{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,5]],"date-time":"2026-07-05T04:34:19Z","timestamp":1783226059243,"version":"3.54.6"},"reference-count":20,"publisher":"Springer Science and Business Media LLC","issue":"36","license":[{"start":{"date-parts":[[2023,4,8]],"date-time":"2023-04-08T00:00:00Z","timestamp":1680912000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,4,8]],"date-time":"2023-04-08T00:00:00Z","timestamp":1680912000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2023,12]]},"DOI":"10.1007\/s00521-023-08500-5","type":"journal-article","created":{"date-parts":[[2023,4,8]],"date-time":"2023-04-08T15:02:26Z","timestamp":1680966146000},"page":"25083-25095","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Exploration of a network security situational awareness model based on multisource data fusion"],"prefix":"10.1007","volume":"35","author":[{"given":"Xingguo","family":"Li","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yu","family":"Zhong","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2023,4,8]]},"reference":[{"issue":"01","key":"8500_CR1","doi-asserted-by":"publisher","first-page":"166","DOI":"10.1049\/cje.2018.10.007","volume":"28","author":"G Kou","year":"2019","unstructured":"Kou G, Wang S, Tang G (2019) Research on key technologies of network security situational awareness for attack tracking prediction. Chin J Electron 28(01):166\u2013175","journal-title":"Chin J Electron"},{"issue":"1","key":"8500_CR2","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1109\/MIS.2019.2943850","volume":"35","author":"J Zhang","year":"2019","unstructured":"Zhang J, Jia Y, Zhu D, Hu W, Tang Z (2019) Study on the situational awareness system of mine fire rescue using faster ross girshick-convolutional neural network. IEEE Intell Syst 35(1):54\u201361","journal-title":"IEEE Intell Syst"},{"issue":"1","key":"8500_CR3","doi-asserted-by":"publisher","first-page":"640","DOI":"10.1109\/COMST.2018.2871866","volume":"21","author":"M Husak","year":"2019","unstructured":"Husak M, Komarkova J, Bou-Harb E, Celeda P (2019) Survey of attack projection, prediction, and forecasting in cyber security. Commun Surv Tutor IEEE 21(1):640\u2013660","journal-title":"Commun Surv Tutor IEEE"},{"issue":"3","key":"8500_CR4","first-page":"196","volume":"11","author":"A Mahendiran","year":"2018","unstructured":"Mahendiran A, Appusamy R (2018) An intrusion detection system for network security situational awareness using conditional random fields. Int J Intell Eng Syst 11(3):196\u2013204","journal-title":"Int J Intell Eng Syst"},{"issue":"3","key":"8500_CR5","first-page":"593","volume":"20","author":"C Huang","year":"2018","unstructured":"Huang C, Wang C (2018) Network security situation awareness based on the optimized dynamic wavelet neural network. Int J Netw Secur 20(3):593\u2013600","journal-title":"Int J Netw Secur"},{"issue":"2","key":"8500_CR6","doi-asserted-by":"publisher","first-page":"45","DOI":"10.17083\/ijsg.v5i2.243","volume":"5","author":"FD Rosa","year":"2018","unstructured":"Rosa FD, Jousselme AL, Gloria AD (2018) A reliability game for source factors and situational awareness experimentation. Int J Serious Games 5(2):45\u201364","journal-title":"Int J Serious Games"},{"issue":"21","key":"8500_CR7","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s11042-017-4681-2","volume":"76","author":"A Alnusair","year":"2017","unstructured":"Alnusair A, Zhong C, Rawashdeh M, Hossain MS, Alamri A (2017) Context-aware multimodal recommendations of multimedia data in cyber situational awareness. Multimed Tools Appl 76(21):1\u201321","journal-title":"Multimed Tools Appl"},{"issue":"3","key":"8500_CR8","first-page":"1","volume":"40","author":"G Yu","year":"2020","unstructured":"Yu G (2020) Research on computer network information security based on improved machine learning. J Intell Fuzzy Syst 40(3):1\u201312","journal-title":"J Intell Fuzzy Syst"},{"issue":"2","key":"8500_CR9","doi-asserted-by":"publisher","first-page":"149","DOI":"10.1049\/iet-ifs.2018.5189","volume":"13","author":"R Xi","year":"2019","unstructured":"Xi R, Yun X, Hao Z (2019) Framework for risk assessment in cyber situational awareness. IET Inf Secur 13(2):149\u2013156","journal-title":"IET Inf Secur"},{"issue":"1","key":"8500_CR10","doi-asserted-by":"publisher","first-page":"404","DOI":"10.1016\/j.asr.2018.08.005","volume":"63","author":"V Mallik","year":"2019","unstructured":"Mallik V, Jah MK (2019) Reconciling space object observed and solar