Könyv Uncertainty Analysis in Rainfall-Runoff Modelling - Application of Machine Learning Techniques Durga Lal Shrestha

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

Nyelv: Angol
Kötés: Kemény kötésű
Elérhetőség: 50 % esély
Keressük az egész világon
100 756 Ft
This book describes the use of machine learning techniques to build predictive models of uncertainty...

Információk a könyvről

Nyelv
Angol
Kötés
Könyv - Kemény kötésű
Kiadva
2017
oldal
222
EAN
9781138424098
ISBN
9781138424098
Enbook ID
17870028
Súly
570
Méretek
174 x 246

Teljes leírás

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 model‘s performance. The book then demonstrates the capacity of machine learning techniques for building accurate and efficient predictive models of uncertainty.

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