Modeling and Data Analysis: An Introduction with Environmental Applications
Title | Modeling and Data Analysis: An Introduction with Environmental Applications PDF eBook |
Author | John B. Little |
Publisher | American Mathematical Soc. |
Pages | 342 |
Release | 2019-03-28 |
Genre | Mathematics |
ISBN | 1470448696 |
Can we coexist with the other life forms that have evolved on this planet? Are there realistic alternatives to fossil fuels that would sustainably provide for human society's energy needs and have fewer harmful effects? How do we deal with threats such as emergent diseases? Mathematical models—equations of various sorts capturing relationships between variables involved in a complex situation—are fundamental for understanding the potential consequences of choices we make. Extracting insights from the vast amounts of data we are able to collect requires analysis methods and statistical reasoning. This book on elementary topics in mathematical modeling and data analysis is intended for an undergraduate “liberal arts mathematics”-type course but with a specific focus on environmental applications. It is suitable for introductory courses with no prerequisites beyond high school mathematics. A great variety of exercises extends the discussions of the main text to new situations and/or introduces new real-world examples. Every chapter ends with a section of problems, as well as with an extended chapter project which often involves substantial computing work either in spreadsheet software or in the R statistical package.
Introduction to Environmental Data Analysis and Modeling
Title | Introduction to Environmental Data Analysis and Modeling PDF eBook |
Author | Moses Eterigho Emetere |
Publisher | Springer Nature |
Pages | 239 |
Release | 2020-01-03 |
Genre | Technology & Engineering |
ISBN | 3030362078 |
This book introduces numerical methods for processing datasets which may be of any form, illustrating adequately computational resolution of environmental alongside the use of open source libraries. This book solves the challenges of misrepresentation of datasets that are relevant directly or indirectly to the research. It illustrates new ways of screening datasets or images for maximum utilization. The adoption of various numerical methods in dataset treatment would certainly create a new scientific approach. The book enlightens researchers on how to analyse measurements to ensure 100% utilization. It introduces new ways of data treatment that are based on a sound mathematical and computational approach.
Environmental Data Analysis with MatLab
Title | Environmental Data Analysis with MatLab PDF eBook |
Author | William Menke |
Publisher | Elsevier |
Pages | 282 |
Release | 2011-09-02 |
Genre | Computers |
ISBN | 0123918863 |
"Environmental Data Analysis with MatLab" is for students and researchers working to analyze real data sets in the environmental sciences. One only has to consider the global warming debate to realize how critically important it is to be able to derive clear conclusions from often-noisy data drawn from a broad range of sources. This book teaches the basics of the underlying theory of data analysis, and then reinforces that knowledge with carefully chosen, realistic scenarios. MatLab, a commercial data processing environment, is used in these scenarios; significant content is devoted to teaching how it can be effectively used in an environmental data analysis setting. The book, though written in a self-contained way, is supplemented with data sets and MatLab scripts that can be used as a data analysis tutorial. It is well written and outlines a clear learning path for researchers and students. It uses real world environmental examples and case studies. It has MatLab software for application in a readily-available software environment. Homework problems help user follow up upon case studies with homework that expands them.
Environmental Data Analysis
Title | Environmental Data Analysis PDF eBook |
Author | Carsten Dormann |
Publisher | Springer Nature |
Pages | 264 |
Release | 2020-12-20 |
Genre | Medical |
ISBN | 3030550206 |
Environmental Data Analysis is an introductory statistics textbook for environmental science. It covers descriptive, inferential and predictive statistics, centred on the Generalized Linear Model. The key idea behind this book is to approach statistical analyses from the perspective of maximum likelihood, essentially treating most analyses as (multiple) regression problems. The reader will be introduced to statistical distributions early on, and will learn to deploy models suitable for the data at hand, which in environmental science are often not normally distributed. To make the initially steep learning curve more manageable, each statistical chapter is followed by a walk-through in a corresponding R-based how-to chapter, which reviews the theory and applies it to environmental data. In this way, a coherent and expandable foundation in parametric statistics is laid, which can be expanded in advanced courses.The content has been “field-tested” in several years of courses on statistics for Environmental Science, Geography and Forestry taught at the University of Freiburg.
Environmental Applications of Geochemical Modeling
Title | Environmental Applications of Geochemical Modeling PDF eBook |
Author | Chen Zhu |
Publisher | Cambridge University Press |
Pages | 302 |
Release | 2002-05-13 |
Genre | Science |
ISBN | 9780521005777 |
An application of geochemical modeling to environmental problems, illustrated with case studies of real-world environmental investigations.
Environmental Statistics and Data Analysis
Title | Environmental Statistics and Data Analysis PDF eBook |
Author | Wayne R. Ott |
Publisher | Routledge |
Pages | 336 |
Release | 2018-12-13 |
Genre | Mathematics |
ISBN | 1351450077 |
This easy-to-understand introduction emphasizes the areas of probability theory and statistics that are important in environmental monitoring, data analysis, research, environmental field surveys, and environmental decision making. It communicates basic statistical theory with very little abstract mathematical notation, but without omitting importa
Introduction to Environmental Modeling
Title | Introduction to Environmental Modeling PDF eBook |
Author | William G. Gray |
Publisher | Cambridge University Press |
Pages | 449 |
Release | 2017 |
Genre | Science |
ISBN | 1107571693 |
This textbook presents the timeless basic physical and mathematical principles and philosophy of environmental modeling to students who need to be taught how to think in a different way than they would for more narrowly-defined engineering or physics problems. Examples come from a range of hydrologic, atmospheric, and geophysical problems.