Environmental Data Analysis

Methods and Applications

Inbunden, Engelska, 2016

Av Zhihua Zhang

2 019 kr

Beställningsvara. Skickas inom 5-8 vardagar

Fri frakt för medlemmar vid köp för minst 249 kr.

Finns i fler format (1)

Inbunden

2 669 kr

Skickas inom 5-8 vardagar

Most environmental data involve a large degree of complexity and uncertainty. Environmental Data Analysis is created to provide modern quantitative tools and techniques designed specifically to meet the needs of environmental sciences and related fields. This book has an impressive coverage of the scope. Main techniques described in this book are models for linear and nonlinear environmental systems, statistical & numerical methods, data envelopment analysis, risk assessments and life cycle assessments. These state-of-the-art techniques have attracted significant attention over the past decades in environmental monitoring, modeling and decision making. Environmental Data Analysis explains carefully various data analysis procedures and techniques in a clear, concise, and straightforward language and is written in a self-contained way that is accessible to researchers and advanced students in science and engineering. This is an excellent reference for scientists and engineers who wish to analyze, interpret and model data from various sources, and is also an ideal graduate-level textbook for courses in environmental sciences and related fields. Contents:PrefaceTime series analysisChaos and dynamical systemsApproximationInterpolationStatistical methodsNumerical methodsOptimizationData envelopment analysisRisk assessmentsLife cycle assessmentsIndex

Produktinformation

Utgivningsdatum2016-11-21
Mått170 x 240 x undefined mm
Vikt743 g
SpråkEngelska
Antal sidor334
FörlagDe Gruyter
EAN9783110430011

Mer från samma författare

Mathematical and Physical Fundamentals of Climate Change

Du kanske också är intresserad av

Nyhet

Tillhör följande kategorier

Tillämpad matematik inom Naturvetenskap och teknik

Table of content:PrefaceChapter 1. Time Series Analysis1.1. State Estimation 1.2. Power Spectrum1.3. Optimal Filtering1.4. State Space Models 1.5. Information Theory1.6. Complex NetworksChapter 2. Dynamical Systems2.1. State-Space Reconstruction2.2. Determinism and Predictability2.3. Embedding Methods 2.4. Lyapunov Exponents2.5. Modelling and Forecasting2.6. Chaos and nonlinear noise reductionChapter 3. Approximation3.1. Trigonometric Approximation3.2. Polynomial Approximation3.3. Spline Approximation3.4. Rational Approximation3.5. Wavelet Approximation3.6. Multivariate Approximation3.7. Dimensionality reduction3.8. Adaptive Basis Selection and Greedy AlgorithmChapter 4. Interpolation4.1. Curve Fitting4.2. Lagrange Interpolation4.3. Hermite Interpolation4.4. Spline Interpolation4.5. Case StudiesChapter 5. Satistical Methods5.1. Linear Regression5.2. Logistic Regression5.3. Multiple Regression5.4. Analysis of Covariance5.5. Cluster Analysis 5.6. Discriminant Analysis.5.7. Principal Component Analysis 5.8. Factor Analysis5.9. SPSS softwareChapter 6. Numerical Methods 6.1. Numerical Integration6.2. Numerical Differentiation6.3. Direct and Iterative Methods6.4. Finite Difference Methods. 6.5. Finite Element Methods.6.6. Finite Volume Methods6.7. Wavelet MethodsChapter 7. Optimization7.1. Steepest Descent and Newton methods7.2. Linear optimization7.3. Lagrange multipliers7.4. Karush-Kuhn-Tucker conditions7.5. Primal-dual interior-point method7.6. The simplex method 7.7. Stochastic optimizationChapter 8. Risk Assessments Chapter 9. Life Cycle Assessments

Environmental Data Analysis

Methods and Applications

Finns i fler format (1)

Produktinformation

Mer från samma författare

Mathematical and Physical Fundamentals of Climate Change

Big Data Mining for Climate Change

Patterns and Mechanisms of Climate, Paleoclimate and Paleoenvironmental Changes from Low-Latitude Regions

New Prospects in Environmental Geosciences and Hydrogeosciences

New Prospects in Environmental Geosciences and Hydrogeosciences

Recent Research on Hydrogeology, Geoecology and Atmospheric Sciences

Recent Research on Hydrogeology, Geoecology and Atmospheric Sciences

Recent Advancements from Aquifers to Skies in Hydrogeology, Geoecology, and Atmospheric Sciences

Recent Advancements from Aquifers to Skies in Hydrogeology, Geoecology, and Atmospheric Sciences

Frame Theory in Data Science

Du kanske också är intresserad av