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Using R for Geostatistical Geospatial Modeling · LearnSpace
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Using R for Geostatistical Geospatial Modeling

Курс от Case Western Reserve University
Средний≈ 22.3 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Using R for Geostatistical Geospatial Modeling is the second course in a series of three, designed to teach you the art and science of geostatistical geospatial modeling. In this course, you will delve into the world of geostatistical geospatial modeling, using R, a widely-used interpretive coding language that is both user-friendly and immensely powerful. This course builds upon the foundations laid in Course #1, Basic Principles of Geostatistical Modeling, taking your understanding of geostatistical geospatial modeling to the next level. You will learn how to code basic machine learning algorithms and geostatistical spatial models to solve real-world problems. By the end of this course, you will have a solid understanding of the principles and techniques of geostatistical geospatial modeling, and be able to apply them in your own work with confidence.

Навыки, которые вы освоите

R ProgrammingStatistical ModelingSimulationsSpatial AnalysisGeospatial Information and TechnologyData CleansingExploratory Data AnalysisRmarkdownPackage and Software ManagementSpatial Data AnalysisDescriptive StatisticsGeospatial MappingBox PlotsGeostatisticsStatistical MethodsR (Software)Data PreprocessingPlot (Graphics)Statistical ProgrammingData Analysis

Программа курса

6 модулей · 91 учебных материалов

01Introduction3 материалов
Course Introduction and Overview ЧтениеMeet Your InstructorsЧтениеAdditional ResourcesЧтение
02Overview of R39 материалов

Introduction to R

Module Two OverviewЧтение

Учитесь у экспертов

Jeffrey Yarus

Research Professor

Using R for Geostatistical Geospatial Modeling
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Обучение на Coursera

≈ 22.3 ч

6 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Индонезийский, Испанский, Японский, Казахский, Венгерский

Часть программы вашего университета
Introduction to the Module Видео
Introduction to RВидео
Introduction to RЧтение
History of RВидео
History of RЧтение
About R & PythonВидео
About R and Python Чтение
Quiz: Introduction to RЗадание

Working with Git and R

Git and Git CommandsВидеоGit and Git Commands ЧтениеR as a Tool ВидеоR as a ToolЧтениеR PackagesВидеоR Packages ЧтениеQuiz: Working with Git and R Задание

R Studio and R Markdown

R StudioВидеоR StudioЧтениеInstalling R and R Studio ВидеоInstalling R and R Studio ЧтениеWorking in R Studio ВидеоWorking in R StudioЧтениеMore Work in R Studio ВидеоMore Work in R Studio ЧтениеR Markdown ВидеоR MarkdownЧтениеQuiz: R Studio and R Markdown Задание

More R Markdown

Object Classes and HashtagsВидеоObject Classes and Hashtags ЧтениеChunk & YAML HeadersВидеоChunk and YAML HeadersЧтениеChecking AttributesВидеоChecking AttributesЧтениеDataframes, Tibbles & ListsВидеоDataframes, Tibbles & ListsЧтениеQuiz: More R Markdown Задание

Writing, Reading & Presenting Files

Writing, Reading & Presenting Files ВидеоWriting, Reading and Presenting FilesЧтениеQuiz: Writing, Reading & Presenting FilesЗадание
03Analytics for Geostatistical Modeling12 материалов

Introduction to Analytics for Geostatistical Modeling

Module Three OverviewЧтениеIntroduction to the ModuleВидеоLecture: Introduction to Exploratory Data Analysis & Descriptive Statistics ВидеоDemo: Introduction to Exploratory Data Analysis & Descriptive Statistics Видео

Data Cleaning

Lecture: Data Cleaning Part One ВидеоLecture: Data Cleaning Part Two ВидеоDemo: Data Cleaning Видео

Data Visualization and Data Modeling

Lecture: Data Visualization ВидеоDemo: Data VisualizationВидеоData Modeling Видео

Assignments

Analytics for Geostatistical ModelingЗаданиеAnalytics for Geostatistical Modeling Задание
04Geostatistical Spatial Modeling (Variograms)14 материалов

Introduction to Geostatistical Spatial Modeling

Module Four OverviewЧтениеIntroduction to the Module ВидеоData Preprocessing Видео

Database Creation

Database Creation Видео

The Experimental Semi-Variogram

The Experimental Semi-Variogram Видео

Variogram Models

Variogram Models Видео

Modeling Experimental Semi-Variograms

Modeling Experimental Semi-Variograms Видео

The Directional Variogram

The Directional Variogram Видео

Variogram Maps

Variogram Maps Видео

Readings and Assessments

2D Case StudyЧтениеTeacher's aide variogram interpretation and modelingЧтениеFlexible Lag Definition for Experimental Variogram CalculationЧтениеVariograms ЗаданиеVariograms Задание
05Geostatistical Estimation- Kriging in R11 материалов

Introduction to Kriging for Geostatistical Modeling

Module Five OverviewЧтениеIntroduction to the ModuleВидео

Kriging Fundamentals

Kriging Fundamentals Видео

Kriging Components: Grids & Neighborhoods

Kriging Components: Grids & NeighborhoodsВидео

Error Variance Map

Error Variance MapВидео

Impact of Variogram Model on Kriging

Impact of Variogram Model on Kriging Видео

Methods for Assessing Accuracy

Methods for Assessing AccuracyВидео

Co-Kriging

Co-Kriging Видео

Readings and Assessments

Cokriging: multivariable analysis in petroleum explorationЧтениеKriging ЗаданиеQuiz: KrigingЗадание
06Conditional Simulation and Post Processing Geostatistical Models 12 материалов

Introduction to Conditional Simulation and Post-Processing

Module Six OverviewЧтениеIntroduction to the Module Видео

Conditional Simulation

Introduction to Conditional Simulation ВидеоUnderstanding Conditional SimulationВидео

Data to Discoveries: Conditional Simulation in R

Data to Discoveries: Conditional Simulation in RВидео

Selecting Appropriate Simulation Methods Based on Objectives & Data Categories

Selecting Appropriate Simulation Methods Based on Objectives & Data Categories ВидеоCollocated Co-SimulationВидео

Post-Processing

Post-Processing Видео

Readings and Assessments

Practical Geostatistics- An Armchair Overview for Petroleum Reservoir EngineersЧтениеConditional Simulation with Directional Variograms ЗаданиеQuiz: Conditional Simulation and Post-Processing Задание

Course Conclusion

Course ConclusionЧтение