Introduction to Random Processes in Engineering
暫譯: 工程隨機過程導論
A. V. Balakrishnan
- 出版商: Wiley
- 出版日期: 2005-06-01
- 售價: $3,560
- 貴賓價: 9.5 折 $3,382
- 語言: 英文
- 頁數: 402
- 裝訂: Paperback
- ISBN: 0471745022
- ISBN-13: 9780471745020
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商品描述
Description
Breaking with the traditional treatment of random processes in engineering
On the surface, Introduction to Random Processes in Engineering is simply a first-rate textbook for senior or first-year graduate engineering courses in stochastic processes. A closer look, however, reveals an innovative book-rich with examples and commonsense explanations-that demystifies theories, eliminates ambiguities, and provides a solid, up-to-date introduction to this important subject.
Departing from the classical texts of the sixties and seventies in its coverage of random signals and data processing, Introduction to Random Processes in Engineering addresses the latest advances in communication, control engineering, and signal processing by allowing all processes to be multidimensional with an emphasis on discrete-time processes and systems.
Unlike current texts, this volume provides a strong mathematical perspective for its engineering topics without getting bogged down in technicalities. It employs mathematics to achieve clarity and precision, and at times even uses the theorem/proof style to emphasize mathematical fine points. This approach is particularly advantageous when dealing with random data, and when building an understanding of the many computer programs routinely used, its theoretical principles, and the results it generates.
Assuming a senior-level background in probability theory and some acquaintance with linear systems and signals, the book provides:
* A review chapter of the formulas used later in the book
* Illustrative examples
* Emphasis in simulation techniques
* Problems accompanying each chapter that often introduce the student to other relevant material
* Notes and comments following each chapter that encourage additional reading as well as historical explorations in the field
* Tips for using the material at various levels of instruction
With its logical and systematically ordered presentation of the material, as well as its fresh approach, Introduction to Random Processes in Engineering is both a superior textbook and a valuable reference for practicing engineers and researchers in the field.
Table of Contents
Preface.Review.
1. Random Processes: Basic Concepts, Properties.
2. Stationary Random Processes: Covariance and Spectrum.
3. Response of Linear Systems to Random Inputs: Discrete-Time Models.
4. Response of Linear Systems to Random Inputs: Continuous-Time Models.
5. Time Averages and the Ergodic Principle.
6. Sampling Principle and Interpolation.
7. Simulation of Random Processes.
8. Random Fields.
9. Linear Filtering Theory.
Index.
商品描述(中文翻譯)
**描述**
打破傳統隨機過程在工程中的處理方式
表面上,《工程隨機過程導論》僅僅是一本針對高年級或第一年研究生的隨機過程工程課程的一流教科書。然而,仔細一看,這本書是一部創新的作品,充滿了範例和常識性的解釋,揭開了理論的神秘面紗,消除了模糊性,並提供了對這一重要主題的堅實、最新的介紹。
《工程隨機過程導論》在隨機信號和數據處理的涵蓋上,與六十年代和七十年代的經典文本有所不同,該書通過允許所有過程為多維的,並強調離散時間過程和系統,來探討通信、控制工程和信號處理的最新進展。
與當前的文本不同,本書為其工程主題提供了強大的數學視角,而不會陷入技術細節中。它利用數學來實現清晰和精確,有時甚至使用定理/證明的風格來強調數學的細節。這種方法在處理隨機數據時特別有利,並在建立對許多常用計算機程序的理解時,幫助讀者掌握其理論原則及所產生的結果。
本書假設讀者具備高年級的概率論背景,並對線性系統和信號有一定的了解,提供了:
* 後續章節中使用的公式的回顧章節
* 說明性範例
* 模擬技術的重點
* 每章附帶的問題,通常會引導學生接觸其他相關材料
* 每章後的註解和評論,鼓勵進一步閱讀以及對該領域的歷史探索
* 在不同教學層次上使用材料的提示
憑藉其邏輯性和系統性地呈現材料,以及其新穎的方式,《工程隨機過程導論》既是一本優秀的教科書,也是實踐工程師和研究人員在該領域的寶貴參考資料。
**目錄**
前言
回顧
1. 隨機過程:基本概念、性質
2. 平穩隨機過程:協方差和頻譜
3. 線性系統對隨機輸入的響應:離散時間模型
4. 線性系統對隨機輸入的響應:連續時間模型
5. 時間平均和遍歷原理
6. 取樣原理和插值
7. 隨機過程的模擬
8. 隨機場
9. 線性濾波理論
索引