/* ---------------------------------------------------------------------- * Copyright (C) 2010 ARM Limited. All rights reserved. * * $Date: 29. November 2010 * $Revision: V1.0.3 * * Project: CMSIS DSP Library * Title: arm_std_q15.c * * Description: Standard deviation of an array of Q15 type. * * Target Processor: Cortex-M4/Cortex-M3 * * Version 1.0.3 2010/11/29 * Re-organized the CMSIS folders and updated documentation. * * Version 1.0.2 2010/11/11 * Documentation updated. * * Version 1.0.1 2010/10/05 * Production release and review comments incorporated. * * Version 1.0.0 2010/09/20 * Production release and review comments incorporated. * -------------------------------------------------------------------- */ #include "arm_math.h" /** * @ingroup groupStats */ /** * @addtogroup STD * @{ */ /** * @brief Standard deviation of the elements of a Q15 vector. * @param[in] *pSrc points to the input vector * @param[in] blockSize length of the input vector * @param[out] *pResult standard deviation value returned here * @return none. * * @details * Scaling and Overflow Behavior: * * \par * The function is implemented using a 64-bit internal accumulator. * The input is represented in 1.15 format. * Intermediate multiplication yields a 2.30 format, and this * result is added without saturation to a 64-bit accumulator in 34.30 format. * With 33 guard bits in the accumulator, there is no risk of overflow, and the * full precision of the intermediate multiplication is preserved. * Finally, the 34.30 result is truncated to 34.15 format by discarding the lower * 15 bits, and then saturated to yield a result in 1.15 format. */ void arm_std_q15( q15_t * pSrc, uint32_t blockSize, q15_t * pResult) { q63_t sum = 0; /* Accumulator */ q31_t meanOfSquares, squareOfMean; /* square of mean and mean of square */ q15_t mean; /* mean */ q31_t in; /* input value */ q15_t in1; /* input value */ uint32_t blkCnt; /* loop counter */ q15_t t; /* Temporary variable */ q15_t *pIn; /* Temporary pointer */ pIn = pSrc; /*loop Unrolling */ blkCnt = blockSize >> 2u; /* First part of the processing with loop unrolling. Compute 4 outputs at a time. ** a second loop below computes the remaining 1 to 3 samples. */ while(blkCnt > 0u) { /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ /* Compute Sum of squares of the input samples * and then store the result in a temporary variable, sum. */ in = *__SIMD32(pSrc)++; sum = __SMLALD(in, in, sum); in = *__SIMD32(pSrc)++; sum = __SMLALD(in, in, sum); /* Decrement the loop counter */ blkCnt--; } /* If the blockSize is not a multiple of 4, compute any remaining output samples here. ** No loop unrolling is used. */ blkCnt = blockSize % 0x4u; while(blkCnt > 0u) { /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */ /* Compute Sum of squares of the input samples * and then store the result in a temporary variable, sum. */ in1 = *pSrc++; sum = __SMLALD(in1, in1, sum); /* Decrement the loop counter */ blkCnt--; } /* Compute Mean of squares of the input samples * and then store the result in a temporary variable, meanOfSquares. */ t = (q15_t) ((1.0 / (blockSize - 1)) * 16384LL); sum = __SSAT((sum >> 15u), 16u); meanOfSquares = (q31_t) ((sum * t) >> 14u); /* Reset the accumulator */ sum = 0; /*loop Unrolling */ blkCnt = blockSize >> 2u; /* Reset the input working pointer */ pSrc = pIn; /* First part of the processing with loop unrolling. Compute 4 outputs at a time. ** a second loop below computes the remaining 1 to 3 samples. */ while(blkCnt > 0u) { /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */ /* Compute sum of all input values and then store the result in a temporary variable, sum. */ sum += *pSrc++; sum += *pSrc++; sum += *pSrc++; sum += *pSrc++; /* Decrement the loop counter */ blkCnt--; } /* If the blockSize is not a multiple of 4, compute any remaining output samples here. ** No loop unrolling is used. */ blkCnt = blockSize % 0x4u; while(blkCnt > 0u) { /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */ /* Compute sum of all input values and then store the result in a temporary variable, sum. */ sum += *pSrc++; /* Decrement the loop counter */ blkCnt--; } /* Compute mean of all input values */ t = (q15_t) ((1.0 / (blockSize * (blockSize - 1))) * 32768LL); mean = (q15_t) __SSAT(sum, 16u); /* Compute square of mean */ squareOfMean = ((q31_t) mean * mean) >> 15; squareOfMean = (q31_t) (((q63_t) squareOfMean * t) >> 15); /* mean of the squares minus the square of the mean. */ in1 = (q15_t) (meanOfSquares - squareOfMean); /* Compute standard deviation and store the result to the destination */ arm_sqrt_q15(in1, pResult); } /** * @} end of STD group */