OpenScience - User contributions [en]

Using machine learning to find anomalies in fieldbus networks

2018-12-06T14:05:46Z

Jg460: /* Licence added */

User:Jg460

2018-11-15T09:43:27Z

Jg460:

* [https://iuk.uni-rostock.de/mitarbeiter/m_sc_johannes_goltz/ Johannes Goltz] - johannes.goltz (at) uni-rostock.de

Using machine learning to find anomalies in fieldbus networks

2018-11-14T09:18:25Z

Jg460: /* Log-Analyse hinzugefügt */

File:Dataset-2-telegrams-per-weekday.pdf

2018-11-14T09:15:18Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Telegrams per Weekday in Logfile

Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Telegrams per Weekday in Logfile

File:Dataset-2-telegrams-per-hour.pdf

2018-11-14T09:14:52Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Telegrams per Hour in Logfile

Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Telegrams per Hour in Logfile

Using machine learning to find anomalies in fieldbus networks

2018-11-14T09:00:47Z

Jg460: /* Analyser-Output added */

File:Dataset-2-unknown-addresses.png

2018-11-14T08:41:43Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Unknown Address Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Unknown Address Analyser

File:Dataset-2-telegram-count.png

2018-11-14T08:41:31Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Telegram Count

Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Telegram Count

File:Dataset-2-svm.png

2018-11-14T08:41:20Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Support Vector Machine Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Support Vector Machine Analyser

File:Dataset-2-outliers.png

2018-11-14T08:41:03Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Overall Outliers

Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Overall Outliers

File:Dataset-2-lof.png

2018-11-14T08:40:49Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Local Outlier Factor Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Local Outlier Factor Analyser

File:Dataset-2-entropy.png

2018-11-14T08:40:03Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Entropy Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 2 - Entropy Analyser

File:Dataset-1-unusual-unknown-addresses.png

2018-11-14T08:39:23Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Unknown Address Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Unknown Address Analyser

File:Dataset-1-unusual-telegram-count.png

2018-11-14T08:38:28Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Telegram Count

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Telegram Count

File:Dataset-1-unusual-svm.png

2018-11-14T08:38:09Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Support Vector Machine Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Support Vector Machine Analyser

File:Dataset-1-unusual-outliers.png

2018-11-14T08:37:52Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Overall Outliers

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Overall Outliers

File:Dataset-1-unusual-lof.png

2018-11-14T08:34:35Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Local Outlier Factor Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Local Outlier Factor Analyser

File:Dataset-1-unusual-entropy.png

2018-11-14T08:34:17Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Entropy Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Unusual Traffic Attack - Entropy Analyser

File:Dataset-1-scan-unknown-addresses.png

2018-11-14T08:33:17Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Unknown Address Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Unknown Address Analyser

File:Dataset-1-scan-telegram-count.png

2018-11-14T08:32:57Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Telegram Count

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Telegram Count

File:Dataset-1-scan-svm.png

2018-11-14T08:32:19Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Support Vector Machine Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Support Vector Machine Analyser

File:Dataset-1-scan-outliers.png

2018-11-14T08:31:59Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Overall Outliers

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Overall Outliers

File:Dataset-1-scan-lof.png

2018-11-14T08:31:41Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Local Outlier Factor Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Local Outlier Factor Analyser

File:Dataset-1-scan-entropy.png

2018-11-14T08:31:23Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Entropy Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Networkscan Attack - Entropy Analyser

File:Dataset-1-newdevice-unknown-addresses.png

2018-11-14T08:30:39Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Unknown Address Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Unknown Address Analyser

File:Dataset-1-newdevice-telegram-count.png

2018-11-14T08:30:12Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Telegram Count

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Telegram Count

File:Dataset-1-newdevice-svm.png

2018-11-14T08:27:54Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Support Vector Machine Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Support Vector Machine Analyser

File:Dataset-1-newdevice-outliers.png

2018-11-14T08:16:42Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Overall Outliers

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Overall Outliers

File:Dataset-1-newdevice-lof.png

2018-11-14T08:15:59Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Local Outlier Factor Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Local Outlier Factor Analyser

File:Dataset-1-newdevice-entropy.png

2018-11-14T08:15:38Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Entropy Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - New Device Attack - Entropy Analyser

File:Dataset-1-dos-unknown-addresses.png

2018-11-14T08:15:12Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Unknown Address Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Unknown Address Analyser

File:Dataset-1-dos-telegram-count.png

2018-11-14T08:14:46Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Telegram Count

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Telegram Count

File:Dataset-1-dos-svm.png

2018-11-14T08:14:20Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Support Vector Machine Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Support Vector Machine Analyser

File:Dataset-1-dos-outliers.png

2018-11-14T08:13:43Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Overall Outliers

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Overall Outliers

File:Dataset-1-dos-lof.png

2018-11-14T08:13:04Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Local Outlier Factor Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Local Outlier Factor Analyser

File:Dataset-1-dos-entropy.png

2018-11-14T08:12:36Z

Jg460: Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Entropy Analyser

Using machine learning to find anomalies in fieldbus networks - Dataset 1 - Denial of Service Attack - Entropy Analyser

Intrusion Detection in Fieldbuses

2018-11-06T14:51:00Z

Jg460: Created page with "This page currently contains additional data for projects investigating intrusions in fieldbus networks: Using machine learning to find anomalies in fieldbus networks"

This page currently contains additional data for projects investigating intrusions in fieldbus networks:

[[Using machine learning to find anomalies in fieldbus networks]]

Template:Projects

2018-11-06T14:48:53Z

Jg460:

* [[Routing with Predicted Network Conditions]]
* [[Solarnode Telemetry]]
* [[Social Networks]]
* [[Opennet]]
* [[Intrusion Detection in Fieldbuses]]

User:Jg460

2018-07-26T06:30:43Z

Jg460:

* Johannes Goltz - johannes.goltz (at) uni-rostock.de

User:Jg460

2018-07-26T06:27:12Z

Jg460:

* Johannes Goltz - mailto:johannes.goltz@uni-rostock.de