Anomaly detection In IoT using machine learning algorithms

Anomaly detection In IoT using machine learning algorithms

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science, 2019.

Manylion Llyfryddiaeth
Prif Awduron:	Arko, Aritro Roy, Khan, Saadat Hasan, Preety, A a Anjum, Biswas, Mehrab Hossain
Awduron Eraill:	Chakrabarty, Amitabha
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2019
Pynciau:	IoT (Internet of Things) Anomaly detection Intrusion detection Machine learning algorithms Sensor data Network data UNSW-NB15 Machine learning Internet of things Intrusion detection systems (Computer security) Anomaly detection (Computer security)
Mynediad Ar-lein:	http://hdl.handle.net/10361/12776

Eitemau Tebyg

Performance analysis of intrusion detection systems using the PyCaret machine learning library on the UNSW-NB15 dataset
gan: Abdullah, et al.
Cyhoeddwyd: (2021)

Performance analysis of deep learning algorithms for Intrusion Detection System(IDS) of IoT Security
gan: Fiha, Yeamin Jahan, et al.
Cyhoeddwyd: (2022)

IoT based automated entry system with integration of Covid-19 symptom detection
gan: Ruhin, Rubaiyat Alam, et al.
Cyhoeddwyd: (2024)

Fault detection and predictive maintenance in IoT-based building management system using machine learning
gan: Sabuj, Khaja Sheikh Imran, et al.
Cyhoeddwyd: (2022)

Automated intruder detection from image sequences using minimum volume sets
gan: Ahmed, Tarem, et al.
Cyhoeddwyd: (2016)

A convolutional neural network based model with improved activation function and optimizer for effective intrusion detection and classification
gan: Kabir, Solaiman, et al.
Cyhoeddwyd: (2021)

Advance waterway transport system based on Internet of Things (IoT)
gan: Miah, MD Imtiaj, et al.
Cyhoeddwyd: (2024)

Exploring the intersection of machine learning and explainable artificial intelligence: An analysis and validation of ML models through XAI for intrusion detection
gan: Rahman, Masroor, et al.
Cyhoeddwyd: (2023)

IoT based Road accident controlling model using Wireless Body Area Network and GPS
gan: Islam, Nayem-Ul, et al.
Cyhoeddwyd: (2021)

Modeling and simulation of a gas detecting device for providing safety; and reducing the risk of accidents due to gas explosion or fire
gan: Khan, Rafsan, et al.
Cyhoeddwyd: (2022)

ML based performance assurance and VoC management of highly convergence mobile operator network.
gan: Rahman, Md. Arifur
Cyhoeddwyd: (2024)

IoT based health monitoring system for pregnant women & children
gan: Ohana, Fariha Islam, et al.
Cyhoeddwyd: (2022)

Machine learning based data processing and latency reduction in the internet of things for agriculture
gan: Rahman, Sajeed Ur, et al.
Cyhoeddwyd: (2019)

Fault detection in waste water treatment plant using statistical analysis & machine learning
gan: Haque, Md. Ezazul, et al.
Cyhoeddwyd: (2019)

Learning algorithms for anomaly detection from images
gan: Ahmed, Tarem, et al.
Cyhoeddwyd: (2018)

IoT security risk analysis
gan: Sakib, Nazmus, et al.
Cyhoeddwyd: (2020)

Botnet detection In IoT devices using machine learning
gan: Rouf, Shakir, et al.
Cyhoeddwyd: (2020)

Implementation of an IoT based home automation system using real time sensors
gan: Mandal, Dipta, et al.
Cyhoeddwyd: (2019)

3G and 4G paging success rate based mobile network anomaly detection using supervised and unsupervised learning
gan: Ahasan, Md Rakibul
Cyhoeddwyd: (2022)

Detecting anomalies in human eyes using structural similarity index measurement
gan: Jahan, Monwar, et al.
Cyhoeddwyd: (2019)

Real-time DDoS detection in software-defined networks using machine learning
gan: Hasan, Kadir, et al.
Cyhoeddwyd: (2024)

Introducing AI in garment fault detection using YOLOv5 to reduce bottleneck
gan: Sanjana, Jasia, et al.
Cyhoeddwyd: (2024)

Analyzing security threats and mitigation techniques for fog computing in IoT-enabled smart cities
gan: Emon, Sheikh Sadi, et al.
Cyhoeddwyd: (2024)

The application of Internet Of Things (IoT) to the traditional power grid
gan: Morshed, Ragib, et al.
Cyhoeddwyd: (2020)

Data security model using deep learning and edge computing for Internet of Things (IoT) in smart city
gan: Aziz, Md. Yasin, et al.
Cyhoeddwyd: (2021)

A deep learning based autonomous electric vehicle on unstructured road conditions
gan: Adnan, Ashik, et al.
Cyhoeddwyd: (2021)

Real time performance analysis on DDoS attack detection using machine learning
gan: Suvra, Debashis Kar, et al.
Cyhoeddwyd: (2021)

Multi images retrieved for automatic intruder detection using kernel-based learning algorithm
gan: Shahrear, S.M Fardin, et al.
Cyhoeddwyd: (2016)

Flood monitoring and warning system for embankment using IoT
gan: Dutta, Aparup, et al.
Cyhoeddwyd: (2022)

Using deep learning algorithms to detect violent activities
gan: Ammar, S.M. Rojin, et al.
Cyhoeddwyd: (2019)

The influence of IoT-based agrotech system in Bangladesh on developing urban farming
gan: Barua, Pranto
Cyhoeddwyd: (2023)

Internet of Things (IoT) based air quality index measurement system for Dhaka city
gan: Aurangajeb, Raoha, et al.
Cyhoeddwyd: (2022)

Multi-modal hate speech detection using machine learning
gan: Shill, Ponkoj Chandra, et al.
Cyhoeddwyd: (2021)

TinyML for emotion detection in voice signals: evaluating and proposing algorithms for IoT wearable devices
gan: Ahmed, Hasibul Hasan, et al.
Cyhoeddwyd: (2024)

IoT based air components collection for machine learning reinforcement
gan: Islam, Tanjima, et al.
Cyhoeddwyd: (2024)

Hate speech detection using machine learning techniques
gan: Manzoor, Tahbib, et al.
Cyhoeddwyd: (2024)

Real-time foul detection in football matches using machine learning techniques
gan: Siddiqui, Bishal Sadi, et al.
Cyhoeddwyd: (2024)

IoT smart meter for electricity consumers
gan: Wali-ur- Rahman, Md., et al.
Cyhoeddwyd: (2019)

Malicious data classification in packet data network through hybrid meta deep learning
gan: Tapu, Sakib Uddin, et al.
Cyhoeddwyd: (2023)

Anomaly clustering based on correspondence analysis
gan: Islam, Humayra
Cyhoeddwyd: (2018)