ARAT is a complete vulnerabilities testing, penetration and data analytics platform full AI\/ML support for anomaly and attack detection. ARAT was originally developed to meet our own requirements in vulnerabilities and penetration testing of individual (embedded) systems and complete, complex networks, and also for our work in hardware level and side channel attacks.<\/strong><\/h3>\nARAT allows to stimulate systems in different ways. For example, ARAT controls, using rule-based or AI\/ML-based orchestration, standard and self-developed exploration, vulnerabilities and penetration test penetration test tools, for network traffic and other interfaces, for example UART, CAN, I2C, field buses and so on. It collects response information, e.g. from network tapping (PCAP), interfaces and physical sensors like Digital Storage Oscilloscopes (DSO) or Software Define Radios (SDR). It especially supports an FPGA\/SoC based integrated, high performance stimulation and observation device for Side Channel Analysis, which we developed inhouse at ObjectSecurity. Finally, ARAT supports result analytics-based rules, statistics, AI\/ML and visual analytics.<\/h3>\nThe main advantage of ARAT is its high agility over the entire simulation, observation and analytics cycle. It fully integrates automation with interactive visual analytics.\u00a0 <\/em><\/h3>\n\u00a0<\/strong><\/h3>\n<\/div>ARAT has a wide range of features to support vulnerabilities testing, penetration and analytics:<\/h3>\n<\/div><\/div><\/div><\/div><\/div>Vulnerability testing, penetration, analytics<\/h3>\n\n- Data visualization<\/li>\n
- Statistics<\/li>\n
- AI\/ML<\/li>\n
- Standard toolkits integration, e.g. TensorFlow<\/li>\n
- Analytics can directly control simulation and acquisition<\/li>\n
- Test scripting<\/li>\n
- AI\/ML control of tests\/attacks<\/li>\n<\/ul>\n<\/div><\/div><\/div>
Full integration of stimulation, data acquisition & analytics<\/h3>\n\n- Network security<\/li>\n
- Side channel attacks<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Stimulation<\/h3>\n\n- Network traffic<\/li>\n
- Scanning and attacks (OpenVAS, Metasploit, \u2026)<\/li>\n
- Interfaces (UART, JTAG, CAN, I2C)<\/li>\n
- Glitching<\/li>\n<\/ul>\n<\/div><\/div><\/div>
Data acquisition<\/h3>\n\n- Network traffic (pcap)<\/li>\n
- Syslog<\/li>\n
- Interfaces<\/li>\n
- Digital Storage Oscilloscope\/timer\/counter<\/li>\n
- Software Define Radio (SDR)<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Here is a screenshot of the ARAT platform in action:<\/span><\/h3>\n<\/div>![](\"https:\/\/i0.wp.com\/objectsecurity.com\/wp-content\/uploads\/2024\/09\/shot-graph1.png?resize=1024%2C566&ssl=1\" "\\"shot-graph1\\"")
<\/span><\/div><\/div><\/div><\/div><\/div><\/h3>\nDifferential Stimulus<\/strong><\/h3>\n<\/div><\/div><\/div>ARAT supports our patent-pending Differential Stimulus technology, which enables effective and efficient Artificial Intelligence and Machine Learning (AI\/ML) based anomalies detection and analytics. Our technology greatly improves the probability to detect anomalies using AI\/ML \u2013 even in the used training baseline data.<\/h3>\n<\/div><\/div><\/div>
The main advantage of ARAT is its high agility over the entire simulation, observation and analytics cycle. It fully integrates automation with interactive visual analytics.\u00a0 <\/em><\/h3>\n\u00a0<\/strong><\/h3>\n<\/div>ARAT has a wide range of features to support vulnerabilities testing, penetration and analytics:<\/h3>\n<\/div><\/div><\/div><\/div><\/div>Vulnerability testing, penetration, analytics<\/h3>\n\n- Data visualization<\/li>\n
- Statistics<\/li>\n
- AI\/ML<\/li>\n
- Standard toolkits integration, e.g. TensorFlow<\/li>\n
- Analytics can directly control simulation and acquisition<\/li>\n
- Test scripting<\/li>\n
- AI\/ML control of tests\/attacks<\/li>\n<\/ul>\n<\/div><\/div><\/div>
Full integration of stimulation, data acquisition & analytics<\/h3>\n\n- Network security<\/li>\n
