source: S-port/trunk/Drivers/CMSIS/DSP/Source/StatisticsFunctions/arm_std_q31.c

Last change on this file was 1, checked in by AlexLir, 3 years ago
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1/* ----------------------------------------------------------------------
2 * Project: CMSIS DSP Library
3 * Title: arm_std_q31.c
4 * Description: Standard deviation of an array of Q31 type.
5 *
6 * $Date: 27. January 2017
7 * $Revision: V.1.5.1
8 *
9 * Target Processor: Cortex-M cores
10 * -------------------------------------------------------------------- */
11/*
12 * Copyright (C) 2010-2017 ARM Limited or its affiliates. All rights reserved.
13 *
14 * SPDX-License-Identifier: Apache-2.0
15 *
16 * Licensed under the Apache License, Version 2.0 (the License); you may
17 * not use this file except in compliance with the License.
18 * You may obtain a copy of the License at
19 *
20 * www.apache.org/licenses/LICENSE-2.0
21 *
22 * Unless required by applicable law or agreed to in writing, software
23 * distributed under the License is distributed on an AS IS BASIS, WITHOUT
24 * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
25 * See the License for the specific language governing permissions and
26 * limitations under the License.
27 */
28
29#include "arm_math.h"
30
31/**
32 * @ingroup groupStats
33 */
34
35/**
36 * @addtogroup STD
37 * @{
38 */
39
40/**
41 * @brief Standard deviation of the elements of a Q31 vector.
42 * @param[in] *pSrc points to the input vector
43 * @param[in] blockSize length of the input vector
44 * @param[out] *pResult standard deviation value returned here
45 * @return none.
46 * @details
47 * <b>Scaling and Overflow Behavior:</b>
48 *
49 *\par
50 * The function is implemented using an internal 64-bit accumulator.
51 * The input is represented in 1.31 format, which is then downshifted by 8 bits
52 * which yields 1.23, and intermediate multiplication yields a 2.46 format.
53 * The accumulator maintains full precision of the intermediate multiplication results,
54 * but provides only a 16 guard bits.
55 * There is no saturation on intermediate additions.
56 * If the accumulator overflows it wraps around and distorts the result.
57 * In order to avoid overflows completely the input signal must be scaled down by
58 * log2(blockSize)-8 bits, as a total of blockSize additions are performed internally.
59 * After division, internal variables should be Q18.46
60 * Finally, the 18.46 accumulator is right shifted by 15 bits to yield a 1.31 format value.
61 *
62 */
63
64void arm_std_q31(
65 q31_t * pSrc,
66 uint32_t blockSize,
67 q31_t * pResult)
68{
69 q63_t sum = 0; /* Accumulator */
70 q63_t meanOfSquares, squareOfMean; /* square of mean and mean of square */
71 q31_t in; /* input value */
72 uint32_t blkCnt; /* loop counter */
73 q63_t sumOfSquares = 0; /* Accumulator */
74
75 if (blockSize == 1U)
76 {
77 *pResult = 0;
78 return;
79 }
80
81#if defined (ARM_MATH_DSP)
82 /* Run the below code for Cortex-M4 and Cortex-M3 */
83
84 /*loop Unrolling */
85 blkCnt = blockSize >> 2U;
86
87 /* First part of the processing with loop unrolling. Compute 4 outputs at a time.
88 ** a second loop below computes the remaining 1 to 3 samples. */
89 while (blkCnt > 0U)
90 {
91 /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
92 /* Compute Sum of squares of the input samples
93 * and then store the result in a temporary variable, sum. */
94 in = *pSrc++ >> 8U;
95 sum += in;
96 sumOfSquares += ((q63_t) (in) * (in));
97 in = *pSrc++ >> 8U;
98 sum += in;
99 sumOfSquares += ((q63_t) (in) * (in));
100 in = *pSrc++ >> 8U;
101 sum += in;
102 sumOfSquares += ((q63_t) (in) * (in));
103 in = *pSrc++ >> 8U;
104 sum += in;
105 sumOfSquares += ((q63_t) (in) * (in));
106
107 /* Decrement the loop counter */
108 blkCnt--;
109 }
110
111 /* If the blockSize is not a multiple of 4, compute any remaining output samples here.
112 ** No loop unrolling is used. */
113 blkCnt = blockSize % 0x4U;
114
115 while (blkCnt > 0U)
116 {
117 /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
118 /* Compute Sum of squares of the input samples
119 * and then store the result in a temporary variable, sum. */
120 in = *pSrc++ >> 8U;
121 sum += in;
122 sumOfSquares += ((q63_t) (in) * (in));
123
124 /* Decrement the loop counter */
125 blkCnt--;
126 }
127
128 /* Compute Mean of squares of the input samples
129 * and then store the result in a temporary variable, meanOfSquares. */
130 meanOfSquares = sumOfSquares / (q63_t)(blockSize - 1U);
131
132#else
133 /* Run the below code for Cortex-M0 */
134
135 /* Loop over blockSize number of values */
136 blkCnt = blockSize;
137
138 while (blkCnt > 0U)
139 {
140 /* C = (A[0] * A[0] + A[1] * A[1] + ... + A[blockSize-1] * A[blockSize-1]) */
141 /* Compute Sum of squares of the input samples
142 * and then store the result in a temporary variable, sumOfSquares. */
143 in = *pSrc++ >> 8U;
144 sumOfSquares += ((q63_t) (in) * (in));
145
146 /* C = (A[0] + A[1] + A[2] + ... + A[blockSize-1]) */
147 /* Compute sum of all input values and then store the result in a temporary variable, sum. */
148 sum += in;
149
150 /* Decrement the loop counter */
151 blkCnt--;
152 }
153
154 /* Compute Mean of squares of the input samples
155 * and then store the result in a temporary variable, meanOfSquares. */
156 meanOfSquares = sumOfSquares / (q63_t)(blockSize - 1U);
157
158#endif /* #if defined (ARM_MATH_DSP) */
159
160 /* Compute square of mean */
161 squareOfMean = sum * sum / (q63_t)(blockSize * (blockSize - 1U));
162
163 /* Compute standard deviation and then store the result to the destination */
164 arm_sqrt_q31((meanOfSquares - squareOfMean) >> 15U, pResult);
165}
166
167/**
168 * @} end of STD group
169 */
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