CMSIS DSP Library from CMSIS 2.0. See http://www.onarm.com/cmsis/ for full details

Dependents:   K22F_DSP_Matrix_least_square BNO055-ELEC3810 1BNO055 ECE4180Project--Slave2 ... more

Committer:
simon
Date:
Thu Mar 10 15:07:50 2011 +0000
Revision:
0:1014af42efd9

        

Who changed what in which revision?

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simon 0:1014af42efd9 1 /* ----------------------------------------------------------------------
simon 0:1014af42efd9 2 * Copyright (C) 2010 ARM Limited. All rights reserved.
simon 0:1014af42efd9 3 *
simon 0:1014af42efd9 4 * $Date: 29. November 2010
simon 0:1014af42efd9 5 * $Revision: V1.0.3
simon 0:1014af42efd9 6 *
simon 0:1014af42efd9 7 * Project: CMSIS DSP Library
simon 0:1014af42efd9 8 * Title: arm_var_q15.c
simon 0:1014af42efd9 9 *
simon 0:1014af42efd9 10 * Description: Variance of an array of Q15 type.
simon 0:1014af42efd9 11 *
simon 0:1014af42efd9 12 * Target Processor: Cortex-M4/Cortex-M3
simon 0:1014af42efd9 13 *
simon 0:1014af42efd9 14 * Version 1.0.3 2010/11/29
simon 0:1014af42efd9 15 * Re-organized the CMSIS folders and updated documentation.
simon 0:1014af42efd9 16 *
simon 0:1014af42efd9 17 * Version 1.0.2 2010/11/11
simon 0:1014af42efd9 18 * Documentation updated.
simon 0:1014af42efd9 19 *
simon 0:1014af42efd9 20 * Version 1.0.1 2010/10/05
simon 0:1014af42efd9 21 * Production release and review comments incorporated.
simon 0:1014af42efd9 22 *
simon 0:1014af42efd9 23 * Version 1.0.0 2010/09/20
simon 0:1014af42efd9 24 * Production release and review comments incorporated.
simon 0:1014af42efd9 25 * -------------------------------------------------------------------- */
simon 0:1014af42efd9 26
simon 0:1014af42efd9 27 #include "arm_math.h"
simon 0:1014af42efd9 28
simon 0:1014af42efd9 29 /**
simon 0:1014af42efd9 30 * @ingroup groupStats
simon 0:1014af42efd9 31 */
simon 0:1014af42efd9 32
simon 0:1014af42efd9 33 /**
simon 0:1014af42efd9 34 * @addtogroup variance
simon 0:1014af42efd9 35 * @{
simon 0:1014af42efd9 36 */
simon 0:1014af42efd9 37
simon 0:1014af42efd9 38 /**
simon 0:1014af42efd9 39 * @brief Variance of the elements of a Q15 vector.
simon 0:1014af42efd9 40 * @param[in] *pSrc points to the input vector
simon 0:1014af42efd9 41 * @param[in] blockSize length of the input vector
simon 0:1014af42efd9 42 * @param[out] *pResult variance value returned here
simon 0:1014af42efd9 43 * @return none.
simon 0:1014af42efd9 44 *
simon 0:1014af42efd9 45 * @details
simon 0:1014af42efd9 46 * <b>Scaling and Overflow Behavior:</b>
simon 0:1014af42efd9 47 *
simon 0:1014af42efd9 48 * \par
simon 0:1014af42efd9 49 * The function is implemented using a 64-bit internal accumulator.
simon 0:1014af42efd9 50 * The input is represented in 1.15 format.
simon 0:1014af42efd9 51 * Intermediate multiplication yields a 2.30 format, and this
simon 0:1014af42efd9 52 * result is added without saturation to a 64-bit accumulator in 34.30 format.
simon 0:1014af42efd9 53 * With 33 guard bits in the accumulator, there is no risk of overflow, and the
