Signals, Systems and Inference (Hardcover)
暫譯: 信號、系統與推斷 (精裝版)

Alan V. Oppenheim, George C. Verghese

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商品描述

For upper-level undergraduate courses in deterministic and stochastic signals and system engineering

 

An Integrative Approach to Signals, Systems and Inference

Signals, Systems and Inference is a comprehensive text that builds on introductory courses in time- and frequency-domain analysis of signals and systems, and in probability. Directed primarily to upper-level undergraduates and beginning graduate students in engineering and applied science branches, this new textbook pioneers a novel course of study. Instead of the usual leap from broad introductory subjects to highly specialized advanced subjects, this engaging and inclusive text creates a study track for a transitional course. Properties and representations of deterministic signals and systems are reviewed and elaborated on, including group delay and the structure and behavior of state-space models.

 

The text also introduces and interprets correlation functions and power spectral densities for describing and processing random signals. Application contexts include pulse amplitude modulation, observer-based feedback control, optimum linear filters for minimum mean-square-error estimation, and matched filtering for signal detection. Model-based approaches to inference are emphasized, in particular for state estimation, signal estimation, and signal detection. The text explores ideas, methods and tools common to numerous fields involving signals, systems and inference: signal processing, control, communication, time-series analysis, financial engineering, biomedicine, and many others. Signals, Systems, and Inference  is a long-awaited and flexible text that can be used for a rigorous course in a broad range of engineering and applied science curricula.

商品描述(中文翻譯)

適用於確定性與隨機信號及系統工程的高年級本科課程

 

信號、系統與推斷的整合方法

信號、系統與推斷 是一本綜合性的教材,基於信號與系統的時間域和頻率域分析以及概率的入門課程。這本新教材主要針對工程和應用科學領域的高年級本科生及初學研究生,開創了一種新穎的學習課程。這本引人入勝且包容的教材創造了一條過渡課程的學習路徑,而不是通常從廣泛的入門主題跳到高度專業化的高級主題。教材回顧並詳細闡述了確定性信號和系統的特性與表示,包括群延遲以及狀態空間模型的結構和行為。

 

本書還介紹並解釋了相關函數和功率譜密度,用於描述和處理隨機信號。應用情境包括脈衝幅度調變、基於觀察者的反饋控制、最小均方誤差估計的最佳線性濾波器,以及信號檢測的匹配濾波。強調基於模型的推斷方法,特別是在狀態估計、信號估計和信號檢測方面。本書探討了涉及信號、系統和推斷的多個領域中常見的思想、方法和工具:信號處理、控制、通信、時間序列分析、金融工程、生物醫學等。信號、系統與推斷 是一本期待已久且靈活的教材,可用於廣泛的工程和應用科學課程中的嚴謹課程。