Sökning: "Yang Mu"

Hittade 1 uppsats innehållade orden Yang Mu.

  1. 1. An evaluation of deep learning models for urban floods forecasting

    Master-uppsats, KTH/Geoinformatik

    Författare :Yang Mu; [2022]
    Nyckelord :Urban flooding forecasting; Convolutional neural networks; Deep learning; Physically-based simulation; Recurrent neural network; Stadsöversvämningsprognoser; konvolutionella neurala nätverk; djupinlärning; fysiskt baserad simulering; återkommande neurala nätverk;

    Sammanfattning : Flood forecasting maps are essential for rapid disaster response and risk management, yet the computational complexity of physically-based simulations hinders their application for efficient high-resolution spatial flood forecasting. To address the problems of high computational cost and long prediction time, this thesis proposes to develop deep learning neural networks based on a flood simulation dataset, and explore their potential use for flood prediction without learning hydrological modelling knowledge from scratch. LÄS MER