High Accuracy Surface Modeling Method: The Robustness
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Beschreibung
This book focuses on the robustness analysis of high accuracy surface modeling method (HASM) to yield good performance of it. Understanding the sensitivity and uncertainty is important in model applications. The book aims to advance an integral framework for assessing model error that can demonstrate robustness across sets of possible controls, variable definitions, standard error, algorithm structure, and functional forms. It is an essential reference to the most promising numerical models. In areas where there is less certainty about models, but also high expectations of transparency, robustness analysis should aspire to be as broad as possible. This book also contains a chapter at the end featuring applications in climate simulation illustrating different implementations of HASM in surface modeling. The book is helpful for people involved in geographical information science, ecological informatics, geography, earth observation, and planetary surface modeling.
This book focuses on the robustness analysis of high accuracy surface modeling method (HASM) to yield good performance of it. Understanding the sensitivity and uncertainty is important in model applications. The book aims to advance an integral framework for assessing model error that can demonstrate robustness across sets of possible controls, variable definitions, standard error, algorithm structure, and functional forms. It is an essential reference to the most promising numerical models. In areas where there is less certainty about models, but also high expectations of transparency, robustness analysis should aspire to be as broad as possible. This book also contains a chapter at the end featuring applications in climate simulation illustrating different implementations of HASM in surface modeling. The book is helpful for people involved in geographical information science, ecological informatics, geography, earth observation, and planetary surface modeling.
Presents a framework for understanding the robustness of numerical models Shares many tips and insights into improving performance of HASM Explains different implementations of HASM in climate simulations Offers an improved method for surface modeling of geographic variables
Autor*in
Na Zhao
Themen in »High Accuracy Surface Modeling Method: The Robustness«
Sensitivity Analysis Sampling Information Driving Field Computational Speed Accuracy of Surface Modeling Climate Simulation Interpolation of Meteorological Observations Downscaling Satellite Climate Variables Data Fusion HASM Geoinformatics and GIScience Spatial Analysis and Modelling