Structural Health Monitoring of Composite Materials Using the Two Dimensional Fast Fourier Transform

نویسندگان

  • Kevin Loewke
  • David Meyer
  • Anthony Starr
  • Sia Nemat-Nasser
چکیده

Abstract. This work is part of an effort to develop smart composite materials that monitor their own health using embedded micro-sensors and network communication nodes. Here we address the issue of data management through the development of localized processing algorithms. We demonstrate that the two-dimensional Fast Fourier Transform (FFT) is a useful algorithm due to its hierarchical structure and ability to determine the relative magnitudes of different spatial wavelengths in a material. This may be applied, for example, to determine the global components of a strain field or temperature distribution. We develop two methods for implementing the distributed 2D FFT developed based on the radix-2 (Row-Column) and radix-2×2 (Vector Radix) structures, and compare them in terms of computational requirements within a lowpower, low-bandwidth network of microprocessors. Our results show that the VectorRadix algorithm requires 50% fewer multiplications than the Row-Column algorithm when performed in a distributed manner. Since the most important information of the 2D FFT can often be found in the lowest frequency components, we develop pruning methods for the Row-Column and Vector-Radix algorithms that reduce communication requirements by 50% in both cases. We conclude that the pruned Vector-Radix 2D FFT is an efficient and useful algorithm for rapidly assessing the health of composite materials.

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تاریخ انتشار 2004