| /* ---------------------------------------------------------------------- |
| * Project: CMSIS DSP Library |
| * Title: arm_lms_norm_q15.c |
| * Description: Processing function for Q15 normalized LMS filter |
| * |
| * $Date: 18. March 2019 |
| * $Revision: V1.6.0 |
| * |
| * Target Processor: Cortex-M cores |
| * -------------------------------------------------------------------- */ |
| /* |
| * Copyright (C) 2010-2019 ARM Limited or its affiliates. All rights reserved. |
| * |
| * SPDX-License-Identifier: Apache-2.0 |
| * |
| * Licensed under the Apache License, Version 2.0 (the License); you may |
| * not use this file except in compliance with the License. |
| * You may obtain a copy of the License at |
| * |
| * www.apache.org/licenses/LICENSE-2.0 |
| * |
| * Unless required by applicable law or agreed to in writing, software |
| * distributed under the License is distributed on an AS IS BASIS, WITHOUT |
| * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| * See the License for the specific language governing permissions and |
| * limitations under the License. |
| */ |
| |
| #include "arm_math.h" |
| |
| /** |
| @ingroup groupFilters |
| */ |
| |
| /** |
| @addtogroup LMS_NORM |
| @{ |
| */ |
| |
| /** |
| @brief Processing function for Q15 normalized LMS filter. |
| @param[in] S points to an instance of the Q15 normalized LMS filter structure |
| @param[in] pSrc points to the block of input data |
| @param[in] pRef points to the block of reference data |
| @param[out] pOut points to the block of output data |
| @param[out] pErr points to the block of error data |
| @param[in] blockSize number of samples to process |
| @return none |
| |
| @par Scaling and Overflow Behavior |
| The function is implemented using a 64-bit internal accumulator. |
| Both coefficients and state variables are represented in 1.15 format and |
| multiplications yield a 2.30 result. The 2.30 intermediate results are |
| accumulated in a 64-bit accumulator in 34.30 format. |
| There is no risk of internal overflow with this approach and the full |
| precision of intermediate multiplications is preserved. After all additions |
| have been performed, the accumulator is truncated to 34.15 format by |
| discarding low 15 bits. Lastly, the accumulator is saturated to yield a |
| result in 1.15 format. |
| @par |
| In this filter, filter coefficients are updated for each sample and the |
| updation of filter cofficients are saturted. |
| */ |
| |
| void arm_lms_norm_q15( |
| arm_lms_norm_instance_q15 * S, |
| const q15_t * pSrc, |
| q15_t * pRef, |
| q15_t * pOut, |
| q15_t * pErr, |
| uint32_t blockSize) |
| { |
| q15_t *pState = S->pState; /* State pointer */ |
| q15_t *pCoeffs = S->pCoeffs; /* Coefficient pointer */ |
| q15_t *pStateCurnt; /* Points to the current sample of the state */ |
| q15_t *px, *pb; /* Temporary pointers for state and coefficient buffers */ |
| q15_t mu = S->mu; /* Adaptive factor */ |
| uint32_t numTaps = S->numTaps; /* Number of filter coefficients in the filter */ |
| uint32_t tapCnt, blkCnt; /* Loop counters */ |
| q63_t acc; /* Accumulator */ |
| q31_t energy; /* Energy of the input */ |
| q15_t e = 0, d = 0; /* Error, reference data sample */ |
| q15_t w = 0, in; /* Weight factor and state */ |
| q15_t x0; /* Temporary variable to hold input sample */ |
| q15_t errorXmu, oneByEnergy; /* Temporary variables to store error and mu product and reciprocal of energy */ |
| q15_t postShift; /* Post shift to be applied to weight after reciprocal calculation */ |
| q31_t coef; /* Temporary variable for coefficient */ |
| q31_t acc_l, acc_h; /* Temporary input */ |
| int32_t lShift = (15 - (int32_t) S->postShift); /* Post shift */ |
| int32_t uShift = (32 - lShift); |
| |
| energy = S->energy; |
| x0 = S->x0; |
| |
| /* S->pState points to buffer which contains previous frame (numTaps - 1) samples */ |
| /* pStateCurnt points to the location where the new input data should be written */ |
| pStateCurnt = &(S->pState[(numTaps - 1U)]); |
| |
| /* initialise loop count */ |
| blkCnt = blockSize; |
| |
| while (blkCnt > 0U) |
| { |
| /* Copy the new input sample into the state buffer */ |
| *pStateCurnt++ = *pSrc; |
| |
| /* Initialize pState pointer */ |
| px = pState; |
| |
| /* Initialize coefficient pointer */ |
| pb = pCoeffs; |
| |
| /* Read the sample from input buffer */ |
| in = *pSrc++; |
| |
| /* Update the energy calculation */ |
| energy -= (((q31_t) x0 * (x0)) >> 15); |