- Side channel attacks<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Stimulation<\/h3>\n\n- Network traffic<\/li>\n
- Scanning and attacks (OpenVAS, Metasploit, \u2026)<\/li>\n
- Interfaces (UART, JTAG, CAN, I2C)<\/li>\n
- Glitching<\/li>\n<\/ul>\n<\/div><\/div><\/div>
Data acquisition<\/h3>\n\n- Network traffic (pcap)<\/li>\n
- Syslog<\/li>\n
- Interfaces<\/li>\n
- Digital Storage Oscilloscope\/timer\/counter<\/li>\n
- Software Define Radio (SDR)<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Here is a screenshot of the ARAT platform in action:<\/span><\/h3>\n<\/div><\/span><\/div><\/div><\/div><\/div><\/div><\/h3>\nDifferential Stimulus<\/strong><\/h3>\n<\/div><\/div><\/div>ARAT supports our patent-pending Differential Stimulus technology, which enables effective and efficient Artificial Intelligence and Machine Learning (AI\/ML) based anomalies detection and analytics. Our technology greatly improves the probability to detect anomalies using AI\/ML \u2013 even in the used training baseline data.<\/h3>\n<\/div><\/div><\/div>
ARAT has a wide range of features to support vulnerabilities testing, penetration and analytics:<\/h3>\n<\/div><\/div><\/div><\/div><\/div>Vulnerability testing, penetration, analytics<\/h3>\n\n- Data visualization<\/li>\n
- Statistics<\/li>\n
- AI\/ML<\/li>\n
- Standard toolkits integration, e.g. TensorFlow<\/li>\n
- Analytics can directly control simulation and acquisition<\/li>\n
- Test scripting<\/li>\n
- AI\/ML control of tests\/attacks<\/li>\n<\/ul>\n<\/div><\/div><\/div>
Full integration of stimulation, data acquisition & analytics<\/h3>\n\n- Network security<\/li>\n
- Side channel attacks<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Stimulation<\/h3>\n\n- Network traffic<\/li>\n
- Scanning and attacks (OpenVAS, Metasploit, \u2026)<\/li>\n
- Interfaces (UART, JTAG, CAN, I2C)<\/li>\n
- Glitching<\/li>\n<\/ul>\n<\/div><\/div><\/div>
Data acquisition<\/h3>\n\n- Network traffic (pcap)<\/li>\n
- Syslog<\/li>\n
- Interfaces<\/li>\n
- Digital Storage Oscilloscope\/timer\/counter<\/li>\n
- Software Define Radio (SDR)<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Here is a screenshot of the ARAT platform in action:<\/span><\/h3>\n<\/div><\/span><\/div><\/div><\/div><\/div><\/div><\/h3>\nDifferential Stimulus<\/strong><\/h3>\n<\/div><\/div><\/div>ARAT supports our patent-pending Differential Stimulus technology, which enables effective and efficient Artificial Intelligence and Machine Learning (AI\/ML) based anomalies detection and analytics. Our technology greatly improves the probability to detect anomalies using AI\/ML \u2013 even in the used training baseline data.<\/h3>\n<\/div><\/div><\/div>
Vulnerability testing, penetration, analytics<\/h3>\n\n- Data visualization<\/li>\n
- Statistics<\/li>\n
- AI\/ML<\/li>\n
- Standard toolkits integration, e.g. TensorFlow<\/li>\n
- Analytics can directly control simulation and acquisition<\/li>\n
- Test scripting<\/li>\n
- AI\/ML control of tests\/attacks<\/li>\n<\/ul>\n<\/div><\/div><\/div>
Full integration of stimulation, data acquisition & analytics<\/h3>\n\n- Network security<\/li>\n
- Side channel attacks<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Stimulation<\/h3>\n\n- Network traffic<\/li>\n
- Scanning and attacks (OpenVAS, Metasploit, \u2026)<\/li>\n
- Interfaces (UART, JTAG, CAN, I2C)<\/li>\n
- Glitching<\/li>\n<\/ul>\n<\/div><\/div><\/div>
Data acquisition<\/h3>\n\n- Network traffic (pcap)<\/li>\n
- Syslog<\/li>\n
- Interfaces<\/li>\n
- Digital Storage Oscilloscope\/timer\/counter<\/li>\n
- Software Define Radio (SDR)<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Here is a screenshot of the ARAT platform in action:<\/span><\/h3>\n<\/div><\/span><\/div><\/div><\/div><\/div><\/div><\/h3>\nDifferential Stimulus<\/strong><\/h3>\n<\/div><\/div><\/div>ARAT supports our patent-pending Differential Stimulus technology, which enables effective and efficient Artificial Intelligence and Machine Learning (AI\/ML) based anomalies detection and analytics. Our technology greatly improves the probability to detect anomalies using AI\/ML \u2013 even in the used training baseline data.<\/h3>\n<\/div><\/div><\/div>
