{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,15]],"date-time":"2026-03-15T23:03:08Z","timestamp":1773615788372,"version":"3.50.1"},"reference-count":11,"publisher":"Allerton Press","issue":"8","license":[{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"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":["Aut. Control Comp. Sci."],"published-print":{"date-parts":[[2022,12]]},"DOI":"10.3103\/s0146411622080259","type":"journal-article","created":{"date-parts":[[2023,2,28]],"date-time":"2023-02-28T14:03:23Z","timestamp":1677593003000},"page":"838-846","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["Botnet Attack Detection Approach in IoT Networks"],"prefix":"10.3103","volume":"56","author":[{"given":"T. M.","family":"Tatarnikova","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"I. A.","family":"Sikarev","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"P. Yu.","family":"Bogdanov","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"T. V.","family":"Timochkina","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1627","published-online":{"date-parts":[[2023,2,28]]},"reference":[{"key":"7538_CR1","first-page":"26","volume":"28","author":"V. Jyothsna","year":"2011","unstructured":"Jyothsna, V., Prasad, V.V.R., and Prasad, K.M., A review of anomaly based intrusion detection systems, Int. J. Comput. Appl., 2011, vol. 28, no. 7, pp. 26\u201335.","journal-title":"Int. J. Comput. Appl."},{"key":"7538_CR2","doi-asserted-by":"publisher","unstructured":"Biryukov, D.N., Lomako, A.G., and Rostovtsev, Yu.G., The appearance of anticipating cyber threats risk prevention systems, Tr. SPIIRAN, 2015, no. 39, pp. 5\u201325. https:\/\/doi.org\/10.15622\/sp.39.1","DOI":"10.15622\/sp.39.1"},{"key":"7538_CR3","doi-asserted-by":"publisher","unstructured":"Marochkina, A., Paramonov, A., and Tatarnikova, T.M., Ultra-dense Internet of Things model network, Distributed Computer and Communication Networks. DCCN 2021, Vishnevskiy, V.M., Samouylov, K.E., and Kozyrev, D.V., Eds., Communications in Computer and Information Science, vol. 1552, Cham: Springer, 2022, pp. 111\u2013122.https:\/\/doi.org\/10.1007\/978-3-030-97110-6_8","DOI":"10.1007\/978-3-030-97110-6_8"},{"key":"7538_CR4","doi-asserted-by":"publisher","unstructured":"Petrenko, A.S., Petrenko, S.A., Makoveichuk, K.A., and Chetyrbok, P.V., The IIoT\/IoT device control model based on narrow-band IoT (NB-IoT), 2018 \n               IEEE Conf. of Russian Young Researchers in Electrical and Electronic Engineering (ElConRus), Moscow, 2018, IEEE, 2018, pp. 950\u2013953.https:\/\/doi.org\/10.1109\/EIConRus.2018.8317246","DOI":"10.1109\/EIConRus.2018.8317246"},{"key":"7538_CR5","doi-asserted-by":"publisher","unstructured":"He, Z., Zhang, T., and Lee, R.B., Machine learning based DDOS attack detection from source side in cloud, IEEE 4th Int. Conf. on Cyber Security and Cloud Computing (CSCloud), New York, 2017, IEEE, 2017, pp. 114\u2013120.\u00a0https:\/\/doi.org\/10.1109\/CSCloud.2017.58","DOI":"10.1109\/CSCloud.2017.58"},{"key":"7538_CR6","first-page":"227","volume":"10","author":"R.A. Sadek","year":"2013","unstructured":"Sadek, R.A., Soliman, M.S., and Elsayed, H.S., Effective anomaly intrusion detection system based on neural network with indicator variable and rough set reduction, Int. J.\u00a0Comput. Sci. Iss., 2013, vol. 10, no. 2, pp. 227\u2013233.","journal-title":"Int. J.\u00a0Comput. Sci. Iss."},{"key":"7538_CR7","doi-asserted-by":"publisher","unstructured":"Tatarnikova, T.M., Restricting data leakage through non-obvious features of Android 5 smartphone, Inf.-Upr. Sist., 2019, no. 5, pp. 24\u201329.https:\/\/doi.org\/10.31799\/1684-8853-2019-5-24-29","DOI":"10.31799\/1684-8853-2019-5-24-29"},{"key":"7538_CR8","doi-asserted-by":"publisher","unstructured":"Tatarnikova, T.M., Statistical methods for studying network traffic, Inf.-Upr. Sist., 2018, no. 5, pp. 35\u201343.https:\/\/doi.org\/10.31799\/1684-8853-2018-5-35-43","DOI":"10.31799\/1684-8853-2018-5-35-43"},{"key":"7538_CR9","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1109\/MPRV.2018.03367731","volume":"17","author":"Ya. Meidan","year":"2018","unstructured":"Meidan, Ya., Bohadana, M., Mathov, Ya., Mirsky, Yi., Shabtai, A., Breitenbacher, D., and Elovici, Yu., N-BaIoT: Network-based detection of IoT botnet attacks using deep autoencoders, IEEE Pervasive Comput., 2018, vol. 17, no. 3, pp. 12\u201322.https:\/\/doi.org\/10.1109\/MPRV.2018.03367731","journal-title":"IEEE Pervasive Comput."},{"key":"7538_CR10","doi-asserted-by":"publisher","first-page":"78","DOI":"10.3390\/machines9040078","volume":"9","author":"M. Kalinin","year":"2021","unstructured":"Kalinin, M., Krundyshev, V., and Zegzhda, P., Cybersecurity risk assessment in smart city infrastructures, Machines, 2021, vol. 9, no. 4, p. 78. https:\/\/doi.org\/10.3390\/machines9040078","journal-title":"Machines"},{"key":"7538_CR11","doi-asserted-by":"publisher","unstructured":"Lim, S., Kalinin, M., and Zegzhda, P., Bioinspired intrusion detection in ITC infrastructures, Technological Transformation: A New Role For Human, Machines And Management. TT 2020, Schaumburg, H., Korablev, V., and Ungvari, L., Eds., Lecture Notes in Networks and Systems, vol. 157, Cham: Springer, 2021, pp. 10\u201322.https:\/\/doi.org\/10.1007\/978-3-030-64430-7_2","DOI":"10.1007\/978-3-030-64430-7_2"}],"container-title":["Automatic Control and Computer Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.3103\/S0146411622080259.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.3103\/S0146411622080259","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.3103\/S0146411622080259.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,15]],"date-time":"2026-03-15T22:04:36Z","timestamp":1773612276000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.3103\/S0146411622080259"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12]]},"references-count":11,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2022,12]]}},"alternative-id":["7538"],"URL":"https:\/\/doi.org\/10.3103\/s0146411622080259","relation":{},"ISSN":["0146-4116","1558-108X"],"issn-type":[{"value":"0146-4116","type":"print"},{"value":"1558-108X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12]]},"assertion":[{"value":"11 April 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 April 2021","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"23 May 2021","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"28 February 2023","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"The authors declare that they have no conflicts of interest.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"CONFLICT OF INTEREST"}}]}}