Rtgpu: Real-Time Computing with Graphics Processing Units: Architectures, Challenges, and Solutions for Time-Critical Gpu Systems
暫譯: Rtgpu：使用圖形處理單元的即時計算：時間關鍵型 GPU 系統的架構、挑戰與解決方案
Gheibi-Fetrat, Atiyeh, Safari, Sepideh, Hessabi, Shaahin
- 出版商: Springer
- 出版日期: 2026-02-07
- 售價: $2,470
- 貴賓價: 9.5 折 $2,346
- 語言: 英文
- 頁數: 116
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3032114217
- ISBN-13: 9783032114211
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相關分類:
Edge computing
海外代購書籍(需單獨結帳)
商品描述
This is a comprehensive and forward-thinking book that addresses one of the most pressing challenges in modern computing: how to leverage the immense computational power of GPUs within the stringent constraints of real-time systems. As industries demand faster, smarter, and more responsive technologies--autonomous vehicles, robotics, edge AI, and cyber-physical systems--the ability to deliver deterministic performance on inherently non-deterministic hardware becomes critical.
This book dives deep into the architectural mismatch between GPUs and real-time requirements, unravelling the complexity of preemption limitations, variable execution times, synchronization bottlenecks, and resource contention. It presents a unified view of the field, combining foundational knowledge with state-of-the-art solutions, ranging from innovative scheduling algorithms and multitasking frameworks to power-aware design strategies and emerging hardware paradigms.
Clear, rigorous, and research-driven, this book is an essential reference for computer scientists, embedded systems engineers, and academic researchers looking to design the next generation of real-time, GPU-accelerated systems. It doesn't just review the field--it defines it.
商品描述(中文翻譯)
這是一本全面且具前瞻性的書籍，針對現代計算中最迫切的挑戰之一進行探討：如何在實時系統的嚴格限制下，充分利用GPU的巨大計算能力。隨著各行各業對更快、更智能和更具反應能力的技術的需求增加——如自動駕駛車輛、機器人、邊緣AI和網絡物理系統——在本質上非確定性的硬體上提供確定性性能的能力變得至關重要。
本書深入探討了GPU與實時需求之間的架構不匹配，揭示了搶佔限制、可變執行時間、同步瓶頸和資源競爭的複雜性。它提供了該領域的統一視角，結合了基礎知識與最先進的解決方案，涵蓋了從創新的排程演算法和多任務框架到考慮功耗的設計策略和新興硬體範式的各種內容。
這本書清晰、嚴謹且以研究為驅動，是計算機科學家、嵌入式系統工程師和學術研究者設計下一代實時GPU加速系統的重要參考資料。它不僅僅是對該領域的回顧——它還定義了該領域。
作者簡介
Atiyeh Gheibi-Fetrat received her M.Sc. degree in Computer Engineering from Sharif University of Technology, Tehran, Iran, where she is currently pursuing her Ph.D. Her research interests include GPU and multi-GPU architectures, scheduling methodologies, Solid-State Drive (SSD) systems, and Networks-on-Chip (NoCs), with a particular focus on performance optimization, resource management, and architectural innovations in contemporary computing systems.
Sepideh Safari received the Ph.D. degree in computer engineering from Sharif University of Technology, Tehran, Iran, in 2021. She was a visiting researcher in the Chair for Embedded Systems (CES), Karlsruhe Institute of Technology (KIT), Germany, from 2019 to 2021. She is now a senior postdoctoral researcher at the Institute for Research in Fundamental Sciences (IPM), Tehran, Iran. Her research interests include scheduling of real-time systems, low-power/energy design of embedded and cyber-physical systems, fault-tolerant mixed-criticality systems, scheduling algorithms, and distributed multicore systems with a focus on dependability/reliability. She is now the associate editor of Elsevier Microprocessors and Microsystems (MICPRO) journal. She was also a technical program committee (TPC) member of several conferences like RTSS-2024-2025, RTAS 2024, ECRTS 2025, DSD-2022-2023-2024-2025, CPSAT-2024, etc.
