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Efficient Optimization and Calibration of Environmental Models



Год выпуска: 2013
Автор: Saman Razavi
Издательство: Scholars Press
Страниц: 308
ISBN: 9783639517453
Описание
Advanced technologies have provided detailed spatiotemporal information about a variety of environmental variables and natural processes. Environmental model developers tend to make use of all available data and rigorously model all the detailed processes. Such practice may lead to highly complex models that demand large computational budgets to simulate the system. For example, a hydrologic or groundwater model representing a detailed conceptualization with a fine discretization level may demand hours (or even days) for a single run. Such computationally intensive models may be required to iteratively run many times (e.g., thousands of times) for various analyses including optimization, automatic calibration, design space exploration, sensitivity analysis, and uncertainty analysis, imposing prohibitively large computational burdens. This book is focused on the state-of-the-art concepts and methodologies for circumventing such computational challenges. Different approaches such as...


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