simon 0:1014af42efd9 54 * full precision of the intermediate multiplication is preserved.
simon 0:1014af42efd9 55 * Finally, the 34.30 result is truncated to 34.15 format by discarding the lower
simon 0:1014af42efd9 56 * 15 bits, and then saturated to yield a result in 1.15 format.
simon 0:1014af42efd9 57 *
simon 0:1014af42efd9 58 */
simon 0:1014af42efd9 59
simon 0:1014af42efd9 60
simon 0:1014af42efd9 61 void arm_var_q15(
simon 0:1014af42efd9 62 q15_t * pSrc,
simon 0:1014af42efd9 63 uint32_t blockSize,
simon 0:1014af42efd9 64 q31_t * pResult)
simon 0:1014af42efd9 65 {
simon 0:1014af42efd9 66 q63_t sum = 0; /* Accumulator */
simon 0:1014af42efd9 67 q31_t meanOfSquares, squareOfMean; /* Mean of square and square of mean */
simon 0:1014af42efd9 68 q15_t mean; /* mean */
simon 0:1014af42efd9 69 q31_t in; /* Input variable */
simon 0:1014af42efd9 70 q15_t in1; /* Temporary variable */
simon 0:1014af42efd9 71 uint32_t blkCnt; /* loop counter */
simon 0:1014af42efd9 72 q15_t t; /* Temporary variable */
simon 0:1014af42efd9 73 q15_t *pIn; /* Temporary pointer */
simon 0:1014af42efd9 74
simon 0:1014af42efd9 75 pIn = pSrc;
simon 0:1014af42efd9 76
simon 0:1014af42efd9 77 /*loop Unrolling */
simon 0:1014af42efd9 78 blkCnt = blockSize >> 2u;
simon 0:1014af42efd9 79
simon 0:1014af42efd9 80 /* First part of the processing with loop unrolling. Compute 4 outputs at a time.
simon 0:1014af42efd9 81 ** a second loop below computes the remaining 1 to 3 samples. */
simon 0:1014af42efd9 82 while(blkCnt > 0u)
simon 0:1014af42efd9 83 {
simon 0:1014af42efd9 84 /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
simon 0:1014af42efd9 85 /* Compute Sum of squares of the input samples
simon 0:1014af42efd9 86 * and then store the result in a temporary variable, sum. */
simon 0:1014af42efd9 87 in = *__SIMD32(pSrc)++;
simon 0:1014af42efd9 88 sum = __SMLALD(in, in, sum);
simon 0:1014af42efd9 89 in = *__SIMD32(pSrc)++;
simon 0:1014af42efd9 90 sum = __SMLALD(in, in, sum);
simon 0:1014af42efd9 91
simon 0:1014af42efd9 92 /* Decrement the loop counter */
simon 0:1014af42efd9 93 blkCnt--;
simon 0:1014af42efd9 94 }
simon 0:1014af42efd9 95
simon 0:1014af42efd9 96 /* If the blockSize is not a multiple of 4, compute any remaining output samples here.
simon 0:1014af42efd9 97 ** No loop unrolling is used. */
simon 0:1014af42efd9 98 blkCnt = blockSize % 0x4u;
simon 0:1014af42efd9 99
simon 0:1014af42efd9 100 while(blkCnt > 0u)
simon 0:1014af42efd9 101 {
simon 0:1014af42efd9 102 /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
simon 0:1014af42efd9 103 /* Compute Sum of squares of the input samples
simon 0:1014af42efd9 104 * and then store the result in a temporary variable, sum. */
simon 0:1014af42efd9 105 in1 = *pSrc++;
simon 0:1014af42efd9 106 sum = __SMLALD(in1, in1, sum);
simon 0:1014af42efd9 107
simon 0:1014af42efd9 108 /* Decrement the loop counter */
simon 0:1014af42efd9 109 blkCnt--;
simon 0:1014af42efd9 110 }
simon 0:1014af42efd9 111
simon 0:1014af42efd9 112 /* Compute Mean of squares of the input samples
