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Cathy Bareiss, Kevin Brewer
(Beteiligte)
Concise Guide to Computing Foundations
Core Concepts and Select Scientific Applications
Softcover reprint of the original 1st ed. 2016. 2018. xv, 191 S. 35 SW-Abb., 41 Farbabb., 54 Farbtabell
Verlag/Jahr: SPRINGER, BERLIN; SPRINGER INTERNATIONAL PUBLISHING 2018
ISBN: 3-319-80694-7 (3319806947)
Neue ISBN: 978-3-319-80694-5 (9783319806945)
Preis und Lieferzeit: Bitte klicken
This book will help future scientists to become more intelligent users of computing technology in their practice of science. The content is suitable for introductory courses on the foundations of computing and the specific application of computers in different areas of science. The text presents a set of modules for use in existing science courses in order to integrate individual aspects of computational thinking, as well as a set of modules introducing the computer science concepts needed to understand the computing involved. These modules guide science students in their independent learning. The book covers computing applications in such diverse areas as bioinformatics, chemical kinetics, hydrogeological modeling, and mechanics of materials, geographic information systems, flow analysis, the solving of equations, curve fitting, optimization, and scientific data acquisition. The computing topics covered include simulations, errors, data representation, algorithms, XMS, compression, databases, performance, and complexity.
Introduction to Computational Science
Types of Visualization and Modeling
Data Types: Representation, Abstraction, Limitations
Scientific Data Acquisition
Procedures: Algorithms and Abstraction
Solving Equations
Iterative Solutions
Solving Sets of Equations
Procedures: Performance and Complexity
Self-Defining Data: Compression, XML and Databases
Searching
Curve Fitting
Optimization
Data Organization and Analysis
Appendix A: NetLogo
Appendix B: LabQuest
Appendix C: GIS
Dr. Kevin Brewer is Co-Chair and Professor in the Department of Engineering in the Walker School of Engineering at Olivet Nazarene University, Bourbonnais, IL, USA.
Dr. Cathy Bareiss is a Professor of Computer Science at the same institution.