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Embedded systems codesign under artificial intelligence perspective: a review

机译:人工智能视角下的嵌入式系统代号:综述

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Intelligent embedded systems (IES) and their distributed versions, represent a novel and promising generation of embedded systems. IES have the capacity of reasoning about their external environments and adapt their behaviour accordingly. Such systems are situated in the intersection of two different branches, which are the embedded computing and the intelligent computing. On the other hand, intelligent embedded software (IESo) is becoming a large part of the engineering cost of intelligent embedded systems. IESo can include some artificial intelligence-based systems such as expert systems, neural networks and other sophisticated artificial intelligence (AI) models to guarantee some important characteristics such as self-learning, self-optimising and self-adaptation. Despite, the wide spread of such systems, some design challenging issues are arising. Designing a resource constrained software and at the same time intelligent is not a trivial task especially in a real-time context. To deal with this dilemma, embedded systems researchers have profited from the progress in semiconductor technology to develop specific hardware to support well AI models and render the integration of AI with the embedded world a reality.
机译:智能嵌入式系统(IE)及其分布式版本代表了一种新颖和有希望的嵌入式系统。 IES拥有对外部环境的推理能力,并相应地调整其行为。这些系统位于两个不同的分支的交叉点中,这是嵌入式计算和智能计算。另一方面,智能嵌入式软件(IESO)正在成为智能嵌入式系统的工程成本的大部分。 IESO可以包括一些基于人工智能的系统,例如专家系统,神经网络和其他复杂的人工智能(AI)模型,以保证自学,自我优化和自适应等一些重要特征。尽管如此,这种系统的广泛传播,一些设计具有挑战性的问题。设计资源受限的软件,同时智能不是一个琐碎的任务,特别是在实时上下文中。为了处理这种困境,嵌入式系统研究人员从半导体技术的进步中获利,开发特定的硬件,以支持井AI模型,并使AI与嵌入式世界的整合成为现实。

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