A Method of Kill Chains Fusion Based on Granulated Rules and Matrix Computation

Kill chains fusion based on the granulation rules and maintain the association information between the kill chains after the fusion is the focus of granularity research. Among these rules, this paper proposes a structured representation of kill chains in order to generate a weighted correlation stru...

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Main Authors: Haijun Ye, Wei Gao
Format: Article
Language:English
Published: IEEE 2024-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10802890/
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author Haijun Ye
Wei Gao
author_facet Haijun Ye
Wei Gao
author_sort Haijun Ye
collection DOAJ
description Kill chains fusion based on the granulation rules and maintain the association information between the kill chains after the fusion is the focus of granularity research. Among these rules, this paper proposes a structured representation of kill chains in order to generate a weighted correlation structure supported by the weighting relationship. Furthermore, the conversion from the correlation structure to the granular structure based on damage probability is accomplished through the merged granulation set of kill chains. Firstly, a structural granulation method for kill chain merging is established using data to describe the transformation of kill chains in this paper. Then, the matrix computing formed the algorithmic foundation matrix of kill chains through granulation rules involving intermediate and target transformations. Finally, it was obtained that the combined kill chain significantly reduces the demand for resources such as time, missiles, and military aircraft through simulation experiments.
format Article
id doaj-art-1c606ef5284e47dea76d08438850a600
institution Kabale University
issn 2169-3536
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publishDate 2024-01-01
publisher IEEE
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series IEEE Access
spelling doaj-art-1c606ef5284e47dea76d08438850a6002025-01-01T00:01:44ZengIEEEIEEE Access2169-35362024-01-011219822419823610.1109/ACCESS.2024.351843510802890A Method of Kill Chains Fusion Based on Granulated Rules and Matrix ComputationHaijun Ye0Wei Gao1School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, Beijing, ChinaChina Electronics Technology Group Company Ltd., Beijing, ChinaKill chains fusion based on the granulation rules and maintain the association information between the kill chains after the fusion is the focus of granularity research. Among these rules, this paper proposes a structured representation of kill chains in order to generate a weighted correlation structure supported by the weighting relationship. Furthermore, the conversion from the correlation structure to the granular structure based on damage probability is accomplished through the merged granulation set of kill chains. Firstly, a structural granulation method for kill chain merging is established using data to describe the transformation of kill chains in this paper. Then, the matrix computing formed the algorithmic foundation matrix of kill chains through granulation rules involving intermediate and target transformations. Finally, it was obtained that the combined kill chain significantly reduces the demand for resources such as time, missiles, and military aircraft through simulation experiments.https://ieeexplore.ieee.org/document/10802890/Kill chainsassociation informationgranulationmatrix computing
spellingShingle Haijun Ye
Wei Gao
A Method of Kill Chains Fusion Based on Granulated Rules and Matrix Computation
IEEE Access
Kill chains
association information
granulation
matrix computing
title A Method of Kill Chains Fusion Based on Granulated Rules and Matrix Computation
title_full A Method of Kill Chains Fusion Based on Granulated Rules and Matrix Computation
title_fullStr A Method of Kill Chains Fusion Based on Granulated Rules and Matrix Computation
title_full_unstemmed A Method of Kill Chains Fusion Based on Granulated Rules and Matrix Computation
title_short A Method of Kill Chains Fusion Based on Granulated Rules and Matrix Computation
title_sort method of kill chains fusion based on granulated rules and matrix computation
topic Kill chains
association information
granulation
matrix computing
url https://ieeexplore.ieee.org/document/10802890/
work_keys_str_mv AT haijunye amethodofkillchainsfusionbasedongranulatedrulesandmatrixcomputation
AT weigao amethodofkillchainsfusionbasedongranulatedrulesandmatrixcomputation
AT haijunye methodofkillchainsfusionbasedongranulatedrulesandmatrixcomputation
AT weigao methodofkillchainsfusionbasedongranulatedrulesandmatrixcomputation