Shaahin Hessabi is an associate professor in computer science and engineering at the Sharif University of Technology, Tehran, Iran. He received the BS and MS degrees in electrical engineering from Sharif University of Technology, Tehran, Iran, in 1986 and 1990, respectively, and the Ph.D. in electrical and computer engineering from the University of Waterloo, Ontario, Canada. He joined Sharif University of Technology in 1996 and is the Efficient Processing and Communication Architectures (EPCA) Lab director. He has published more than 120 refereed papers in related areas. His research interests include cyber-physical systems, reconfigurable and heterogeneous architectures, embedded systems, and system-on-chip. He has served as the program chair, general chair, and program committee member of various conferences, like DATE, NOCS, NoCArch, and CADS.
Hamid Sarbazi-Azad is currently a professor in computer science and engineering at the Sharif University of Technology, Tehran, Iran. His research interests include high-performance computer/memory architectures, NoCs and SoCs, parallel and distributed systems, social networks, and storage systems, on which he has published over 400 refereed papers. He received the Khwarizmi International Award in 2006, the TWAS Young Scientist Award in engineering sciences in 2007, and the Sharif University Distinguished Researcher awards in 2004, 2007, 2008, 2010, and 2013. He has served on the editorial boards of IEEE transactions on Computers, ACM Computing Surveys, IEEE Computer Architecture Letters, Elsevier's Computers and Electrical Engineering, and Sustainable Computing journals.
作者簡介(中文翻譯)
Atiyeh Gheibi-Fetrat 於伊朗德黑蘭的沙里夫科技大學獲得計算機工程碩士學位，目前正在攻讀博士學位。她的研究興趣包括 GPU 和多 GPU 架構、排程方法、固態硬碟 (SSD) 系統以及片上網路 (NoCs)，特別專注於當代計算系統中的性能優化、資源管理和架構創新。
Sepideh Safari 於 2021 年在伊朗德黑蘭的沙里夫科技大學獲得計算機工程博士學位。她曾於 2019 至 2021 年期間在德國卡爾斯魯厄理工學院 (KIT) 的嵌入式系統研究小組 (CES) 擔任訪問研究員。她目前是伊朗德黑蘭基礎科學研究所 (IPM) 的高級博士後研究員。她的研究興趣包括即時系統的排程、嵌入式和網路物理系統的低功耗/能源設計、容錯混合關鍵性系統、排程演算法以及專注於可靠性/穩定性的分散式多核心系統。她目前是 Elsevier 的《微處理器與微系統》 (MICPRO) 期刊的副編輯，並曾擔任多個會議的技術程序委員會 (TPC) 成員，如 RTSS-2024-2025、RTAS 2024、ECRTS 2025、DSD-2022-2023-2024-2025、CPSAT-2024 等。
Shaahin Hessabi 是伊朗德黑蘭沙里夫科技大學的計算機科學與工程副教授。他於 1986 年和 1990 年分別在沙里夫科技大學獲得電機工程學士和碩士學位，並在加拿大安大略省的滑鐵盧大學獲得電機與計算機工程博士學位。他於 1996 年加入沙里夫科技大學，並擔任高效處理與通信架構 (EPCA) 實驗室主任。他在相關領域發表了超過 120 篇的審稿論文。其研究興趣包括網路物理系統、可重構和異構架構、嵌入式系統以及系統單晶片。他曾擔任多個會議的程序主席、總主席和程序委員會成員，如 DATE、NOCS、NoCArch 和 CADS。
Hamid Sarbazi-Azad 目前是伊朗德黑蘭沙里夫科技大學的計算機科學與工程教授。他的研究興趣包括高性能計算/記憶體架構、NoCs 和 SoCs、平行與分散系統、社交網路以及儲存系統，並在這些領域發表了超過 400 篇的審稿論文。他於 2006 年獲得 Khwarizmi 國際獎，2007 年獲得 TWAS 工程科學青年科學家獎，以及在 2004、2007、2008、2010 和 2013 年獲得沙里夫大學傑出研究者獎。他曾擔任 IEEE 計算機學報、ACM 計算調查、IEEE 計算機架構快報、Elsevier 的計算機與電氣工程期刊以及可持續計算期刊的編輯委員會成員。
