https://kalper.net/kp/tag/deep-cyberia/ Deep CYBERIA Wowchemy (https://wowchemy.com)en-usSat, 01 Jan 2022 00:00:00 +0000 https://kalper.net/kp/media/logo_hu7c4e9283a16f91dce013794dd725bda5_36458_300x300_fit_lanczos_3.png https://kalper.net/kp/tag/deep-cyberia/ https://kalper.net/kp/items/projects/deep-cyberia/ Sat, 01 Jan 2022 00:00:00 +0000 https://kalper.net/kp/items/projects/deep-cyberia/ <p>Deep CYBERIA is a novel system focused on <strong>Detecting Sensors Deeply Embedded in Cyber-Physical Systems</strong> via novel machine learning and passive/active/hybrid probing techniques on complex operational technology (OT) networks.</p> <div style="position: relative; padding-bottom: 56.25%; height: 0; overflow: hidden;"> <iframe src="https://www.youtube.com/embed/v1m8YRar0vM" style="position: absolute; top: 0; left: 0; width: 100%; height: 100%; border:0;" allowfullscreen title="YouTube Video"></iframe> </div> <h2 id="overview">Overview</h2> <p>Deep CYBERIA is designed to address the critical capability gap identified by USAF in discovering, identifying and mapping the edge devices and physical sensors connected to those edge devices. The effort is aimed at the outcome of providing situational awareness of Industrial Control Systems/Supervisory Control and Data Acquisition (ICS/SCADA) traffic and devices operating in a network. The situational awareness will support the requirement of performing deep dive filtering analysis and enumeration of ICS traffic.</p> <h2 id="demonstration">Demonstration</h2> <div style="position: relative; padding-bottom: 56.25%; height: 0; overflow: hidden;"> <iframe src="https://www.youtube.com/embed/fMC78jrHcGM" style="position: absolute; top: 0; left: 0; width: 100%; height: 100%; border:0;" allowfullscreen title="YouTube Video"></iframe> </div> <h2 id="organization">Organization</h2> <ul> <li><strong>Sponsor</strong>: US Department of Defense</li> <li><strong>Prime</strong>: Oak Ridge National Laboratory (ORNL) <ul> <li><strong>Subcontract</strong>: MIT Lincoln Laboratory (MIT-LL)</li> </ul> </li> <li><strong>Period</strong>: 2019-2025</li> </ul> <h2 id="gallery">Gallery</h2> <div class="gallery" style="text-align: center;"> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/Decoded-Change-Values-2021-06-07.png" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/Decoded-Change-Values-2021-06-07_hue109fbe02b310f63ab3c586bc22064a1_93831_500x0_resize_q90_lanczos_3.png" loading="lazy" alt="Decoded-Change-Values-2021-06-07.png" width="500" height="329"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/Decoded-Change-Values-2021-06-08.png" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/Decoded-Change-Values-2021-06-08_hu355020a288dbfc68aadb671e6ac1c70e_463461_500x0_resize_q90_lanczos_3.png" loading="lazy" alt="Decoded-Change-Values-2021-06-08.png" width="500" height="262"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/DeepCy-Manufacturer-Bins-2021-11-09.png" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/DeepCy-Manufacturer-Bins-2021-11-09_hu5141697db82b8c3f7f8f295e66494fe7_712463_500x0_resize_q90_lanczos_3.png" loading="lazy" alt="DeepCy-Manufacturer-Bins-2021-11-09.png" width="500" height="272"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_0343.JPG" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_0343_huc7efb4870e3718f3ff8a6e50db791f7f_1649773_500x0_resize_q90_lanczos.JPG" loading="lazy" alt="IMG_0343.JPG" width="500" height="375"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_0344.JPG" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_0344_hu5973bc9be9623511da79d0d0f9f19917_1446888_500x0_resize_q90_lanczos.JPG" loading="lazy" alt="IMG_0344.JPG" width="500" height="375"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_2434.jpg" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_2434_hu88b5ec6cb170d73d82a23e66eeb9fdfb_1875292_500x0_resize_q90_lanczos.jpg" loading="lazy" alt="IMG_2434.jpg" width="500" height="667"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_2435.jpg" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_2435_hu81ac5f1504ea55c0a3f83bed05bc76f8_1615270_500x0_resize_q90_lanczos.jpg" loading="lazy" alt="IMG_2435.jpg" width="500" height="500"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_2449.jpg" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_2449_hub876a41737dcb162189c825a28c54fa3_2119540_500x0_resize_q90_lanczos.jpg" loading="lazy" alt="IMG_2449.jpg" width="500" height="375"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