simon 0:1014af42efd9 113 * and then store the result in a temporary variable, meanOfSquares. */
simon 0:1014af42efd9 114 t = (q15_t) ((1.0f / (float32_t) (blockSize - 1u)) * 16384);
simon 0:1014af42efd9 115 sum = __SSAT((sum >> 15u), 16u);
simon 0:1014af42efd9 116
simon 0:1014af42efd9 117 meanOfSquares = (q31_t) ((sum * t) >> 14u);
simon 0:1014af42efd9 118
simon 0:1014af42efd9 119 /* Reset the accumulator */
simon 0:1014af42efd9 120 sum = 0;
simon 0:1014af42efd9 121
simon 0:1014af42efd9 122 /*loop Unrolling */
simon 0:1014af42efd9 123 blkCnt = blockSize >> 2u;
simon 0:1014af42efd9 124
simon 0:1014af42efd9 125 /* Reset the input working pointer */
simon 0:1014af42efd9 126 pSrc = pIn;
simon 0:1014af42efd9 127
simon 0:1014af42efd9 128 /* First part of the processing with loop unrolling. Compute 4 outputs at a time.
simon 0:1014af42efd9 129 ** a second loop below computes the remaining 1 to 3 samples. */
simon 0:1014af42efd9 130 while(blkCnt > 0u)
simon 0:1014af42efd9 131 {
simon 0:1014af42efd9 132 /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
simon 0:1014af42efd9 133 /* Compute sum of all input values and then store the result in a temporary variable, sum. */
simon 0:1014af42efd9 134 sum += *pSrc++;
simon 0:1014af42efd9 135 sum += *pSrc++;
simon 0:1014af42efd9 136 sum += *pSrc++;
simon 0:1014af42efd9 137 sum += *pSrc++;
simon 0:1014af42efd9 138
simon 0:1014af42efd9 139 /* Decrement the loop counter */
simon 0:1014af42efd9 140 blkCnt--;
simon 0:1014af42efd9 141 }
simon 0:1014af42efd9 142
simon 0:1014af42efd9 143 /* If the blockSize is not a multiple of 4, compute any remaining output samples here.
simon 0:1014af42efd9 144 ** No loop unrolling is used. */
simon 0:1014af42efd9 145 blkCnt = blockSize % 0x4u;
simon 0:1014af42efd9 146
simon 0:1014af42efd9 147 while(blkCnt > 0u)
simon 0:1014af42efd9 148 {
simon 0:1014af42efd9 149 /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
simon 0:1014af42efd9 150 /* Compute sum of all input values and then store the result in a temporary variable, sum. */
simon 0:1014af42efd9 151 sum += *pSrc++;
simon 0:1014af42efd9 152
simon 0:1014af42efd9 153 /* Decrement the loop counter */
simon 0:1014af42efd9 154 blkCnt--;
simon 0:1014af42efd9 155 }
simon 0:1014af42efd9 156
simon 0:1014af42efd9 157 /* Compute mean of all input values */
simon 0:1014af42efd9 158 t = (q15_t) ((1.0f / (float32_t) (blockSize * (blockSize - 1u))) * 32768);
simon 0:1014af42efd9 159 mean = __SSAT(sum, 16u);
simon 0:1014af42efd9 160
simon 0:1014af42efd9 161 /* Compute square of mean */
simon 0:1014af42efd9 162 squareOfMean = ((q31_t) mean * mean) >> 15;
simon 0:1014af42efd9 163 squareOfMean = (q31_t) (((q63_t) squareOfMean * t) >> 15);
simon 0:1014af42efd9 164
simon 0:1014af42efd9 165 /* Compute variance and then store the result to the destination */
simon 0:1014af42efd9 166 *pResult = (meanOfSquares - squareOfMean);
simon 0:1014af42efd9 167
simon 0:1014af42efd9 168 }
simon 0:1014af42efd9 169
simon 0:1014af42efd9 170 /**
simon 0:1014af42efd9 171 * @} end of variance group
simon 0:1014af42efd9 172 */