학술논문

Operational System of Systems Capability Evaluation: A Information Granule-Based Capability Representation and Evaluation Method
Document Type
Conference
Source
2024 3rd International Conference on Artificial Intelligence and Computer Information Technology (AICIT) Artificial Intelligence and Computer Information Technology (AICIT), 2024 3rd International Conference on. :1-9 Sep, 2024
Subject
Communication, Networking and Broadcast Technologies
Computing and Processing
Power, Energy and Industry Applications
Robotics and Control Systems
Signal Processing and Analysis
Weapons
Evaluation models
Semantics
Training data
Transforms
Data models
Data mining
Information technology
Electromagnetics
System of systems
system of systems
capability evaluation
gran-ular computing
information granules
Language
Abstract
The modern military confrontations often involve simultaneous activities such as electromagnetic warfare, network information warfare, and weapon firepower confrontation. These confrontations typically take the form of a system of systems (SoS), which is a complex system with diverse data types, large volumes of data, and intricate data transmission networks. To ensure absolute superiority in military confrontations, combat commanders must be able to extract knowledge from the complex SoS data and intuitively understand and evaluate its various capabilities in order to promptly implement appropriate command measures. This study proposes a granular description-based method for evaluating SoS capabilities to achieve rapid and intuitive cognition of SoS capabilities. The method aims to transform the problem of evaluating SoS capabilities into a granular modeling problem consisting of three stages: the first stageinvolveso rganizing t he S oS data a nd constructing a dataset encompassing SoS capability; the second stage focuses on constructing capability information granules; the third stage develops an information granule-based model using historical SoS data. Based on the SoS capability dataset generated by the constructed SoS-level combat confrontation simulation environment, a series of experiments concerning the generated dataset are implemented to exhibit the process and effect of the proposed granular-based evaluation method.