Fundamentals of Statistical Signal Processing

The Complete, Modern Guide to Developing Well-Performing Signal Processing Algorithms In Fundamentals of Statistical Signal Processing, Volume III: Practical Algorithm Development, author Stev

The most comprehensive overview of signal detection available. This is a thorough, up-to-date introduction to optimizing detection algorithms for implementation on digital computers. It focuses extensively on real-world signal processing applications, including state-of-the-art speech and communications technology as well as traditional sonar/radar systems. Start with a quick review of the fundamental issues associated with mathematical detection, as well as the most important probability density functions and their properties. Next, review Gaussian, Chi-Squared, F, Rayleigh, and Rician PDFs, quadratic forms of Gaussian random variables, asymptotic Gaussian PDFs, and Monte Carlo Performance Evaluations. Three chapters introduce the basics of detection based on simple hypothesis testing, including the Neyman-Pearson Theorem, handling irrelevant data, Bayes Risk, multiple hypothesis testing, and both deterministic and random signals. The author then presents exceptionally detailed covera

A unified presentation of parameter estimation for those involved in the design and implementation of statistical signal processing algorithms. Covers important approaches to obtaining an optima

本書系統和深入介紹隨機信號處理的各種理論和方法。內容主要包括平穩信號的離散時間隨機過程、信號建模、功率譜估計、維納濾波、卡爾曼濾波、自適應濾波等, 共六章。第1章引言部分, 對統計信號處理每個部分內容做簡要概述; 第2章介紹離散時間隨機信號, 主要包括隨機過程的定義及統計特性、平穩隨機過程及其時域與頻域相關性質等; 第3章對隨機信號的建模進行分析, 主要包括自回歸滑動平均模型、滑動平均模型等; 第4章為隨機信號功率譜估計的數學分析方法, 主要包括非參數化譜估計和參數化譜估計; 第5章介紹最優濾波的相關知識; 第6章介紹自適應濾波理論與算法。

Full of robust algorithms and evaluation tools suitable for a wide range of application scenarios, this self-contained text explains the fundamental concepts underlying adaptive signal processing and

In this rigorous text for graduate engineering students and professionals looking to go beyond a cursory treatment of signal processing in general radar systems, Richards (Georgia Institute of Technol

A concise introduction to the design and analysis of digital signal processors. Unique in its presentation of advanced topics at the undergraduate level. Contains excellent graphics and includes cover

A comprehensive guide to the theory and practice of signal enhancement and array signal processing, including matlab codes, exercises and instructor and solution manuals Systematically intr

Written for students, remote sensing specialists, researchers and SAR system designers, Processing of SAR Data shows how to produce quality SAR images. In particular, this practical reference presents

This second edition text focuses on the fundamentals of digital signal processing with an emphasis on practical applications. In order to motivate students, many of the examples illustrate the proces

An excellent reference for the signal processing field this book includes material on both random signals and deterministic signals in one volume. It combines signal processing theory with worked MATL

Conveying to students a sense of excitement regardingDSP, this text provides thorough coverage of digitalsignal processing techniques and all essentialtheory—extensively supported by examples, but not

Complex-valued random signals are embedded in the very fabric of science and engineering, yet the usual assumptions made about their statistical behavior are often a poor representation of the underlying physics. This book deals with improper and noncircular complex signals, which do not conform to classical assumptions, and it demonstrates how correct treatment of these signals can have significant payoffs. The book begins with detailed coverage of the fundamental theory and presents a variety of tools and algorithms for dealing with improper and noncircular signals. It provides a comprehensive account of the main applications, covering detection, estimation, and signal analysis of stationary, nonstationary, and cyclostationary processes. Providing a systematic development from the origin of complex signals to their probabilistic description makes the theory accessible to newcomers. This book is ideal for graduate students and researchers working with complex data in a range of resear

本書是作者StevenM.Kay關於統計信號處理三卷書中的最後一卷，該卷建立了覆蓋前兩卷的綜合性理論，在設計解決實際問題的優良算法方面幫助讀者開發直觀和專業的方法。本書首先評述開發信號處理算法的方法，包括數學建模、計算機模擬、性能評估。通過展示設計、評估、測試的有用解析結果和實現，將理論與實踐聯繫起來。然後從幾個關鍵的應用領域重點介紹了一些經典的算法。最後引導讀者將算法轉換成MATLAB程序來驗證

This detailed guide clearly and concisely presents radar digital signal processing for both practicing engineers and engineering students.This revised edition of Fundamentals of Radar Signal Processin

This book not only deals with the fundamental aspects of Digital Signal Processing. Moreover, it provides an in-depth presentation of the state of the art in the processing of one-dimensional signals.

Exploring the interrelation between information theory and signal processing theory, the book contains a new algebraic approach to signal processing theory. Readers will learn this new approach to con

《雷達信號處理基礎（第二版）》作者為國際著名雷達信號處理專家。該書介紹了雷達系統與信號處理的基本理論和方法，包括雷達系統與信號處理概述、雷達信號模型、脈衝雷達數據採集、雷達波形、多普勒處理、檢測基礎原理、測量與跟踪、合成孔徑雷達成像技術及乾涉合成孔徑雷達、波束形成和空一時處理的介紹。書中包含了大量反映雷達信號處理新研究成果和當前研究熱點的補充內容，提供了大量有助於讀者深入探究的示例。該書對基礎理論