Modeling Methods for Marine Science [Hardcover]

An advanced textbook on modeling, data analysis and numerical techniques for advanced students and researchers in chemical, biological, geological and physical oceanography.An advanced textbook on modeling, data analysis and numerical techniques for advanced students of oceanography, and an invaluable resource for a broad range of scientists undertaking modeling in chemical, biological, geological and physical oceanography.An advanced textbook on modeling, data analysis and numerical techniques for advanced students of oceanography, and an invaluable resource for a broad range of scientists undertaking modeling in chemical, biological, geological and physical oceanography.This advanced textbook on modeling, data analysis and numerical techniques for marine science has been developed from a course taught by the authors for many years at the Woods Hole Oceanographic Institute. The first part covers statistics: singular value decomposition, error propagation, least squares regression, principal component analysis, time series analysis and objective interpolation. The second part deals with modeling techniques: finite differences, stability analysis and optimization. The third part describes case studies of actual ocean models of ever increasing dimensionality and complexity, starting with zero-dimensional models and finishing with three-dimensional general circulation models. Throughout the book the general principles and goals of scientific visualization are emphasized through technique and application. Ideal as a textbook for advanced students of oceanography on courses in data analysis and numerical modeling, the book is also an invaluable resource for a broad range of scientists undertaking modeling in chemical, biological, geological and physical oceanography.Preface; 1. Resources, MATLAB primer and introduction to linear algebra; 2. Measurement theory, probability distributions, error propagation and analysis; 3. Least squares and regression techniques, goodness lãÊ