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.

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Tasnia, Rifah, Fuad, Sorder Md Farhan
Rannpháirtithe:	Islam, Md. Saiful
Formáid:	Tráchtas
Teanga:	English
Foilsithe / Cruthaithe:	Brac University 2024
Ábhair:	Flood prediction Machine learning UNET Multi-spectral satellite image Neural network VGG16 Pattern recognition. Optical data processing. Flood forecasting > Remote sensing.
Rochtain ar líne:	http://hdl.handle.net/10361/24340

Míreanna comhchosúla

Remote sensing and its applications /
de réir: Narayan, L. R. A.
Foilsithe / Cruthaithe: (1999)

Predicting climate induced floods using machine learning
de réir: Saleh, Chowdhury Nafis, et al.
Foilsithe / Cruthaithe: (2022)

Distributed processing of large remote sensing images using mapreduce : a case of edge detection methods /
de réir: Tesfamariam, Ermias Beyene
Foilsithe / Cruthaithe: (2011)

Localization of aid – a case of Bangladesh flood 2017
de réir: Alam, Shofiul
Foilsithe / Cruthaithe: (2018)

Perspectives on flood 1998 /
Foilsithe / Cruthaithe: (2000)

Flood 2000 /
Foilsithe / Cruthaithe: (2002)

Identification of flood victims and assessing damage: exploring some methodologlcal issues
de réir: Ahmed, Syed Masud
Foilsithe / Cruthaithe: (2020)

A comparative analysis of different types of flood shelters in Bangladesh
de réir: Mallick, Professor Fuad Hassan, et al.
Foilsithe / Cruthaithe: (2012)

The state of GIS application in flood management of Bangladesh
de réir: Rahman, Halima
Foilsithe / Cruthaithe: (2011)

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

Health during disaster: sharing experiences with 1998 flood victims
de réir: Shahaduzzaman
Foilsithe / Cruthaithe: (2019)

Flood management model final report.
Foilsithe / Cruthaithe: (1994)

Assessing the effectiveness of structural and non-structural flood mitigation measures of Bushrod island’s unplanned settlements
de réir: Kamara, Abu Sumaila
Foilsithe / Cruthaithe: (2024)

Flood management model final report.
Foilsithe / Cruthaithe: (1994)

Flood monitoring and warning system for embankment using IoT
de réir: Dutta, Aparup, et al.
Foilsithe / Cruthaithe: (2022)

A guide to identification of affected persons, damage estimation and need-assessment during flood
de réir: Ahmed, Syed Masud
Foilsithe / Cruthaithe: (2019)

Options for flood risk and damage reduction in Bangladesh /

Application of scientific and indigenous knowledge for flood management in Northwest Bangladesh
de réir: Ahmmed, Sohel
Foilsithe / Cruthaithe: (2015)

Implementing machine learning techniques to forecast floods In Bangladesh based on historical data
de réir: Toufique, S.M, et al.
Foilsithe / Cruthaithe: (2024)

BRAC University donates Tk. 65 lakh for flood victims
de réir: The Daily Star
Foilsithe / Cruthaithe: (2022)

An effective real-time flood disaster management with automated GSM warning system
de réir: Faruk, Omar, et al.
Foilsithe / Cruthaithe: (2024)

Theory of Reflectance and Emittance Spectroscopy
de réir: Bruce Hapke
Foilsithe / Cruthaithe: (2012)

Needs of resilient structure: a case study of flood disaster in Phuentsholing, Bhutan
de réir: Chhettri, Ran bdr
Foilsithe / Cruthaithe: (2024)

Flood vulnerability and associated risk management in Umuebu community, Ukwuani Local Government Area of Delta State, Nigeria
de réir: Oghenemudiakevwe, Aghanenu
Foilsithe / Cruthaithe: (2023)

Upgrading homesteads to flood shelters in char Kochkhali, Gaibandha
de réir: Adham, Md. Rubayet IBN
Foilsithe / Cruthaithe: (2011)

Design and dissemination of community oriented flood warning message
de réir: Hossain, Md. Saiful
Foilsithe / Cruthaithe: (2011)

Can Bangladesh be protected from floods? /
de réir: Brammer, H.
Foilsithe / Cruthaithe: (2004)

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

Indigenous coping mechanisms in combating flood
de réir: Morshed, Monzu
Foilsithe / Cruthaithe: (2011)

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

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

Flood prediction using machine learning models
de réir: Syeed, Miah Mohammad Asif, et al.
Foilsithe / Cruthaithe: (2022)

Flood disaster mitigation in DND: land use perspective
de réir: Munshi, Md. Ruhul Amin
Foilsithe / Cruthaithe: (2011)

A visit to a flood shelter in Dhaka City
de réir: Karim, Fazlul, et al.
Foilsithe / Cruthaithe: (2020)

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

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

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

Predicting Urban trends of growth with Google Earth Engine
de réir: Islam, Rifah Tasmiah, et al.
Foilsithe / Cruthaithe: (2023)

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

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