Urban pattern recognition from multi-spectral satellite images and flood prediction using machine learning models

Urban pattern recognition from multi-spectral satellite images and flood prediction using machine learning models

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

Manylion Llyfryddiaeth
Prif Awduron:	Tasnia, Rifah, Fuad, Sorder Md Farhan
Awduron Eraill:	Islam, Md. Saiful
Fformat:	Traethawd Ymchwil
Iaith:	English
Cyhoeddwyd:	Brac University 2024
Pynciau:	Flood prediction Machine learning UNET Multi-spectral satellite image Neural network VGG16 Pattern recognition. Optical data processing. Flood forecasting > Remote sensing.
Mynediad Ar-lein:	http://hdl.handle.net/10361/24340

Eitemau Tebyg

Remote sensing and its applications /
gan: Narayan, L. R. A.
Cyhoeddwyd: (1999)

Predicting climate induced floods using machine learning
gan: Saleh, Chowdhury Nafis, et al.
Cyhoeddwyd: (2022)

Distributed processing of large remote sensing images using mapreduce : a case of edge detection methods /
gan: Tesfamariam, Ermias Beyene
Cyhoeddwyd: (2011)

Localization of aid – a case of Bangladesh flood 2017
gan: Alam, Shofiul
Cyhoeddwyd: (2018)

Perspectives on flood 1998 /
Cyhoeddwyd: (2000)

Flood 2000 /
Cyhoeddwyd: (2002)

Identification of flood victims and assessing damage: exploring some methodologlcal issues
gan: Ahmed, Syed Masud
Cyhoeddwyd: (2020)

A comparative analysis of different types of flood shelters in Bangladesh
gan: Mallick, Professor Fuad Hassan, et al.
Cyhoeddwyd: (2012)

The state of GIS application in flood management of Bangladesh
gan: Rahman, Halima
Cyhoeddwyd: (2011)

Bangladesh floods : views from home and abroad /
Cyhoeddwyd: (1998)

Health during disaster: sharing experiences with 1998 flood victims
gan: Shahaduzzaman
Cyhoeddwyd: (2019)

Flood management model final report.
Cyhoeddwyd: (1994)

Assessing the effectiveness of structural and non-structural flood mitigation measures of Bushrod island’s unplanned settlements
gan: Kamara, Abu Sumaila
Cyhoeddwyd: (2024)

Flood management model final report.
Cyhoeddwyd: (1994)

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

A guide to identification of affected persons, damage estimation and need-assessment during flood
gan: Ahmed, Syed Masud
Cyhoeddwyd: (2019)

Options for flood risk and damage reduction in Bangladesh /

Application of scientific and indigenous knowledge for flood management in Northwest Bangladesh
gan: Ahmmed, Sohel
Cyhoeddwyd: (2015)

Implementing machine learning techniques to forecast floods In Bangladesh based on historical data
gan: Toufique, S.M, et al.
Cyhoeddwyd: (2024)

BRAC University donates Tk. 65 lakh for flood victims
gan: The Daily Star
Cyhoeddwyd: (2022)

An effective real-time flood disaster management with automated GSM warning system
gan: Faruk, Omar, et al.
Cyhoeddwyd: (2024)

Theory of Reflectance and Emittance Spectroscopy
gan: Bruce Hapke
Cyhoeddwyd: (2012)

Needs of resilient structure: a case study of flood disaster in Phuentsholing, Bhutan
gan: Chhettri, Ran bdr
Cyhoeddwyd: (2024)

Flood vulnerability and associated risk management in Umuebu community, Ukwuani Local Government Area of Delta State, Nigeria
gan: Oghenemudiakevwe, Aghanenu
Cyhoeddwyd: (2023)

Upgrading homesteads to flood shelters in char Kochkhali, Gaibandha
gan: Adham, Md. Rubayet IBN
Cyhoeddwyd: (2011)

Design and dissemination of community oriented flood warning message
gan: Hossain, Md. Saiful
Cyhoeddwyd: (2011)

Can Bangladesh be protected from floods? /
gan: Brammer, H.
Cyhoeddwyd: (2004)

Assessment methods and standard loss database for Bangladesh : flood loss potentials in non-agricultural sectors /
gan: Nabiul Islam, K. M.
Cyhoeddwyd: (2005)

Indigenous coping mechanisms in combating flood
gan: Morshed, Monzu
Cyhoeddwyd: (2011)

Local level hazard maps for flood,storm sugar and salinity : study report /
Cyhoeddwyd: (2013)

Flood '98 and BRAC - a case study on three slums in Dhanmandi area of Dhaka city
gan: Rashid, Sabina, et al.
Cyhoeddwyd: (2019)

Flood prediction using machine learning models
gan: Syeed, Miah Mohammad Asif, et al.
Cyhoeddwyd: (2022)

Flood disaster mitigation in DND: land use perspective
gan: Munshi, Md. Ruhul Amin
Cyhoeddwyd: (2011)

A visit to a flood shelter in Dhaka City
gan: Karim, Fazlul, et al.
Cyhoeddwyd: (2020)

Urban flooding of greater Dhaka in a changing climate : building local resilience to disaster risk /
gan: Dasgupta, Susmita, 1961-

Impacts of flood in urban Bangladesh : micro and macro level analysis /
gan: Nabiul Islam, K. M.

Policy brief : local level hazard maps for flood, storm surge & salinity /
Cyhoeddwyd: (2014)

Predicting Urban trends of growth with Google Earth Engine
gan: Islam, Rifah Tasmiah, et al.
Cyhoeddwyd: (2023)

Living with floods : an exercise in alternatives /
Cyhoeddwyd: (1999)

How to include disability issues in disaster management : following flooods 2004 in Bangladesh.
Cyhoeddwyd: (2005)