System-level MP-SoC design space exploration using tree visualization

T. Taghavi, A. Pimentel, M. Thompson
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引用次数: 9

Abstract

The complexity of today's embedded systems forces designers to model and simulate systems and their components to explore the wide range of design choices. Such design space exploration is especially needed during the early design stages, where the design space is at its largest. Due to the exponential design space in real problems, evaluating and comparing every single point in the design space is infeasible. Therefore, heuristic search techniques, such as Evolutionary Algorithms (EA), are often used to search the design space for optimum design points using only a finite number of design-point evaluations. Understanding how the design space was searched by such searching algorithms and providing insight into the “landscape” of the design space, may be of invaluable importance to the designer, To this end, this paper presents a novel interactive visualization application, based on tree visualization, to understand the search dynamics of an evolutionary algorithm and to visualize where the optimum design points are located in the design space.
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系统级MP-SoC设计空间探索使用树可视化
当今嵌入式系统的复杂性迫使设计人员对系统及其组件进行建模和仿真,以探索广泛的设计选择。这种设计空间的探索在设计的早期阶段尤其需要,因为这个阶段的设计空间是最大的。由于实际问题中的指数设计空间,对设计空间中的每一个点进行评价和比较是不可行的。因此,启发式搜索技术,如进化算法(EA),通常用于仅使用有限数量的设计点评估来搜索设计空间中的最佳设计点。了解这种搜索算法是如何搜索设计空间的,并提供对设计空间“景观”的洞察,对设计师来说可能是非常重要的。为此,本文提出了一种新的交互式可视化应用程序,基于树形可视化,来理解进化算法的搜索动态,并可视化设计空间中最优设计点的位置。
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