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.

Xehetasun bibliografikoak
Egile Nagusiak:	Tasnia, Rifah, Fuad, Sorder Md Farhan
Beste egile batzuk:	Islam, Md. Saiful
Formatua:	Thesis
Hizkuntza:	English
Argitaratua:	Brac University 2024
Gaiak:	Flood prediction Machine learning UNET Multi-spectral satellite image Neural network VGG16 Pattern recognition. Optical data processing. Flood forecasting > Remote sensing.
Sarrera elektronikoa:	http://hdl.handle.net/10361/24340

Antzeko izenburuak

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

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

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

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

Perspectives on flood 1998 /
Argitaratua: (2000)

Flood 2000 /
Argitaratua: (2002)

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

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

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

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

Health during disaster: sharing experiences with 1998 flood victims
nork: Shahaduzzaman
Argitaratua: (2019)

Flood management model final report.
Argitaratua: (1994)

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

Flood management model final report.
Argitaratua: (1994)

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

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

Options for flood risk and damage reduction in Bangladesh /

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

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

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

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

Theory of Reflectance and Emittance Spectroscopy
nork: Bruce Hapke
Argitaratua: (2012)

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

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

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

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

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

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

Indigenous coping mechanisms in combating flood
nork: Morshed, Monzu
Argitaratua: (2011)

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

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

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

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

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

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

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

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

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

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

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