Full integration of stimulation, data acquisition & analytics<\/h3>\n\n- Network security<\/li>\n
- Side channel attacks<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Stimulation<\/h3>\n\n- Network traffic<\/li>\n
- Scanning and attacks (OpenVAS, Metasploit, \u2026)<\/li>\n
- Interfaces (UART, JTAG, CAN, I2C)<\/li>\n
- Glitching<\/li>\n<\/ul>\n<\/div><\/div><\/div>
Data acquisition<\/h3>\n\n- Network traffic (pcap)<\/li>\n
- Syslog<\/li>\n
- Interfaces<\/li>\n
- Digital Storage Oscilloscope\/timer\/counter<\/li>\n
- Software Define Radio (SDR)<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Here is a screenshot of the ARAT platform in action:<\/span><\/h3>\n<\/div><\/span><\/div><\/div><\/div><\/div><\/div><\/h3>\nDifferential Stimulus<\/strong><\/h3>\n<\/div><\/div><\/div>ARAT supports our patent-pending Differential Stimulus technology, which enables effective and efficient Artificial Intelligence and Machine Learning (AI\/ML) based anomalies detection and analytics. Our technology greatly improves the probability to detect anomalies using AI\/ML \u2013 even in the used training baseline data.<\/h3>\n<\/div><\/div><\/div>
Stimulation<\/h3>\n\n- Network traffic<\/li>\n
- Scanning and attacks (OpenVAS, Metasploit, \u2026)<\/li>\n
- Interfaces (UART, JTAG, CAN, I2C)<\/li>\n
- Glitching<\/li>\n<\/ul>\n<\/div><\/div><\/div>
Data acquisition<\/h3>\n\n- Network traffic (pcap)<\/li>\n
- Syslog<\/li>\n
- Interfaces<\/li>\n
- Digital Storage Oscilloscope\/timer\/counter<\/li>\n
- Software Define Radio (SDR)<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Here is a screenshot of the ARAT platform in action:<\/span><\/h3>\n<\/div><\/span><\/div><\/div><\/div><\/div><\/div><\/h3>\nDifferential Stimulus<\/strong><\/h3>\n<\/div><\/div><\/div>ARAT supports our patent-pending Differential Stimulus technology, which enables effective and efficient Artificial Intelligence and Machine Learning (AI\/ML) based anomalies detection and analytics. Our technology greatly improves the probability to detect anomalies using AI\/ML \u2013 even in the used training baseline data.<\/h3>\n<\/div><\/div><\/div>
Data acquisition<\/h3>\n\n- Network traffic (pcap)<\/li>\n
- Syslog<\/li>\n
- Interfaces<\/li>\n
- Digital Storage Oscilloscope\/timer\/counter<\/li>\n
- Software Define Radio (SDR)<\/li>\n<\/ul>\n<\/div><\/div><\/div><\/div><\/div>
Here is a screenshot of the ARAT platform in action:<\/span><\/h3>\n<\/div><\/span><\/div><\/div><\/div><\/div><\/div><\/h3>\nDifferential Stimulus<\/strong><\/h3>\n<\/div><\/div><\/div>ARAT supports our patent-pending Differential Stimulus technology, which enables effective and efficient Artificial Intelligence and Machine Learning (AI\/ML) based anomalies detection and analytics. Our technology greatly improves the probability to detect anomalies using AI\/ML \u2013 even in the used training baseline data.<\/h3>\n<\/div><\/div><\/div>
Here is a screenshot of the ARAT platform in action:<\/span><\/h3>\n<\/div><\/span><\/div><\/div><\/div><\/div><\/div><\/h3>\nDifferential Stimulus<\/strong><\/h3>\n<\/div><\/div><\/div>ARAT supports our patent-pending Differential Stimulus technology, which enables effective and efficient Artificial Intelligence and Machine Learning (AI\/ML) based anomalies detection and analytics. Our technology greatly improves the probability to detect anomalies using AI\/ML \u2013 even in the used training baseline data.<\/h3>\n<\/div><\/div><\/div>
<\/span><\/div><\/div><\/div><\/div><\/div>![](\"https:\/\/i0.wp.com\/objectsecurity.com\/wp-content\/uploads\/2024\/09\/DS-pic.png?resize=944%2C1024&ssl=1\" "\\"DS-pic\\"")
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