Hydrological Data Driven Modelling

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    Hydrological Data Driven Modelling
    A Case Study Approach
    By: Renji Remesan; Jimson Mathew
    Publisher:
    Springer
    Print ISBN: 9783319092348, 3319092340
    eText ISBN: 9783319092355, 3319092359
    Copyright year: 2015
    Format: EPUB
    Available from $ 109.00 USD
    SKU 9783319092355
    This book explores a new realm in data-based modeling with applications to hydrology. Pursuing a case study approach, it presents a rigorous evaluation of state-of-the-art input selection methods on the basis of detailed and comprehensive experimentation and comparative studies that employ emerging hybrid techniques for modeling and analysis. Advanced computing offers a range of new options for hydrologic modeling with the help of mathematical and data-based approaches like wavelets, neural networks, fuzzy logic, and support vector machines. Recently machine learning/artificial intelligence techniques have come to be used for time series modeling. However, though initial studies have shown this approach to be effective, there are still concerns about their accuracy and ability to make predictions on a selected input space.
     

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