pressure albedo-areas via astrometric and photometric data fusion. Adv Space Res 63(1):404\u2013416","journal-title":"Adv Space Res"},{"issue":"3","key":"8500_CR11","first-page":"1","volume":"12","author":"CL Gorham","year":"2020","unstructured":"Gorham CL (2020) Developing enterprise cyber situational awareness. Int J Manag Inf Technol 12(3):1\u20138","journal-title":"Int J Manag Inf Technol"},{"issue":"1","key":"8500_CR12","first-page":"325","volume":"62","author":"B Zhang","year":"2017","unstructured":"Zhang B (2017) Chaotic time series prediction based on the fusion of multi-source collaborative data feature constraints. Acta Technica CSAV (Ceskoslovensk Akademie Ved) 62(1):325\u2013336","journal-title":"Acta Technica CSAV (Ceskoslovensk Akademie Ved)"},{"issue":"10","key":"8500_CR13","doi-asserted-by":"publisher","first-page":"1747","DOI":"10.3390\/electronics9101747","volume":"9","author":"H Kodituwakku","year":"2020","unstructured":"Kodituwakku H, Keller A, Gregor J (2020) InSight2: a modular visual analysis platform for network situational awareness in large-scale networks. Electronics 9(10):1747\u20131747","journal-title":"Electronics"},{"issue":"14","key":"8500_CR14","doi-asserted-by":"publisher","first-page":"4939","DOI":"10.3390\/s21144939","volume":"21","author":"Y Nikoloudakis","year":"2021","unstructured":"Nikoloudakis Y, Kefaloukos I, Klados S, Panagiotakis S, Markakis EK (2021) Towards a machine learning based situational awareness framework for cybersecurity: an SDN implementation. Sensors 21(14):4939\u20134939","journal-title":"Sensors"},{"key":"8500_CR15","doi-asserted-by":"publisher","first-page":"144","DOI":"10.1016\/j.infsof.2019.04.001","volume":"111","author":"RB Almeida","year":"2019","unstructured":"Almeida RB, Junes VC, Machado R (2019) A distributed event-driven architectural model based on situational awareness applied on internet of things. Inf Softw Technol 111:144\u2013158","journal-title":"Inf Softw Technol"},{"issue":"12","key":"8500_CR16","first-page":"9601","volume":"119","author":"K Sivaraman","year":"2018","unstructured":"Sivaraman K, Arumugam P (2018) CA comparative study of different network security aspects with NSSA. Int J Pure Appl Math 119(12):9601\u20139608","journal-title":"Int J Pure Appl Math"},{"issue":"4","key":"8500_CR17","first-page":"1","volume":"2019","author":"M Park","year":"2019","unstructured":"Park M, Han J, Oh H (2019) Threat assessment for android environment with connectivity to IoT devices from the perspective of situational awareness. Wirel Commun Mob Comput 2019(4):1\u201314","journal-title":"Wirel Commun Mob Comput"},{"key":"8500_CR18","unstructured":"Peterman K (2018) BATTLESPACE Businessman of the Year 2018. Battlespace C4ISTAR Technologies 21(3):8\u20139"},{"issue":"24","key":"8500_CR19","doi-asserted-by":"publisher","first-page":"7148","DOI":"10.3390\/s20247148","volume":"20","author":"E Ukwandu","year":"2020","unstructured":"Ukwandu E, Farah M, Hindy H (2020) A review of cyber-ranges and test-beds: current and future trends. Sensors 20(24):7148\u20137148","journal-title":"Sensors"},{"issue":"1","key":"8500_CR20","doi-asserted-by":"publisher","first-page":"102239","DOI":"10.1016\/j.cose.2021.102239","volume":"105","author":"S Varga","year":"2021","unstructured":"Varga S, Brynielsson J, Franke U (2021) Cyber-threat perception and risk management in the Swedish financial sector. Comput Secur 105(1):102239\u2013102239","journal-title":"Comput Secur"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-023-08500-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-023-08500-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-023-08500-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,11,29]],"date-time":"2023-11-29T15:08:57Z","timestamp":1701270537000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-023-08500-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,4,8]]},"references-count":20,"journal-issue":{"issue":"36","published-print":{"date-parts":[[2023,12]]}},"alternative-id":["8500"],"URL":"https:\/\/doi.org\/10.1007\/s00521-023-08500-5","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,4,8]]},"assertion":[{"value":"21 November 2022","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 March 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 April 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that there are no conflicts of interest regarding the publication of this article.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}