Digital Twin Security Manager for Adversarial Interference Detection
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Solution Overview
Problem
Monitoring security protocols in highly distributed data processing systems consumes excessive computing resources, increases power consumption, and leads to delays in operation, making it challenging to detect adversarial tampering effectively.
Innovation Solution
Implementing a digital twin of each data processing system that simulates operations and compares actual computations with expected computations, allowing for the identification of potential adversarial interference while conserving resources by only analyzing systems with unexpected computations.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If monitoring security protocols of each data processing system throughout the distributed environment is performed, then detection of adversarial tampering is improved, but computing resource consumption increases
Solution Approach 1:
The patent creates a digital twin of the data processing system that replicates the system's operational characteristics and computation patterns. This copy allows security monitoring to be performed on the twin rather than the actual system, enabling detection of adversarial tampering while preserving the original system's resources for its primary function.
Solution Approach 2:
The monitoring function is segmented into a separate digital twin entity that operates independently from the main data processing system. This segmentation allows the security monitoring tasks to be performed in parallel without interfering with or consuming resources from the primary system operations.
2Reliability
If monitoring security protocols of each data processing system throughout the distributed environment is performed, then detection of adversarial tampering is improved, but power consumption increases
Solution Approach 1:
By creating a digital twin that replicates system behavior, the patent enables security monitoring to occur on the copy rather than the physical system. This reduces the power consumption of the actual data processing system while maintaining comprehensive security monitoring capabilities through the twin's operational analysis.
3Reliability
If monitoring security protocols of each data processing system throughout the distributed environment is performed, then detection of adversarial tampering is improved, but delays in operation occur
Solution Approach 1:
The patent segments the security monitoring function into a separate digital twin that operates in parallel with the main system. This allows the primary data processing operations to proceed without delay while the twin simultaneously performs security protocol monitoring and adversarial tampering detection.
Solution Approach 2:
The digital twin is configured to perform security monitoring and detect adversarial tampering in advance before such threats impact the main system. By having the twin ready and operational beforehand, the system can identify and respond to security issues proactively without causing operational delays.
Data Source
AI summary
Methods and systems for monitoring security of data processing systems throughout a distributed environment are disclosed. To monitor security of data processing systems, a system may include a security manager and one or more data processing systems. The security manager may host a digital twin of each data processing system to simulate operations performed by the corresponding data processing system. The security manager may compare operations performed by a data processing system to operations performed by a digital twin of the data processing system. Differences in the operations performed by the data processing system and the digital twin may indicate the presence of adversarial interference with the data processing system. Data processing systems found to be performing unexpected operations may be subject to further analysis and, if needed, remedial action.