Essays about: "intrusion detection."

Showing result 21 - 25 of 126 essays containing the words intrusion detection..

1. 21. Methods for network intrusion detection : Evaluating rule-based methods and machine learning models on the CIC-IDS2017 dataset

   University essay from Uppsala universitet/Institutionen för informatik och media

   Author : Henrik Lindstedt; [2022]
   Keywords : MLP; random forest; CIC-IDS2017; Snort; Intrusion Detection System;

   Abstract : Network intrusion detection is a task aimed to identify malicious network traffic. Malicious networktraffic is generated when a perpetrator attacks a network or internet-connected device with the intent todisrupt, steal or destroy a service or information. READ MORE

3. 22. The Resilience of Deep Learning Intrusion Detection Systems for Automotive Networks : The effect of adversarial samples and transferability on Deep Learning Intrusion Detection Systems for Controller Area Networks

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Ivo Zenden; [2022]
   Keywords : Vehicle Security; Deep Learning; Controller Area Network; Intrusion Detection System; Adversarial Samples; Fordonssäkerhet; Deep Learning; Controller Area Network; Intrusion Detection System; kontradiktoriska prover;

   Abstract : This thesis will cover the topic of cyber security in vehicles. Current vehicles contain many computers which communicate over a controller area network. This network has many vulnerabilities which can be leveraged by attackers. To combat these attackers, intrusion detection systems have been implemented. READ MORE

4. 23. Airports Runway Monitoring System : Using Thermal Imaging Approach

   University essay from Blekinge Tekniska Högskola

   Author : SAI CHETAN POLURI; SAAROOPYA GUTIPALLI; [2022]
   Keywords : Background subtraction; Computer vision; Distance estimation; Machine Learning; Mammal detection; Thermal Imaging.;

   Abstract : Context: On airport runways, monitoring is done by Precision Runway Monitor (PRM) method with the help of radar. Most of the airports are built near the forests so there is a greater chance of mam-mal intrusion onto the runways leading to massive accidents. READ MORE

5. 24. Increasing the Trustworthiness ofAI-based In-Vehicle IDS usingeXplainable AI

   University essay from Mittuniversitetet/Institutionen för informationssystem och –teknologi

   Author : Hampus Lundberg; [2022]
   Keywords : Intrusion Detection System; In-Vehicle Intrusion Detection System; Machine Learning; Deep Learning; Explainable Artificial Intelligence; Trustworthiness.;

   Abstract : An in-vehicle intrusion detection system (IV-IDS) is one of the protection mechanisms used to detect cyber attacks on electric or autonomous vehicles where anomaly-based IDS solution have better potential at detecting the attacks especially zero-day attacks. Generally, the IV-IDS generate false alarms (falsely detecting normal data as attacks) because of the difficulty to differentiate between normal and attack data. READ MORE

6. 25. Cooperative security log analysis using machine learning : Analyzing different approaches to log featurization and classification

   University essay from Linköpings universitet/Databas och informationsteknik

   Author : Fredrik Malmfors; [2022]
   Keywords : Machine learning; word embeddings; deep learning; LSTM; CNN; auto encoder; NLP; natural language processing; intrusion detection; log analysis; logs; log classification; anomaly detection; supervised learning; unsupervised learning;

   Abstract : This thesis evaluates the performance of different machine learning approaches to log classification based on a dataset derived from simulating intrusive behavior towards an enterprise web application. The first experiment consists of performing attacks towards the web app in correlation with the logs to create a labeled dataset. READ MORE