_2515.jpg" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/IMG_2515_hue59622ff84fd3de80cc93eb78cc392d4_1674936_500x0_resize_q90_lanczos.jpg" loading="lazy" alt="IMG_2515.jpg" width="500" height="375"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/sensors-629-630-631.png" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/sensors-629-630-631_hu6d98b02ddcd1f774d0763eb5ba12f040_558972_500x0_resize_q90_lanczos_3.png" loading="lazy" alt="sensors-629-630-631.png" width="500" height="294"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/sensorvalues-all.png" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/sensorvalues-all_hu8f824e7d036d2d168ab032e05d9e7097_26184_500x0_resize_q90_lanczos_3.png" loading="lazy" alt="sensorvalues-all.png" width="500" height="327"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/sensorvalues-light-etc.png" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/sensorvalues-light-etc_hu42dcbb9c08398a72ab033bc7c8236820_104872_500x0_resize_q90_lanczos_3.png" loading="lazy" alt="sensorvalues-light-etc.png" width="500" height="208"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/sensorvalues-temperature-voltage-etc.png" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/sensorvalues-temperature-voltage-etc_hu6034984daff867ac361446bb87683f89_132646_500x0_resize_q90_lanczos_3.png" loading="lazy" alt="sensorvalues-temperature-voltage-etc.png" width="500" height="215"> </a> <a data-fancybox="gallery-deepcy" href="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/sensorvalues-voltage.png" > <img src="https://kalper.net/kp/kp/items/projects/deep-cyberia/images/sensorvalues-voltage_hu5e1a67b4046481027edb45fae424b7ea_132637_500x0_resize_q90_lanczos_3.png" loading="lazy" alt="sensorvalues-voltage.png" width="500" height="209"> </a> </div> <h2 id="related-publications">Related Publications</h2> <p> <div class="media stream-item"> <div class="media-body"> <div class="section-subheading article-title mb-0 mt-0"> <a href="https://kalper.net/kp/kp/publication/2021-04-28-satcps-trust/" >Trust-but-Verify in Cyber-Physical Systems</a> </div> <a href="https://kalper.net/kp/kp/publication/2021-04-28-satcps-trust/" class="summary-link"> <div class="article-style"> Cyber-physical systems span a wide spectrum, from long-lived legacy systems to more modern installations. Trust is an issue that arises across the spectrum, albeit with different variants of goals and constraints. On the one end of the spectrum, legacy systems are characterized by function-based designs in which trust is an implicitly in-built concept&hellip; </div> </a> <div class="stream-meta article-metadata"> <div> <span class="author-highlighted"> <a href="https://kalper.net/kp/kp/author/kalyan-perumalla/">Kalyan Perumalla</a></span><i class="author-notes fas fa-info-circle" data-toggle="tooltip" title="Keynote"></i> </div> </div> <div class="btn-links"> <a class="btn btn-outline-primary btn-page-header btn-sm" href="https://kalper.net/kp/kp/publication/2021-04-28-satcps-trust/2021-04-28-SaTCPS-Trust.pdf" target="_blank" rel="noopener"> PDF </a> <a href="#" class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename="/kp/publication/2021-04-28-satcps-trust/cite.bib"> Cite </a> <a class="btn btn-outline-primary btn-page-header btn-sm" href="https://kalper.net/kp/pubdocs/perumalla-acm-sat-cps-2021-08-18-PTS.pdf" target="_blank" rel="noopener"> Slides </a> <a class="btn btn-outline-primary btn-page-header btn-sm" href="https://doi.org/10.1145/3445969.3450434" target="_blank" rel="noopener"> DOI </a> </div> </div> <div class="ml-3"> <a href="https://kalper.net/kp/kp/publication/2021-04-28-satcps-trust/" > <img src="https://kalper.net/kp/kp/publication/2021-04-28-satcps-trust/featured_hu86cc9740721728098d325e877b0cbe6d_7865224_150x0_resize_lanczos_3.png" alt="Trust-but-Verify in Cyber-Physical Systems" loading="lazy"> </a> </div> </div> <div class="media stream-item"> <div class="media-body"> <div class="section-subheading article-title mb-0 mt-0"> <a href="https://kalper.net/kp/kp/publication/2019-11-15-ieee-deepcyberia/" >Detecting Sensors and Inferring their Relations at Level-0 in Industrial Cyber-Physical Systems</a> </div> <a href="https://kalper.net/kp/kp/publication/2019-11-15-ieee-deepcyberia/" class="summary-link"> <div class="article-style"> In this paper, we present our research and development efforts aimed at addressing the gap in discovering sensors at level 0 in industrial CPS by building a system called Deep-cyberia (Deep Cyber-Physical System Interrogation and Analysis) that incorporates algorithms and interfaces aimed at uncovering sensors and computing estimates of correlations among them. </div> </a> <div class="stream-meta article-metadata"> <div> <span class="author-highlighted"> <a href="https://kalper.net/kp/kp/author/kalyan-perumalla/">Kalyan Perumalla</a></span>, <span > <a href="https://kalper.net/kp/kp/author/srikanth-yoginath/">Srikanth Yoginath</a></span>, <span > <a href="https://kalper.net/kp/kp/author/juan-lopez/">Juan Lopez</a></span> </div> </div> <div class="btn-links"> <a class="btn btn-outline-primary btn-page-header btn-sm" href="https://kalper.net/kp/kp/publication/2019-11-15-ieee-deepcyberia/2019-11-15-IEEE-Deepcyberia.pdf" target="_blank" rel="noopener"> PDF </a> <a href="#" class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename="/kp/publication/2019-11-15-ieee-deepcyberia/cite.bib"> Cite </a> <a class="btn btn-outline-primary btn-page-header btn-sm" href="https://kalper.net/kp/pubdocs/IEEE-HST-Paper-40-V5.pdf" target="_blank" rel="noopener"> Slides </a> <a class="btn btn-outline-primary btn-page-header btn-sm" href="https://doi.org/10.1109/HST47167.2019.9032891" target="_blank" rel="noopener"> DOI </a> </div> </div> <div class="ml-3"> <a href="https://kalper.net/kp/kp/publication/2019-11-15-ieee-deepcyberia/" > <img src="https://kalper.net/kp/kp/publication/2019-11-15-ieee-deepcyberia/featured_hu75bad2993439b0178c3ce72212dbffe1_603987_150x0_resize_lanczos_3.png" alt="Detecting Sensors and Inferring their Relations at Level-0 in Industrial Cyber-Physical Systems" loading="lazy"> </a> </div> </div> <div class="media stream-item"> <div class="media-body"> <div class="section-subheading article-title mb-0 mt-0"> <a href="https://kalper.net/kp/kp/publication/2019-11-01-ieee-cps-forensics/" >Volatile Memory Extraction-Based Approach for Level 0-1 CPS Forensics</a> </div> <a href="https://kalper.net/kp/kp/publication/2019-11-01-ieee-cps-forensics/" class="summary-link"> <div class="article-style"> Our focus is to extract volatile and dynamically changing internal information form CPS 0-1 level devices, and design preliminary schemes to exploit that extracted information. As a case study, we apply the proposed methodology to Modicon PLC using Modbus protocol. We extract the memory layout and subject the device to read operations at the most critical regions of memory. This capability of generating a sequence of volatile memory snapshots for offline, detailed and sophisticated analysis opens a new class of cyber security schemes for CPS forensic analysis, taint analysis and watermarking. </div> </a> <div class="stream-meta article-metadata"> <div> <span > <a href="https://kalper.net/kp/kp/author/rima-asmar-awad/">Rima Asmar Awad</a></span>, <span > <a href="https://kalper.net/kp/kp/author/juan-lopez/">Juan Lopez</a></span>, <span > <a href="https://kalper.net/kp/kp/author/michael-rogers/">Michael Rogers</a></span>, <span class="author-highlighted"> <a href="https://kalper.net/kp/kp/author/kalyan-perumalla/">Kalyan Perumalla</a></span> </div> </div> <div class="btn-links"> <a class="btn btn-outline-primary btn-page-header btn-sm" href="https://kalper.net/kp/kp/publication/2019-11-01-ieee-cps-forensics/2019-11-01-IEEE-CPS-Forensics.pdf" target="_blank" rel="noopener"> PDF </a> <a href="#" class="btn btn-outline-primary btn-page-header btn-sm js-cite-modal" data-filename="/kp/publication/2019-11-01-ieee-cps-forensics/cite.bib"> Cite </a> </div> </div> <div class="ml-3"> <a href="https://kalper.net/kp/kp/publication/2019-11-01-ieee-cps-forensics/" > <img src="https://kalper.net/kp/kp/publication/2019-11-01-ieee-cps-forensics/featured_hu2c925e553cd49077d58e04784d2669de_86924_150x0_resize_lanczos_3.png" alt="Volatile Memory Extraction-Based Approach for Level 0-1 CPS Forensics" loading="lazy"> </a> </div> </div> </p> https://kalper.net/kp/publication/2021-04-28-satcps-trust/ Wed, 28 Apr 2021 00:00:00 +0000 https://kalper.net/kp/publication/2021-04-28-satcps-trust/ <p><a href="https://dl.acm.org/doi/abs/10.1145/3445969.3450434" target="_blank" rel="noopener">https://dl.acm.org/doi/abs/10.1145/3445969.3450434</a></p> https://kalper.net/kp/publication/2019-11-15-ieee-deepcyberia/ Tue, 05 Nov 2019 00:00:00 +0000 https://kalper.net/kp/publication/2019-11-15-ieee-deepcyberia/ <p><a href="https://ieeexplore.ieee.org/abstract/document/9032891" target="_blank" rel="noopener">https://ieeexplore.ieee.org/abstract/document/9032891</a></p>