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商品描述
MATLAB® is used for a wide range of applications in geosciences, such as image processing in remote sensing, the generation and processing of digital elevation models and the analysis of time series. This book introduces methods of data analysis in geosciences using MATLAB, such as basic statistics for univariate, bivariate and multivariate datasets, time-series analysis, signal processing, the analysis of spatial and directional data and image analysis. The revised and updated Fourth Edition includes sixteen new sections and most chapters have greatly been expanded so that they now include a step by step discussion of all methods before demonstrating the methods with MATLAB functions. New sections include: Array Manipulation; Control Flow; Creating Graphical User Interfaces; Hypothesis Testing; Kolmogorov-Smirnov Test; Mann-Whitney Test; Ansari-Bradley Test; Detecting Abrupt Transitions in Time Series; Exporting 3D Graphics to Create Interactive Documents; Importing, Processing and Exporting LANDSAT Images; Importing and Georeferencing TERRA ASTER Images; Processing and Exporting EO-1 Hyperion Images; Image Enhancement; Correction and Rectification; Shape-Based Object Detection in Images; Discriminant Analysis; and Multiple Linear Regression. The text includes numerous examples demonstrating how MATLAB can be used on data sets from earth sciences. The book’s supplementary electronic material (available online through Springer Link) includes recipes that include all the MATLAB commands featured in the book and the example data.
商品描述(中文翻譯)
MATLAB® 被廣泛應用於地球科學的各種領域,例如遙感中的影像處理、數位高程模型的生成與處理,以及時間序列的分析。本書介紹了使用 MATLAB 進行地球科學數據分析的方法,包括單變量、雙變量和多變量數據集的基本統計、時間序列分析、信號處理、空間和方向數據的分析以及影像分析。修訂和更新的第四版新增了十六個新章節,大多數章節也有大幅擴展,現在在展示 MATLAB 函數之前,包含了所有方法的逐步討論。新章節包括:陣列操作;控制流程;創建圖形用戶界面;假設檢驗;Kolmogorov-Smirnov 檢驗;Mann-Whitney 檢驗;Ansari-Bradley 檢驗;檢測時間序列中的突變;導出 3D 圖形以創建互動文檔;導入、處理和導出 LANDSAT 圖像;導入和地理參考 TERRA ASTER 圖像;處理和導出 EO-1 Hyperion 圖像;影像增強;校正和矯正;基於形狀的物體檢測;判別分析;以及多元線性回歸。文本中包含了許多示例,展示了如何在地球科學數據集上使用 MATLAB。本書的補充電子材料(可通過 Springer Link 在線獲得)包括所有書中出現的 MATLAB 命令和示例數據的配方。