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.

Bibliografiset tiedot
Päätekijät:	Tasnia, Rifah, Fuad, Sorder Md Farhan
Muut tekijät:	Islam, Md. Saiful
Aineistotyyppi:	Opinnäyte
Kieli:	English
Julkaistu:	Brac University 2024
Aiheet:	Flood prediction Machine learning UNET Multi-spectral satellite image Neural network VGG16 Pattern recognition. Optical data processing. Flood forecasting > Remote sensing.
Linkit:	http://hdl.handle.net/10361/24340

Samankaltaisia teoksia

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

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

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

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

Perspectives on flood 1998 /
Julkaistu: (2000)

Flood 2000 /
Julkaistu: (2002)

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

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

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

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

Health during disaster: sharing experiences with 1998 flood victims
Tekijä: Shahaduzzaman
Julkaistu: (2019)

Flood management model final report.
Julkaistu: (1994)

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

Flood management model final report.
Julkaistu: (1994)

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

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

Options for flood risk and damage reduction in Bangladesh /

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

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

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

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

Theory of Reflectance and Emittance Spectroscopy
Tekijä: Bruce Hapke
Julkaistu: (2012)

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

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

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

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

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

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

Indigenous coping mechanisms in combating flood
Tekijä: Morshed, Monzu
Julkaistu: (2011)

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

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

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

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

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

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

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

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

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

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

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