商品描述
This textbook provides a comprehensive understanding of multirate signal processing, focusing on practical applications and real-world examples implemented in Python. The book covers fundamental and advanced topics such as filter banks, sampling theory, and z-domain analysis, making it ideal for graduate-level courses and professionals. Through a combination of theoretical insights and Python-based examples, readers gain both the conceptual understanding and practical skills needed to apply multirate techniques in fields like audio coding, telecommunications, and machine learning. Ancillaries include homework problems, Python code examples, a Github repository with Colab Notebooks, and a chatbot for asking questions and finding answers quickly.
- Offers a detailed, application-focused guide to multirate signal processing, with examples implemented in Python;
- Covers advanced applications in audio, telecommunications, and machine learning;
- Includes Python code examples, a book chatbot, and a Github repository with Colab Notebooks.
商品描述(中文翻譯)
這本教科書提供了對多速率信號處理的全面理解，重點在於實際應用和用 Python 實現的真實案例。該書涵蓋了基本和進階主題，如濾波器組、取樣理論和 z 領域分析，非常適合研究生課程和專業人士。通過理論見解和基於 Python 的範例的結合，讀者能夠獲得概念理解和實用技能，這些技能在音頻編碼、電信和機器學習等領域應用多速率技術所需的。附加資源包括作業題目、Python 代碼範例、一個包含 Colab Notebooks 的 Github 倉庫，以及一個用於快速提問和尋找答案的聊天機器人。
- 提供詳細的以應用為重點的多速率信號處理指南，範例使用 Python 實現；
- 涵蓋音頻、電信和機器學習中的進階應用；
- 包含 Python 代碼範例、書籍聊天機器人和一個包含 Colab Notebooks 的 Github 倉庫。
作者簡介
Gerald Schuller is a full professor at the Institute for Media Technology of the Technical University of Ilmenau, since 2008. He was head of the Audio Coding for Special Applications group of the Fraunhofer Institute for Digital Media Technology in Ilmenau, Germany, since January 2002 until 2008, and is now a member of Fraunhofer IDMT. Before joining the Fraunhofer Institute, he was a Member of Technical Staff at Bell Laboratories, Lucent Technologies, and Agere Systems, a Lucent Spin-off, from 1998 to 2001. There he worked in the Multimedia Communications Research Laboratory. He received his Diplom degree in Electrical Engineering from the Technical University of Berlin in 1989, and his Ph.D. (Dr.-Ing.) degree from the University of Hanover in 1997, studied at the Massachusetts Institute of Technology in 1989/90 and at the Georgia Institute of Technology in 1993. He was Associate Editor of the IEEE Transactions on Speech and Audio Processing from 2002 until 2006, and the IEEE Transactions on Signal Processing from 2006 to 2009, and of the IEEE Transactions on Multimedia since 2008. He is recipient of the 2006 IEEE Best Paper Award in the Audio and Electroacoustics Area. His research interests are in filter banks, audio coding, music signal processing, and deep learning for multimedia.
作者簡介(中文翻譯)
Gerald Schuller 自 2008 年以來擔任伊爾門瑙科技大學媒體技術研究所的正教授。他自 2002 年 1 月至 2008 年期間擔任德國伊爾門瑙弗勞恩霍夫數位媒體技術研究所的特殊應用音頻編碼小組負責人，現在是弗勞恩霍夫 IDMT 的成員。在加入弗勞恩霍夫研究所之前，他於 1998 年至 2001 年在盧森特科技公司的貝爾實驗室和盧森特的子公司 Agere Systems 擔任技術人員，並在多媒體通信研究實驗室工作。他於 1989 年在柏林科技大學獲得電機工程的 Diplom 學位，並於 1997 年在漢諾威大學獲得博士學位 (Dr.-Ing.)，在 1989/90 年間曾在麻省理工學院學習，並於 1993 年在喬治亞理工學院學習。他於 2002 年至 2006 年擔任 IEEE 語音與音頻處理期刊的副編輯，2006 年至 2009 年擔任 IEEE 信號處理期刊的副編輯，自 2008 年以來擔任 IEEE 多媒體期刊的副編輯。他是 2006 年 IEEE 音頻與電聲領域最佳論文獎的獲得者。他的研究興趣包括濾波器組、音頻編碼、音樂信號處理以及多媒體的深度學習。
