],"convergence":[188],"speed":[189],"LSTM":[191,205],"networks.":[192],"accuracy":[194],"using":[200],"highest,":[209],"up":[210],"98%.":[212],"false":[214,218],"positive":[215,275],"rate":[216,220],"negative":[219],"lowest,":[223],"2.64%":[225],"11.03%,":[227],"respectively.":[228],"Additionally,":[229],"predicted":[231],"closest":[235],"true":[238],"value,":[239],"Mean":[242],"Absolute":[243],"Percentage":[244],"Error":[245],"(MAPE)":[246],"0.039":[248],"0.01.":[255],"Conclusion:":[256],"summary,":[258],"constructed":[260],"this":[263],"study":[264],"has":[265,273],"application":[267],"effects":[268],"awareness,":[271],"certain":[274],"significance":[276],"maintaining":[278]},"counts_by_year":[],"updated_date":"2026-03-11T06:11:40.159057","created_date":"2025-11-05T00:00:00"}