| energy += (((q31_t) in * (in)) >> 15); |
| |
| /* Set the accumulator to zero */ |
| acc = 0; |
| |
| #if defined (ARM_MATH_LOOPUNROLL) |
| |
| /* Loop unrolling: Compute 4 taps at a time. */ |
| tapCnt = numTaps >> 2U; |
| |
| while (tapCnt > 0U) |
| { |
| /* Perform the multiply-accumulate */ |
| /* acc += b[N] * x[n-N] + b[N-1] * x[n-N-1] */ |
| acc = __SMLALD(read_q15x2_ia (&px), read_q15x2_ia (&pb), acc); |
| acc = __SMLALD(read_q15x2_ia (&px), read_q15x2_ia (&pb), acc); |
| |
| /* Decrement loop counter */ |
| tapCnt--; |
| } |
| |
| /* Loop unrolling: Compute remaining taps */ |
| tapCnt = numTaps % 0x4U; |
| |
| #else |
| |
| /* Initialize tapCnt with number of samples */ |
| tapCnt = numTaps; |
| |
| #endif /* #if defined (ARM_MATH_LOOPUNROLL) */ |
| |
| while (tapCnt > 0U) |
| { |
| /* Perform the multiply-accumulate */ |
| acc += (q63_t) (((q31_t) (*px++) * (*pb++))); |
| |
| /* Decrement the loop counter */ |
| tapCnt--; |
| } |
| |
| /* Calc lower part of acc */ |
| acc_l = acc & 0xffffffff; |
| |
| /* Calc upper part of acc */ |
| acc_h = (acc >> 32) & 0xffffffff; |
| |
| /* Apply shift for lower part of acc and upper part of acc */ |
| acc = (uint32_t) acc_l >> lShift | acc_h << uShift; |
| |
| /* Converting the result to 1.15 format and saturate the output */ |
| acc = __SSAT(acc, 16U); |
| |
| /* Store the result from accumulator into the destination buffer. */ |
| *pOut++ = (q15_t) acc; |
| |
| /* Compute and store error */ |
| d = *pRef++; |
| e = d - (q15_t) acc; |
| *pErr++ = e; |
| |
| /* Calculation of 1/energy */ |
| postShift = arm_recip_q15((q15_t) energy + DELTA_Q15, &oneByEnergy, S->recipTable); |
| |
| /* Calculation of e * mu value */ |
| errorXmu = (q15_t) (((q31_t) e * mu) >> 15); |
| |
| /* Calculation of (e * mu) * (1/energy) value */ |
| acc = (((q31_t) errorXmu * oneByEnergy) >> (15 - postShift)); |
| |
| /* Weighting factor for the normalized version */ |
| w = (q15_t) __SSAT((q31_t) acc, 16); |
| |
| /* Initialize pState pointer */ |
| px = pState; |
| |
| /* Initialize coefficient pointer */ |
| pb = pCoeffs; |
| |
| #if defined (ARM_MATH_LOOPUNROLL) |
| |
| /* Loop unrolling: Compute 4 taps at a time. */ |
| tapCnt = numTaps >> 2U; |
| |
| /* Update filter coefficients */ |
| while (tapCnt > 0U) |
| { |
| coef = (q31_t) *pb + (((q31_t) w * (*px++)) >> 15); |
| *pb++ = (q15_t) __SSAT(coef, 16); |
| |
| coef = (q31_t) *pb + (((q31_t) w * (*px++)) >> 15); |
| *pb++ = (q15_t) __SSAT(coef, 16); |
| |
| coef = (q31_t) *pb + (((q31_t) w * (*px++)) >> 15); |
| *pb++ = (q15_t) __SSAT(coef, 16); |
| |
| coef = (q31_t) *pb + (((q31_t) w * (*px++)) >> 15); |
| *pb++ = (q15_t) __SSAT(coef, 16); |
| |
| /* Decrement loop counter */ |
| tapCnt--; |
| } |
| |
| /* Loop unrolling: Compute remaining taps */ |
| tapCnt = numTaps % 0x4U; |
| |
| #else |
| |
| /* Initialize tapCnt with number of samples */ |
| tapCnt = numTaps; |
| |
| #endif /* #if defined (ARM_MATH_LOOPUNROLL) */ |
| |
| while (tapCnt > 0U) |
| { |
| /* Perform the multiply-accumulate */ |
| coef = (q31_t) *pb + (((q31_t) w * (*px++)) >> 15); |
| *pb++ = (q15_t) __SSAT(coef, 16); |
| |
| /* Decrement loop counter */ |
| tapCnt--; |
| } |
| |
| x0 = *pState; |
| |
| /* Advance state pointer by 1 for the next sample */ |
| pState = pState + 1; |
| |
| /* Decrement loop counter */ |
| blkCnt--; |
| } |
| |
| /* Save energy and x0 values for the next frame */ |
| S->energy = (q15_t) energy; |
| S->x0 = x0; |
| |
| /* Processing is complete. |
| Now copy the last numTaps - 1 samples to the start of the state buffer. |
| This prepares the state buffer for the next function call. */ |
| |
| /* Points to the start of the pState buffer */ |
| pStateCurnt = S->pState; |
| |
| /* copy data */ |
| #if defined (ARM_MATH_LOOPUNROLL) |
| |
| /* Loop unrolling: Compute 4 taps at a time. */ |
| tapCnt = (numTaps - 1U) >> 2U; |
| |
| while (tapCnt > 0U) |
| { |
| write_q15x2_ia (&pStateCurnt, read_q15x2_ia (&pState)); |
| write_q15x2_ia (&pStateCurnt, read_q15x2_ia (&pState)); |
| |
| /* Decrement loop counter */ |
| tapCnt--; |
| } |
| |
| /* Loop unrolling: Compute remaining taps */ |
| tapCnt = (numTaps - 1U) % 0x4U; |
| |
| #else |
| |
| /* Initialize tapCnt with number of samples */ |
| tapCnt = (numTaps - 1U); |
| |
| #endif /* #if defined (ARM_MATH_LOOPUNROLL) */ |
| |
| while (tapCnt > 0U) |
| { |
| *pStateCurnt++ = *pState++; |
| |
| /* Decrement loop counter */ |
| tapCnt--; |
| } |
| |
| } |
| |
| /** |
| @} end of LMS_NORM group |
| */ |