Uncertainty Analysis in Rainfall-Runoff Modelling - Application of Machine Learning Techniques

Name: Uncertainty Analysis in Rainfall-Runoff Modelling - Application of Machine Learning Techniques
Brand: Taylor & Francis Ltd
SKU: 9781138424098
Price: 1482.01 RON
Availability: InStock

Autor: Durga Lal Shrestha

Limbă:

Legare: Copertă tare

Editura: Taylor & Francis Ltd

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This book describes the use of machine learning techniques to build predictive models of uncertainty...

Informații despre carte

Autor

Durga Lal Shrestha

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2017

Pagini

222

EAN

9781138424098

ISBN

9781138424098

Enbook ID

17870028

Editura

Taylor & Francis Ltd

Greutate

570

Dimensiuni

174 x 246

Descriere completă

This book describes the use of machine learning techniques to build predictive models of uncertainty with application to hydrological models, focusing mainly on the development and testing of two different models. The first focuses on parameter uncertainty analysis by emulating the results of Monte Carlo simulation of hydrological models using efficient machine learning techniques. The second method aims at modelling uncertainty by building an ensemble of specialized machine learning models on the basis of past hydrological models performance. The book then demonstrates the capacity of machine learning techniques for building accurate and efficient predictive models of uncertainty.

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Uncertainty Analysis in Rainfall-Runoff Modelling - Application of Machine Learning Techniques

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