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AN EVALUATION OF MODEL-BASED SOFTWARE SYNTHESIS FROM SIMULINK MODELS FOR EMBEDDED VIDEO APPLICATIONS

机译:基于SIMULINK模型的嵌入式视频应用基于模型的软件评估

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摘要

In next generation video surveillance systems there is a trend towards embedded solutions. Digital signal processors (DSP) are often used to provide the necessary computing power. The limited resources impose significant challenges for software development. Resource constraints must be met while facing increasing application complexity and pressing time-to-market demands. Recent advances in synthesis tools for Simulink suggest a high-level approach to algorithm implementation for embedded DSP systems. The model-based visual development process of Simulink facilitates simulation as well as synthesis of target specific code. In this work the modeling and code generation capabilities of Simulink are evaluated with respect to video analysis algorithms. Different models of a motion detection algorithm are used to synthesize code. The generated code targeted at a Texas Instruments TMS320C6416 DSP is compared to a hand-optimized reference. Experiments show that an ad hoc approach to synthesize complex image processing algorithms hardly yields optimal code for DSPs. However, several optimizations can be applied to improve performance.
机译:在下一代视频监视系统中,存在着嵌入式解决方案的趋势。数字信号处理器(DSP)通常用于提供必要的计算能力。有限的资源给软件开发带来了巨大的挑战。在面对日益增加的应用程序复杂性和紧迫的上市时间要求时,必须满足资源约束。 Simulink综合工具的最新进展为嵌入式DSP系统的算法实现提供了一种高级方法。 Simulink基于模型的可视化开发过程有助于仿真以及目标特定代码的综合。在这项工作中,针对视频分析算法评估了Simulink的建模和代码生成功能。运动检测算法的不同模型用于合成代码。将针对德州仪器(TI)TMS320C6416 DSP的生成的代码与手动优化的参考进行比较。实验表明,一种用于合成复杂图像处理算法的临时方法几乎无法为DSP产生最佳代码。但是,可以应用几种优化来提高性能。

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