A machine learning approach to predicting and mitigating traffic congestion

A machine learning approach to predicting and mitigating traffic congestion

This thesis is submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in Computer Science and Engineering, 2024.

Manylion Llyfryddiaeth
Prif Awduron:	Faisal, Abu Fatah Mohammed, Zahid, Chowdhury Zaber Bin, Hasan, Walid Ibne, Talukder, Shuvo
Awduron Eraill:	Esfar-E-Alam, A.M.
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2024
Pynciau:	Traffic congestion Urban mobility Machine learning Traffic prediction Traffic management Traffic engineering > Data processing. Traffic congestion > Prediction. Traffic congestion > Prevention.
Mynediad Ar-lein:	http://hdl.handle.net/10361/23938

Eitemau Tebyg

A novel approach to forecast traffic congestion using CMTF and machine learning
gan: Chowdhury, Md. Mohiuddin, et al.
Cyhoeddwyd: (2018)

Application of machine learning techniques on the context of predicting upcoming traffic congestion and providing the best preferred path
gan: Saquib, Muhammad Sadman, et al.
Cyhoeddwyd: (2019)

Traffic congestions in Dhaka and socio-economic development in Bangladesh: some micro and macro-level connections
gan: Ahmed, Ansar
Cyhoeddwyd: (2017)

Reducing traffic congestion through ride sharing in Bangladesh: a case study of Dhaka City
gan: Mollah, Md Lokman Hossain
Cyhoeddwyd: (2021)

BIGD Quarterly, October –December, 2016
gan: BRAC Institute of Governance and Development, BRAC University
Cyhoeddwyd: (2019)

Reducing traffic congestion level of Dhaka city using policy based algorithm in SUMO
gan: Islam, Khandker Mushfiqul, et al.
Cyhoeddwyd: (2018)

Travel time prediction using machine learning and weather impact on traffic conditions
gan: Deb, Bilash, et al.
Cyhoeddwyd: (2018)

Real time traffic density measurement using computer vision and dynamic traffic control
gan: Chowdhury, Md. Fahim, et al.
Cyhoeddwyd: (2018)

Developing a SIoT compatible novel traffic simulator to evaluate and execute complex SIoT based algorithms in typical road traffic scenarios
gan: Gazi, Sami Muhammad, et al.
Cyhoeddwyd: (2022)

An efficient algorithm for detecting traffic congestion and a framework for smart traffic control system
gan: Karim, Dewan Tanzim ul, et al.
Cyhoeddwyd: (2016)

Crowed source based traffic analysis using machine learning algorithm
gan: Orthy, Marzia Khan, et al.
Cyhoeddwyd: (2017)

Traﬃc congestion reduction in SUMO using reinforcement learning method
gan: Mouly, Radia Rahman, et al.
Cyhoeddwyd: (2021)

An intelligent road traffic management system
gan: Alam, Tahmid Tanzi, et al.
Cyhoeddwyd: (2016)

Impact of background utilization and background traffic on the foreground applications in a wide area network
gan: Uddin, Zia, et al.
Cyhoeddwyd: (2016)

An automated traffic signal management system
gan: Chowdhury, Partha Narayan, et al.
Cyhoeddwyd: (2017)

Four way effective traffic management system
gan: Mehraj, Fahad Sharif, et al.
Cyhoeddwyd: (2023)

Night mode prohibitory traffic signs detection
gan: Biswas, Rubel, et al.
Cyhoeddwyd: (2017)

Traffic sign recognition using deep learning
gan: Amir, Afia Binte, et al.
Cyhoeddwyd: (2020)

Image classification using deep neural network for efficient identification of traffic sign
gan: Saha, Sourajit
Cyhoeddwyd: (2018)

Digitization of the entire traffic system and mitigation of the ongoing traffic crisis across cities of developing nations
gan: Yasar, Mohammad Samin, et al.
Cyhoeddwyd: (2016)

Performance of VoIP networks using MPLS traffic engineering
gan: Faisal, Mohammed Fuad Ad, et al.
Cyhoeddwyd: (2016)

Traffic condition awareness using kalman filter technique with the aid of arduino and matlab embedded system author
Cyhoeddwyd: (2018)

Traffic congestion detection and optimizing traffic flow using object detection, optical flow and fluid dynamics
gan: Hossain, Md. Shahriyar, et al.
Cyhoeddwyd: (2022)

Real time traffic monitoring system using crowd sourced GPS data
gan: Md. Al Amin, et al.
Cyhoeddwyd: (2015)

Work from home: an effective way to enhance employee productivity
gan: Nazneen, Sumaya
Cyhoeddwyd: (2023)

Telecommunications switching, traffic and networks /
gan: Flood, J. E. (John Edward), 1925-
Cyhoeddwyd: (1999)

ইমারত নির্মাণের জন্য ট্রাফিক সার্কুলেশন ছাড়পত্র
gan: সড়ক পরিবহন ও সেতু মন্ত্রণালয়
Cyhoeddwyd: (2023)

Colonial drug trade in South Asia : from Palashi to partition /
gan: Haq, M. Emdadul
Cyhoeddwyd: (2017)

Impact of black-hole and jellyfish attacks in MANET using HTTP traffic
gan: Ahmed, Faisal, et al.
Cyhoeddwyd: (2017)

Crowd source based traffic analysis using machine learning algorithm
gan: Orthy, Marzia Khan, et al.
Cyhoeddwyd: (2018)

Speed limit traffic sign recognition in night mode based on deformable spatial pyramid
gan: Pinku, Subroto Nag
Cyhoeddwyd: (2016)

IoT based smart traffic control system using sumo traffic simulator
gan: Hossain, Sk Md Sunny, et al.
Cyhoeddwyd: (2021)

ট্রাফিক অনাপত্তি ছাড়পত্র
gan: বাংলাদেশ পুলিশ
Cyhoeddwyd: (2023)

Public vehicle ETA system using machine learning
gan: Kabir, Md. Miraz, et al.
Cyhoeddwyd: (2018)

Tuning the TCP congestion control parameters to optimize client-server systems
gan: Uddin, Jia, et al.
Cyhoeddwyd: (2016)

LVQ and HOG based speed limit traffic signs detection and categorization
gan: Biswas, Rubel, et al.
Cyhoeddwyd: (2017)

Role of Dhaka Metropolitan Police (DMP) in present traffic management system of Dhaka City
gan: Arif, Md. Shamsul
Cyhoeddwyd: (2014)

Detection and classification of speed limit traffic signs
gan: Biswas, Rubel, et al.
Cyhoeddwyd: (2017)

Unplanned urbanization and hill cutting: a study on environmental change in sylhet
gan: Rahman, Md. Habibur
Cyhoeddwyd: (2012)

Assessment of road safety awareness and knowledge among drivers and community people: A baseline study
gan: Kumar Saha, Polin, et al.
Cyhoeddwyd: (2022)