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.

Bibliografische gegevens
Hoofdauteurs:	Tasnia, Rifah, Fuad, Sorder Md Farhan
Andere auteurs:	Islam, Md. Saiful
Formaat:	Thesis
Taal:	English
Gepubliceerd in:	Brac University 2024
Onderwerpen:	Flood prediction Machine learning UNET Multi-spectral satellite image Neural network VGG16 Pattern recognition. Optical data processing. Flood forecasting > Remote sensing.
Online toegang:	http://hdl.handle.net/10361/24340

Gelijkaardige items

Remote sensing and its applications /
door: Narayan, L. R. A.
Gepubliceerd in: (1999)

Predicting climate induced floods using machine learning
door: Saleh, Chowdhury Nafis, et al.
Gepubliceerd in: (2022)

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

Localization of aid – a case of Bangladesh flood 2017
door: Alam, Shofiul
Gepubliceerd in: (2018)

Perspectives on flood 1998 /
Gepubliceerd in: (2000)

Flood 2000 /
Gepubliceerd in: (2002)

Identification of flood victims and assessing damage: exploring some methodologlcal issues
door: Ahmed, Syed Masud
Gepubliceerd in: (2020)

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

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

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

Health during disaster: sharing experiences with 1998 flood victims
door: Shahaduzzaman
Gepubliceerd in: (2019)

Flood management model final report.
Gepubliceerd in: (1994)

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

Flood management model final report.
Gepubliceerd in: (1994)

Flood monitoring and warning system for embankment using IoT
door: Dutta, Aparup, et al.
Gepubliceerd in: (2022)

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

Options for flood risk and damage reduction in Bangladesh /

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

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

BRAC University donates Tk. 65 lakh for flood victims
door: The Daily Star
Gepubliceerd in: (2022)

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

Theory of Reflectance and Emittance Spectroscopy
door: Bruce Hapke
Gepubliceerd in: (2012)

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

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

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

Design and dissemination of community oriented flood warning message
door: Hossain, Md. Saiful
Gepubliceerd in: (2011)

Can Bangladesh be protected from floods? /
door: Brammer, H.
Gepubliceerd in: (2004)

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

Indigenous coping mechanisms in combating flood
door: Morshed, Monzu
Gepubliceerd in: (2011)

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

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

Flood prediction using machine learning models
door: Syeed, Miah Mohammad Asif, et al.
Gepubliceerd in: (2022)

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

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

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

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

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

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

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

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