{"id":21928,"date":"2019-10-16T12:17:53","date_gmt":"2019-10-16T12:17:53","guid":{"rendered":"https:\/\/www.infosim.net\/stablenet\/?p=21928"},"modified":"2023-08-30T11:23:38","modified_gmt":"2023-08-30T11:23:38","slug":"optical-network-security","status":"publish","type":"post","link":"https:\/\/www.infosim.net\/stablenet\/resources\/proof-of-concept\/optical-network-security\/","title":{"rendered":"Optical network security"},"content":{"rendered":"\n[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;3.22&#8243; custom_padding=&#8221;||0px|&#8221;][et_pb_row _builder_version=&#8221;3.25&#8243; custom_margin=&#8221;5%|||&#8221; custom_padding=&#8221;0px||0px|&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;3.25&#8243; custom_padding=&#8221;|||&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text admin_label=&#8221;H1 Text&#8221; _builder_version=&#8221;3.27.4&#8243; header_font=&#8221;|700|||||||&#8221; header_font_size=&#8221;26px&#8221; header_2_font=&#8221;|700|||||||&#8221; custom_margin=&#8221;0px||0px|&#8221; custom_padding=&#8221;||0px|&#8221; header_font_size_tablet=&#8221;&#8221; header_font_size_phone=&#8221;25px&#8221; header_font_size_last_edited=&#8221;on|phone&#8221; header_line_height_tablet=&#8221;1.1em&#8221; header_line_height_phone=&#8221;&#8221; header_line_height_last_edited=&#8221;on|desktop&#8221; header_2_font_size_tablet=&#8221;&#8221; header_2_font_size_phone=&#8221;28px&#8221; header_2_font_size_last_edited=&#8221;on|phone&#8221;]<h1>Machine learning assisted monitoring of optical network security<\/h1>[\/et_pb_text][et_pb_text admin_label=&#8221;H2 Text&#8221; _builder_version=&#8221;3.27.4&#8243; header_2_font_size=&#8221;1.3rem&#8221; header_2_line_height=&#8221;1.5em&#8221; header_3_font_size=&#8221;1.3rem&#8221; header_3_line_height=&#8221;1.5em&#8221; custom_margin=&#8221;||0px|&#8221; header_2_font_size_tablet=&#8221;1rem&#8221; header_2_font_size_phone=&#8221;&#8221; header_2_font_size_last_edited=&#8221;on|desktop&#8221; header_3_font_size_tablet=&#8221;1rem&#8221; header_3_font_size_phone=&#8221;&#8221; header_3_font_size_last_edited=&#8221;on|phone&#8221;]<h2>Chalmers University of Technology (Sweden), TIM (Italy), and Infosim<sup style=\"font-size: 50%;\">\u00ae<\/sup> PoC<\/h2>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; module_id=&#8221;mission-statement&#8221; _builder_version=&#8221;3.22&#8243; custom_margin=&#8221;||0px|&#8221; custom_padding=&#8221;0px|0px|0px|0px&#8221;][et_pb_row column_structure=&#8221;1_2,1_2&#8243; custom_padding_last_edited=&#8221;on|tablet&#8221; _builder_version=&#8221;3.25&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; custom_padding=&#8221;||0px|&#8221; custom_padding_tablet=&#8221;0px||0px|&#8221; custom_padding_phone=&#8221;&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;3.25&#8243; custom_padding=&#8221;|||&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;3.27.4&#8243; header_line_height=&#8221;2em&#8221; header_3_font_size=&#8221;1.3rem&#8221; header_3_letter_spacing=&#8221;1&#8243; header_3_line_height=&#8221;1.5&#8243; text_line_height_tablet=&#8221;&#8221; text_line_height_phone=&#8221;&#8221; text_line_height_last_edited=&#8221;on|phone&#8221; header_line_height_tablet=&#8221;&#8221; header_line_height_phone=&#8221;&#8221; header_line_height_last_edited=&#8221;on|tablet&#8221;]<p>Demonstrated live at ECOC\u201919 held in Dublin, the PoC showed an integrated approach for detecting and localizing malicious attacks targeting service disruption at the optical layer. The security management system uses the largest experimental data set related to optical network security reported thus far, obtained by subjecting TIM\u2019s network testbed to in-band jamming, out-of-band jamming and polarization scrambling attacks. \nThe data is collected by StableNet<sup style=\"font-size: 50%;\">\u00ae<\/sup>  and processed by attack detection and localization modules developed by Chalmers. The type and intensity of an experienced attack is identified by applying a pre-trained artificial neural network, while an unsupervised learning technique DBSCAN facilitates detection of previously unseen attacks. Attack source localization relies on correlating security statuses of connections across the network modelled with binary words called attack syndromes. <\/p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;3.25&#8243; custom_padding=&#8221;|||&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_gallery gallery_ids=&#8221;21933&#8243; fullwidth=&#8221;on&#8221; admin_label=&#8221;Galerie 1&#8243; _builder_version=&#8221;4.4.0&#8243; max_width=&#8221;80%&#8221; module_alignment=&#8221;center&#8221;][\/et_pb_gallery][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_2,1_2&#8243; _builder_version=&#8221;3.25&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;3.25&#8243; custom_padding=&#8221;|||&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_text _builder_version=&#8221;3.27.4&#8243; text_line_height_tablet=&#8221;&#8221; text_line_height_phone=&#8221;&#8221; text_line_height_last_edited=&#8221;on|phone&#8221;]<p>The demonstrator features a rich set of attack regimes, where attack type, intensity and physical location can be dynamically selected by the demo attendees through a graphical user interface. The interface also features a rich graphical representation of the outputs of attack detection and localization modules as well as a deep analysis of the security status of each network element. \nThe modules are implemented in the form of containers and use standard, open interfaces, whose interoperability with contemporary network management platforms was showcased through integration with StableNet<sup style=\"font-size: 50%;\">\u00ae<\/sup>. This demonstration represents an important step towards enabling holistic, integrated data analytics and enhancing optical network security.<\/p>[\/et_pb_text][et_pb_text _builder_version=&#8221;3.27.4&#8243; link_option_url=&#8221;https:\/\/www.youtube.com\/watch?v=Egw_6RgPUhQ&#8221; link_option_url_new_window=&#8221;on&#8221;]<p><b>Want to see more? 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