Communication Module Data Recording for Tactical Air Defense
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Solution Overview
Problem
The challenge in tactical air defense systems is the lack of methods for generating, storing, and processing training and verification data for supervised learning of operational avalanche transceiver (LVS) inference machines, which is crucial for improving object classification and identification performance.
Innovation Solution
A sensor system with a network switch, sensor modules, inference machines, and a communication module that integrates a data recording subsystem to collect, annotate, and store raw sensor data for supervised learning, utilizing encryption and wireless communication to ensure secure and efficient data exchange within the tactical air defense system.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If a data recording subsystem is integrated into the communication module, then training and verification data can be collected and stored for supervised learning, but the device complexity increases
Solution Approach 1:
The data recording subsystem is merged with the communication module, combining data acquisition, annotation, and storage functions within an existing system component. This integration approach enables training data collection capability while avoiding the overhead of completely separate systems, thus managing complexity through functional consolidation rather than addition.
Solution Approach 2:
The communication module is enhanced to serve multiple functions: its original communication role plus the new data recording and annotation functions. By making the communication module multi-functional, the system gains training data collection capability without adding dedicated specialized hardware, thereby improving versatility while controlling device complexity.
2Measurement precision
If raw sensor data is annotated with identity information for supervised learning, then machine-based object classification performance improves, but the loss of time for data processing increases
Solution Approach 1:
Identity information is determined and prepared in advance through various means (sensor systems, command post, external authorities) before the actual annotation process. This preliminary determination of identity information reduces the processing time required during the annotation phase, as the data is ready for immediate association with raw sensor data when needed for training.
Solution Approach 2:
The communication module acts as an intermediary that facilitates the annotation process by receiving both raw sensor data and identity information, then combining them efficiently. This intermediary role streamlines the data flow and processing pipeline, reducing overall annotation time while maintaining classification precision.
3Reliability
If encryption devices are used to secure data transmission in the tactical air defense system, then system security improves, but the use of energy increases
Solution Approach 1:
The encryption device operates autonomously as part of the communication module, performing security functions without requiring external intervention or additional energy infrastructure. By making the security system self-contained and self-service, the patent achieves reliable encrypted communication while minimizing additional energy overhead through efficient integrated design.
Data Source
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AI summary
A communication module for components of tactical air defense systems comprises a module processor designed to exchange data with a network switch of a component of a tactical air defense system, a wireless communication device coupled to the module processor and designed to send and receive wireless data signals to and from a wireless network of the tactical air defense system, and an encryption device coupled between the module processor and the wireless communication device and designed toThe module decrypts data signals received from the tactical air defense system's wireless network and forwards them to the module processor. Data signals received by the module processor are then encrypted and forwarded to the wireless communication device for transmission to the tactical air defense system's wireless network. The communication module features an integrated data recording subsystem, coupled with the module processor, designed to store annotated raw sensor data from an optronic sensor system and/or a radar sensor system of the tactical air defense system.