For many real-time and scientific applications, it is desirable to perform signal and image processing algorittuns by means of special hardware in very high speed. With the advent of VLSI technology, large collections of processing elelnents can be used to achieve high-speed computations. In such designs, some level of fault tolerance must be obtained to ensure the validity of the results. Fennat number transfonns (FNT's) are attractive for file implementation of digital convolution because the computations are carried out in modular afittunetic which offer three advantages: no round-off error, no multiplications in the transform, and decomposition into fast algorithm analogous to the FFT. In this paper we present a fault-detectable array architecture for the fast implementation of Fernlat number transform. The results show that the design offers concu trent error detection (CED) using very low hardware and time overheads.