Using machine learning to find anomalies in fieldbus networks

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Here are some more detailed figures for the paper "Using machine learning to find anomalies in fieldbus networks":

Dataset 1 - Denial of Service Attack

The figures are in the following order: Entropy Analyser | Local Outlier Factor Analyser | Overall Outliers | Support Vector Machine Analyser | Telegram Count | Unknown Address Analyser

Dataset-1-dos-entropy.png Dataset-1-dos-lof.png Dataset-1-dos-outliers.png Dataset-1-dos-svm.png Dataset-1-dos-telegram-count.png Dataset-1-dos-unknown-addresses.png

Dataset 1 - New Device Attack

The figures are in the following order: Entropy Analyser | Local Outlier Factor Analyser | Overall Outliers | Support Vector Machine Analyser | Telegram Count | Unknown Address Analyser

Dataset-1-newdevice-entropy.png Dataset-1-newdevice-lof.png Dataset-1-newdevice-outliers.png Dataset-1-newdevice-svm.png Dataset-1-newdevice-telegram-count.png Dataset-1-newdevice-unknown-addresses.png

Dataset 1 - Networkscan Attack

The figures are in the following order: Entropy Analyser | Local Outlier Factor Analyser | Overall Outliers | Support Vector Machine Analyser | Telegram Count | Unknown Address Analyser

Dataset-1-scan-entropy.png Dataset-1-scan-lof.png Dataset-1-scan-outliers.png Dataset-1-scan-svm.png Dataset-1-scan-telegram-count.png Dataset-1-scan-unknown-addresses.png

Dataset 1 - Unusual Traffic Attack

The figures are in the following order: Entropy Analyser | Local Outlier Factor Analyser | Overall Outliers | Support Vector Machine Analyser | Telegram Count | Unknown Address Analyser

Dataset-1-unusual-entropy.png Dataset-1-unusual-lof.png Dataset-1-unusual-outliers.png Dataset-1-unusual-svm.png Dataset-1-unusual-telegram-count.png Dataset-1-unusual-unknown-addresses.png

Dataset 2

The figures are in the following order: Entropy Analyser | Local Outlier Factor Analyser | Overall Outliers | Support Vector Machine Analyser | Telegram Count | Unknown Address Analyser

Dataset-2-entropy.png Dataset-2-lof.png Dataset-2-outliers.png Dataset-2-svm.png Dataset-2-telegram-count.png Dataset-2-unknown-addresses.png