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An iterated tabu search algorithm for the design of FIR filters .

机译:FIR滤波器设计的迭代禁忌搜索算法。

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摘要

In today's modern society, we rely on wireless telecommunication devices that use applications and modules to perform many different tasks and are growing in their complexity day by day. Consequently, the fast evolution of these devices, which, most of the time, are battery-powered, drastically increased the importance of their energy consumption and made energy efficiency and green computing essential features of recent developments in microelectronics.;To deal with the related issues, many researchers have focused their attention to designing energy-efficient digital filters, which are essential building blocks of all digital signal processing systems. Any digital filter is implemented by an integrated circuit composed by a list of basic elements, including adders, multipliers, shifts, etc. One of the paths that researchers have followed in order to decrease the amount of energy used by the integrated circuits was to replace the multipliers in the circuit structure with less energy-consuming elements such as adders, shifts and inverters. The goal of these methods is usually to perform the replacement of multipliers while using the least amount of adders, as, for multiplierless circuits, adders become the most energy-consuming elements. In fact, the quantity of adders contained in a multiplierless circuit, also known as its adder cost, is commonly used as an estimate of its power consumption.;In our research we focus on energy-efficient multiplierless filters. Our work has two main contributions: a new model to efficiently represent integrated circuits, and an innovative algorithm to design efficient digital filters. On one hand, the main advantage of our new graph-based model is that it is able to represent any integrated circuit in a concise form, while avoiding symmetry in the representation. On the other hand, our metaheuristic, that combines both a tabu search and an iterated tabu search, offers a direct control of the level of energy consumed by the circuits it constructs, by fixing the number of adders that they contain. Besides, unlike other existing methods used for designing multiplierless filters, our approach does not refer to any specific architecture in the corresponding circuit structure. This degree of freedom allows our method to have a more globalized view on the optimization of circuit structure compared to the other methods, and thus, a better control on its power consumption.;The proposed algorithm is tested on a benchmark containing more than 700 filters of different orders of complexity. The obtained results demonstrate the high accuracy of the proposed approach as, based on the adder cost estimation, in more than 99% of the cases our method designs integrated circuits with a level of energy consumption equivalent to those implied only by the most accurate circuit architectures from which existing algorithms build their circuits, and absolutely no deviation from the desired filtering specifications. In parallel, our method also provides a better control of the internal wordlength in the circuits, which is another crucial point to improve the energy-efficiency. The comparison to the current state-of-the-art algorithm Heuristic cumulative benefit (Hcub) when designing all the benchmark filters shows that filters constructed with our algorithm are using 55% less adders than Hcub, while decreasing their size by 33%. This improvement can be reached at the cost of an increase of 17% in the number of delays in the circuits. However, by considering the number and the size of adders used in the circuit as well as the quantity of delays it contains as an estimate of the power consumed by the circuit, assuming that the energy consumption of a delay is in the order of 20% of the consumption of an adder, we can approximately expect an overall energy saving of 65% in our circuits compared to the best current method.
机译:在当今的现代社会中,我们依靠使用应用程序和模块来执行许多不同任务并且其复杂性日益增长的无线电信设备。因此,这些设备的快速发展(在大多数情况下都是由电池供电)极大地提高了其能源消耗的重要性,并使能效和绿色计算成为微电子学近期发展的基本特征。问题,许多研究人员将注意力集中在设计节能数字滤波器上,这些滤波器是所有数字信号处理系统必不可少的组成部分。任何数字滤波器都是由集成电路构成的,集成电路由一系列基本元素组成,包括加法器,乘法器,移位等。研究人员为了减少集成电路使用的能量而采取的一种方法是替换电路结构中的乘法器具有耗能较少的元件,例如加法器,移位和反相器。这些方法的目标通常是在使用最少数量的加法器的同时执行乘法器的替换,因为对于无乘法器电路,加法器成为最耗能的元件。实际上,无乘法器电路中包含的加法器数量(也称为加法器成本)通常用于估算其功耗。在我们的研究中,我们专注于节能高效的无乘法器滤波器。我们的工作有两个主要贡献:一种有效表示集成电路的新模型,以及一种设计高效数字滤波器的创新算法。一方面,我们新的基于图形的模型的主要优点是它能够以简洁的形式表示任何集成电路,同时避免了表示形式的对称性。另一方面,我们的元启发式方法将禁忌搜索和迭代禁忌搜索结合在一起,通过固定它们所包含的加法器数量,可以直接控制其构造电路所消耗的能量水平。此外,与用于设计无乘滤波器的其他现有方法不同,我们的方法在相应的电路结构中未引用任何特定的体系结构。与其他方法相比,这种自由度使我们的方法在电路结构优化方面更具全局性,从而可以更好地控制其功耗。所提出的算法在包含700多个滤波器的基准上进行了测试不同的复杂程度。获得的结果表明,根据加法器成本估算,该方法具有较高的准确性,在超过99%的情况下,我们的方法设计的集成电路的能耗水平仅相当于最精确的电路体系结构所隐含的能耗水平现有算法可用来构建其电路,并且绝对不会偏离所需的滤波规范。同时,我们的方法还可以更好地控制电路中的内部字长,这是提高能效的另一个关键点。在设计所有基准滤波器时,与当前最新算法启发式累积收益(Hcub)的比较表明,使用我们的算法构造的滤波器比Hcub使用的加法器少55%,同时将其大小减小了33%。可以以电路中延迟数量增加17%为代价来实现这一改进。但是,通过考虑电路中使用的加法器的数量和大小以及所包含的延迟量,可以估算电路所消耗的功率,假设延迟的能量消耗约为20%与最佳电流方法相比,在加法器功耗方面,我们可以大致预期电路中的整体节能量将达到65%。

著录项

  • 作者

    Moazzami, Katayoon.;

  • 作者单位

    Ecole Polytechnique, Montreal (Canada).;

  • 授予单位 Ecole Polytechnique, Montreal (Canada).;
  • 学科 Engineering Electronics and Electrical.;Operations Research.
  • 学位 M.Sc.A.
  • 年度 2012
  • 页码 75 p.
  • 总页数 75
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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