{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,27]],"date-time":"2025-03-27T11:30:53Z","timestamp":1743075053245,"version":"3.40.3"},"publisher-location":"Cham","reference-count":23,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030551896"},{"type":"electronic","value":"9783030551902"}],"license":[{"start":{"date-parts":[[2020,8,25]],"date-time":"2020-08-25T00:00:00Z","timestamp":1598313600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,8,25]],"date-time":"2020-08-25T00:00:00Z","timestamp":1598313600000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-55190-2_18","type":"book-chapter","created":{"date-parts":[[2020,8,6]],"date-time":"2020-08-06T21:03:05Z","timestamp":1596747785000},"page":"229-240","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Development of Artificial Intelligence Based Module to Industrial Network Protection System"],"prefix":"10.1007","author":[{"given":"Filip","family":"Holik","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Petr","family":"Dolezel","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jan","family":"Merta","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dominik","family":"Stursa","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,8,25]]},"reference":[{"key":"18_CR1","unstructured":"IEC 61850-5: Communication networks and systems in substation (2003)"},{"key":"18_CR2","doi-asserted-by":"crossref","unstructured":"Aloysius, N., Geetha, M.: A review on deep convolutional neural networks. In: 2017 International Conference on Communication and Signal Processing (ICCSP), pp. 0588\u20130592, April 2017","DOI":"10.1109\/ICCSP.2017.8286426"},{"key":"18_CR3","unstructured":"Bakhareva, N.F., Polezhaev, P.N., Ushakov, Y.A., Shukhman, A.E.: SDN-based firewall implementation for large corporate networks (2019)"},{"key":"18_CR4","doi-asserted-by":"crossref","unstructured":"Bottou, L., Cortes, C., Denker, J.S., Drucker, H., Guyon, I., Jackel, L.D., LeCun, Y., Muller, U.A., Sackinger, E., Simard, P., Vapnik, V.: Comparison of classifier methods: a case study in handwritten digit recognition. In: Proceedings of the 12th IAPR International Conference on Pattern Recognition, Vol. 3 - Conference C: Signal Processing (Cat. No. 94CH3440-5), vol. 2, pp. 77\u201382, October 1994","DOI":"10.1109\/ICPR.1994.576879"},{"key":"18_CR5","doi-asserted-by":"crossref","unstructured":"Cheng, Q., Wu, C., Zhou, H., Zhang, Y., Wang, R., Ruan, W.: Guarding the perimeter of cloud-based enterprise networks: an intelligent SDN firewall. In: 2018 IEEE 20th International Conference on High Performance Computing and Communications; IEEE 16th International Conference on Smart City; IEEE 4th International Conference on Data Science and Systems (HPCC\/SmartCity\/DSS), pP. 897\u2013902, June 2018","DOI":"10.1109\/HPCC\/SmartCity\/DSS.2018.00149"},{"key":"18_CR6","doi-asserted-by":"crossref","unstructured":"Fiessler, A., Lorenz, C., Hager, S., Scheuermann, B.: FireFlow - high performance hybrid SDN-firewalls with OpenFlow, October 2018, pp. 267\u2013270 (2019)","DOI":"10.1109\/LCN.2018.8638090"},{"issue":"1\u20132","key":"18_CR7","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1016\/S0167-2789(97)82009-X","volume":"108","author":"R Gencay","year":"1997","unstructured":"Gencay, R., Liu, T.: Nonlinear modelling and prediction with feedforward and recurrent networks. Phys. D 108(1\u20132), 119\u2013134 (1997)","journal-title":"Phys. D"},{"key":"18_CR8","unstructured":"Goodfellow, I., Bengio, Y., Courville, A.: Deep Learning. MIT Press (2016). http:\/\/www.deeplearningbook.org"},{"issue":"6","key":"18_CR9","doi-asserted-by":"publisher","first-page":"989","DOI":"10.1109\/72.329697","volume":"5","author":"MT Hagan","year":"1994","unstructured":"Hagan, M.T., Menhaj, M.B.: Training feedforward networks with the Marquardt algorithm. IEEE Trans. Neural Netw. 5(6), 989\u2013993 (1994)","journal-title":"IEEE Trans. Neural Netw."