嵌入式系统体系架构研究现状与发展趋势
Current Research Status and Development Trends of Embedded System Architecture
摘要: 嵌入式系统作为信息技术的神经末梢,经历了从1971年微处理器出现到半个世纪的演进,形成了硬件中心、RTOS支撑、SoC集成、AI边缘等多阶段发展。文章系统阐述了嵌入式系统体系架构的研究现状与发展趋势,回顾了国外从Apollo制导计算机到现代AI异构平台的演进历程,梳理了国内自80年代引进模仿到近年来鸿蒙微内核、RISC‑V和边缘AI的自主创新路径,对比了中外在技术起步、生态成熟度和创新模式上的差异,最后展望了异构计算、微内核模块化、边缘智能和分布式协同等未来发展方向,指出嵌入式架构将向高性能、安全、可扩展和智能协同演进。
Abstract: Embedded systems serve as the neural endpoints of information technology. Since the introduction of microprocessors in 1971, they have evolved over half a century through stages including hardware-centric design, real-time operating system (RTOS) support, System-on-Chip (SoC) integration, and edge AI applications. This paper systematizes the research status and development trends of embedded system architectures. It reviews the international evolution from the Apollo Guidance Computer to contemporary AI-driven heterogeneous platforms, and outlines China’s developmental trajectory—from technology introduction in the 1980s to recent indigenous innovations such as the HarmonyOS microkernel, RISC-V architecture, and edge intelligence. A comparative analysis is conducted between China and other countries regarding technological origins, ecosystem maturity, and innovation models. Finally, the paper prospects future trends—including heterogeneous computing, modular microkernel design, edge intelligence, and distributed coordination—highlighting the ongoing evolution of embedded architectures toward higher performance, security, scalability, and intelligent collaboration.
文章引用:赵庆玲, 周江南. 嵌入式系统体系架构研究现状与发展趋势[J]. 嵌入式技术与智能系统, 2025, 2(4): 199-206. https://doi.org/10.12677/etis.2025.24017

参考文献

[1] Lenhardt, D., O’Malley, M., Payne, C., et al. (2004) A Look at Intel Processors from the 4004 to the Pentium Pro.
https://docsbay.net/doc/562505/a-look-at-intel-processors-from-the-4004-to-the-pentium-pro
[2] 何小庆, 何灵渊. 嵌入式软件开发的三个趋势[J]. 嵌入式技术与智能系统, 2024, 1(1): 1-10.
[3] Wray, W.C. and Greenfield, J.D. (1994) Using Microprocessors and Microcomputers the Motorola Family. Prentice-Hall Inc.
[4] 何小庆. 国产嵌入式操作系统发展思考[J]. 单片机与嵌入式系统应用, 2019, 19(12): 4-5+10.
[5] Capogrosso, L., Cunico, F., Cheng, D.S., Fummi, F. and Cristani, M. (2024) A Machine Learning-Oriented Survey on Tiny Machine Learning. IEEE Access, 12, 23406-23426. [Google Scholar] [CrossRef
[6] Wu, M., Duan, Z. and Li, J. (2024) Performance Optimization of Microkernel-Based Embedded I/O Virtualization Techniques. International Conference on Artificial Intelligence, Automation and High Performance Computing, Zhuhai, 19-21 July 2024, 134-141. [Google Scholar] [CrossRef
[7] 王福刚, 杨文君, 葛良全. 嵌入式系统的发展与展望[J]. 计算机测量与控制, 2014, 22(12): 3843-3847.
[8] Behnam, M., Nolte, T., Shin, I., et al. (2008) Towards Hierarchical Scheduling in VxWorks. Proceedings of the 4th International Workshop on Operating Systems Platforms for Embedded Real-Time Applications, Prague, 1 July 2008, 63-72.
[9] 平安证券. 国产CPU引领者, 构建自主可控生态体系[EB/OL].
https://www.vzkoo.com/document/20221213c77b3a451721616c054a00d7.html, 2022-12-12.
[10] 华福证券. 全志科技首次覆盖: AIoT创新迭出, 智能硬件SoC厚积薄发[EB/OL].
https://m.hibor.com.cn/wap_detail.aspx?id=a0681ac3f7ef31601edbb5bcd3a27b08, 2024-08-07.
[11] 何小庆. 3种物联网操作系统分析与比较[J]. 微纳电子与智能制造杂志, 2020, 2(1): 65-72.
[12] 刘畅, 武延军, 吴敬征, 等. RISC-V指令集架构研究综述[J]. 软件学报, 2021, 32(12): 3992-4024.
[13] Sakamura, K. and Koshizuka, N. (2003) T-Engine: The Open, Real-Time Embedded-Systems Platform. IEEE Micro, 22, 48-57. [Google Scholar] [CrossRef
[14] openEuler在RISC-V生态论坛发布AI边缘计算解决方案[J]. 自动化博览, 2024, 41(2): 5.
[15] Zhao, Q.L., Gu, Z.H., Zeng, H.B. and Zheng, N.G. (2018) Schedulability Analysis and Stack Size Minimization with Preemption Thresholds and Mixed-Criticality Scheduling. Journal of Systems Architecture, 83, 57-74. [Google Scholar] [CrossRef
[16] Zhao, Q.L., Gu, Z.H. and Zeng, H.B. (2017) Design Optimization for AUTOSAR Models with Preemption Thresholds and Mixed-Criticality Scheduling. Journal of Systems Architecture, 72, 61-68. [Google Scholar] [CrossRef
[17] Zhao, Q.L., Al-Bayati, Z., Gu, Z.H. and Zeng, H.B. (2016) Optimized Implementation of Multirate Mixed-Criticality Synchronous Reactive Models. ACM Transactions on Design Automation of Electronic Systems, 22, 1-25. [Google Scholar] [CrossRef
[18] Zhao, Q.L., Gu, Z.H. and Zeng, H.B. (2015) Resource Synchronization and Preemption Thresholds within Mixed-Criticality Scheduling. ACM Transactions on Embedded Computing Systems, 14, 1-25. [Google Scholar] [CrossRef
[19] Dutta, D.L. and Bharali, S. (2021) Tinyml Meets IoT: A Comprehensive Survey. Internet of Things, 16, Article 100461. [Google Scholar] [CrossRef