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.

Bibliografiske detaljer
Main Authors:	Tasnia, Rifah, Fuad, Sorder Md Farhan
Andre forfattere:	Islam, Md. Saiful
Format:	Thesis
Sprog:	English
Udgivet:	Brac University 2024
Fag:	Flood prediction Machine learning UNET Multi-spectral satellite image Neural network VGG16 Pattern recognition. Optical data processing. Flood forecasting > Remote sensing.
Online adgang:	http://hdl.handle.net/10361/24340

Lignende værker

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

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

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

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

Perspectives on flood 1998 /
Udgivet: (2000)

Flood 2000 /
Udgivet: (2002)

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

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

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

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

Health during disaster: sharing experiences with 1998 flood victims
af: Shahaduzzaman
Udgivet: (2019)

Flood management model final report.
Udgivet: (1994)

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

Flood management model final report.
Udgivet: (1994)

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

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

Options for flood risk and damage reduction in Bangladesh /

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

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

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

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

Theory of Reflectance and Emittance Spectroscopy
af: Bruce Hapke
Udgivet: (2012)

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

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

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

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

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

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

Indigenous coping mechanisms in combating flood
af: Morshed, Monzu
Udgivet: (2011)

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

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

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

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

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

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

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

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

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

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

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