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holder introduction computational science 2019

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Textbook in PDF format This textbook provides an introduction to the growing interdisciplinary field of computational science. It combines a foundational development of numerical methods with a variety of illustrative applications spread across numerous areas of science and engineering. The intended audience is the undergraduate who has completed introductory coursework in mathematics and computer science. The book introduces a wide spectrum of important topics in mathematics, spanning data science, statistics, optimization, diﬀerential equations, and randomness. Students gain computational acuity by authoring their own numerical routines and by practicing with numerical methods as they solve computational models. This education encourages students to learn the importance of answering: How expensive is a calculation, how trustworthy is a calculation, and how might we model a problem to apply a desired numerical method ? The text is written in two parts. Part I provides a succinct, one-term inauguration into the primary routines on which a further study of computational science rests. The material is organized so that the transition to computational science from coursework in calculus, differential equations, and linear algebra is natural. Beyond the mathematical and computational content of Part I, students gain proficiency with elemental programming constructs and visualization, which are presented in MATLAB syntax. The focus of Part II is modeling, wherein students build computational models, compute solutions, and report their findings. The models purposely intersect numerous areas of science and engineering to demonstrate the pervasive role played by computational science. Foreword. Preface. Acknowledgments. Computational Methods Solving Single Variable Equations. Solving Systems of Equations. Approximation. Optimization. Ordinary Diﬀerential Equations. Stochastic Methods and Simulation. Computing Considerations. Computational Modeling Modeling with Matrices. Modeling with Ordinary Diﬀerential Equations. Modeling with Delay Diﬀerential Equations. Partial Diﬀerential Equations. Modeling with Optimization and Simulation. Regression Modeling. Matrix Algebra and Calculus (App. A). Index

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Holder A. An Introduction to Computational Science 2019.pdf 8.4 MB

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holder introduction computational science 2019