},{"key":"18_CR10","volume-title":"Neural Networks: A Comprehensive Foundation","author":"S Haykin","year":"1999","unstructured":"Haykin, S.: Neural Networks: A Comprehensive Foundation. Prentice Hall, Upper Saddle River (1999)"},{"key":"18_CR11","doi-asserted-by":"crossref","unstructured":"Holik, F., Dolezel, P.: Industrial network protection by SDN-based IPS with AI. In: Communications in Computer and Information Science (2020). In press","DOI":"10.1007\/978-981-15-3380-8_17"},{"key":"18_CR12","doi-asserted-by":"crossref","unstructured":"Holik, F.: Meeting smart city latency demands with SDN. In: Studies in Computational Intelligence, pp. 43\u201354 (2020)","DOI":"10.1007\/978-3-030-14132-5_4"},{"issue":"5","key":"18_CR13","doi-asserted-by":"publisher","first-page":"359","DOI":"10.1016\/0893-6080(89)90020-8","volume":"2","author":"K Hornik","year":"1989","unstructured":"Hornik, K., Stinchcombe, M., White, H.: Multilayer feedforward networks are universal approximators. Neural Netw. 2(5), 359\u2013366 (1989)","journal-title":"Neural Netw."},{"key":"18_CR14","unstructured":"Kingma, D.P., Ba, J.: Adam: A method for stochastic optimization. CoRR, abs\/1412.6980 (2014)"},{"key":"18_CR15","doi-asserted-by":"crossref","unstructured":"Kizuna, H., Sato, H.: The entering and exiting management system by person specification using Deep-CNN. In: 2017 Fifth International Symposium on Computing and Networking (CANDAR), pp. 542\u2013545, November 2017","DOI":"10.1109\/CANDAR.2017.40"},{"key":"18_CR16","unstructured":"Krizhevsky, A., Sutskever, I., Hinton, G.E.: ImageNet classification with deep convolutional neural networks, vol. 2, pp. 1097\u20131105 (2012)"},{"issue":"11","key":"18_CR17","doi-asserted-by":"publisher","first-page":"2278","DOI":"10.1109\/5.726791","volume":"86","author":"Y Lecun","year":"1998","unstructured":"Lecun, Y., Bottou, L., Bengio, Y., Haffner, P.: Gradient-based learning applied to document recognition. Proc. IEEE 86(11), 2278\u20132324 (1998)","journal-title":"Proc. IEEE"},{"key":"18_CR18","doi-asserted-by":"crossref","unstructured":"Li, H., Wei, F., Hu, H.: Enabling dynamic network access control with anomaly-based IDS and SDN, pp. 13\u201316 (2019)","DOI":"10.1145\/3309194.3309199"},{"key":"18_CR19","doi-asserted-by":"crossref","unstructured":"Charfadine, S.M., Flauzac, O., Nolot, F., Rabat, C., Gonzalez, C.: Secure exchanges activity in function of event detection with the SDN. In: Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST, vol. 275, pp. 315\u2013324 (2019)","DOI":"10.1007\/978-3-030-16042-5_28"},{"key":"18_CR20","unstructured":"Millstein, F.: Deep Learning with Keras. CreateSpace Independent Publishing Platform (2018)"},{"key":"18_CR21","doi-asserted-by":"crossref","unstructured":"Nguyen, D., Widrow, B.: Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights, pp. 21\u201326 (1990)","DOI":"10.1109\/IJCNN.1990.137819"},{"key":"18_CR22","unstructured":"Simonyan, K., Zisserman, A.: Very deep convolutional networks for large-scale image recognition. arXiv:1409.1556 , September 2014"},{"key":"18_CR23","doi-asserted-by":"crossref","unstructured":"Stouffer, K.A., Falco, J.A., Scarfone, K.A.: SP 800-82. Guide to industrial control systems (ICS) security: supervisory control and data acquisition (SCADA) systems, distributed control systems (DCS), and other control system configurations such as programmable logic controllers (PLC). Technical report, Gaithersburg, MD, United States (2011)","DOI":"10.6028\/NIST.SP.800.82"}],"container-title":["Advances in Intelligent Systems and Computing","Intelligent Systems and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-55190-2_18","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,11]],"date-time":"2024-08-11T12:04:22Z","timestamp":1723377862000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-55190-2_18"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,8,25]]},"ISBN":["9783030551896","9783030551902"],"references-count":23,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-55190-2_18","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2020,8,25]]},"assertion":[{"value":"25 August 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"IntelliSys","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Proceedings of SAI Intelligent Systems Conference","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"London","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"United Kingdom","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 September 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"4 September 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"intellisys2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/saiconference.com\/IntelliSys","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}