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41
ACCESS IC LAB Graduate Institute of Electronics Engineering, NTU pp. 1 台灣大學 吳安宇 教授 CO ordinate R ational DI gital C omputer

Transcript of COordinate Rational DIgital Computeraccess.ee.ntu.edu.tw/course/advanced_VLSI_91/course...ACCESS IC...

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COordinate Rational DIgital Computer

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OutlineOutlineIntroductionConventional CORDIC AlgorithmEnhancement of CORDIC

MVR-CORDIC AlgorithmEEAS-Based CORDIC Algorithm

Vector Rotational CORDIC Family

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IntroductionIntroductionVector rotation is the kernel of various digital signal processing (DSP) applications, including

Digital filters:Orthogonal digital filters, and adaptive lattice filters.

Linear transformation:DFT, Chirp-Z transform, DHT, and FFT.

Matrix based digital signal processing algorithms:QR factorization, with applications to Kalman filtering

Linear system solverssuch as Toeplitz and covariance system solvers,……,etc.

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Rotational OperationRotational Operation

(xin,yin)

(xout,yout

θ

)

Each vector rotation takes 4 multiplications

and 2 additions

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Digital Lattice FilterDigital Lattice FilterLow-sensitivity to coefficient quantization error

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Normalized Lattice SectionNormalized Lattice SectionGivens Rotation

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Fast Fourier TransformationFast Fourier Transformation

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Fast Fourier TransformationFast Fourier TransformationTwiddle factor

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OutlineOutlineIntroductionConventional CORDIC AlgorithmEnhancement of CORDIC

MVR-CORDIC AlgorithmEEAS-Based CORDIC Algorithm

Vector Rotational CORDIC Family

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Conventional CORDIC AlgorithmConventional CORDIC Algorithm

−=

++

)()(

.cossinsincos

)1()1(

iyix

iyix

αααα

−−=

++

)()(

.1

21)1()1(

2 iyix

i

i

iyix

i

i

µµ

−⋅=

++

)()(

1tantan1

cos)1()1(

iyix

iyix

αα

α

)2tan2tan( 11 ii

iii

−−−− == µµα

where

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Conventional CORDIC AlgorithmConventional CORDIC AlgorithmEase-to-implementation (shift-and-add only)

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Conventional CORDIC AlgorithmConventional CORDIC Algorithm

Example:Rotation angle: θ = π/8 = 0.3927

( ) ( ) ( ) { }1,1 ,1

0, −+=

−≡ ∑−

=

iiaiN

iCORDICm µµθξ

( ) ( ) ( ) ( )( ) ( ) ( ) ( )+++

+≈3322

1100aa

aaµµµµθ

Sequentially performing of sub-angles, a(i)

V(2)

V(0)

V(1)V(3)

V(4)

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Generalized CORDICGeneralized CORDIC

V(2)V(0)

V(1) V(3)V(4)

122 =+ yx

Circular

Linear

V(1)

V(3)

V(3)

Hyperbolic

V(0)V(1)

V(2)m→0 , linear system ;

m=1 , circular system ;

m=-1 , hyperbolic system.

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Summary of CORDIC AlgorithmSummary of CORDIC AlgorithmBoth micro-rotation and scaling phasesInitiation:Given x(0),y(0),z(0)

For i=0 to n-1 , Do

/*CORDIC iteration equation */

/*Angle updating equation*/(i)a- miz(i)1)z(i µ=+

/*Scaling Operation (required for m=±1 only)*/

End i loop

=

)()(

)(1

nynx

nKyx

mf

f

−−=

++

)()(

.1),(

),(21)1()1(

2 iyix

ims

imsmiyix

i

i

µµ

)21(1

0

),(22∏−

=

−+=n

i

imsim mK µ

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Modes of OperationsModes of Operations

)(iz(n)-z(n)-z(0)1

0im

n

ia∑

=

== µθ

υµ = sign of z(i)

Vector rotation mode (θ is given)objective is to compute the final vector

Usually , we set z(0)= θ

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Modes of Operations (cont’d)Modes of Operations (cont’d)Angle accumulation mode (θ is not given)

Objective is to rotate the given initial vector back to x-axis ,and the angle can be accrued.

µ = - sign x(i)y(i) υ

V(0)

V(1)

X-axis

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Basic processor for Micro-Basic processor for Micro-RotationRotation

X(i) Y(i)

X-Reg Y-Reg

+/- +/-

Barrel shifter

Barrel shifter

X(i+1) Y(i+1)

mux mux mux mux

X-Reg Y-RegZ-reg

Z(i+1)

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Basic processor for Scaling Basic processor for Scaling OperationOperation

)('2)(')1('

)('2)(')1('

:2

)(2)(')1('

)(2)(')1('

:1

nyiyiy

nxixix

Type

nyiyiy

nxixix

Type

q

q

p

p

i

i

i

i

+=+

+=+

+=+

+=+

X(n) Y(n)

X(n) Y(n)

+/- +/-

Barrel shifter

Barrel shifter

X-Reg Y-Reg

ff y x

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Advantages and disadvantagesAdvantages and disadvantages

-Simple Shift-and-add Operation.

(2 adders+2 shifters v.s. 4 mul.+2 adder)

-Small area.

-It needs n iterations to obtain n-bit precision.

-Slow carry-propagate addition.

-Area consuming shifts.

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Enhancement of CORDICEnhancement of CORDIC

ArchitecturePipelined ArchitectureFaster Adder (CSA)

AlgorithmRadix-4 CORDICMVR-CORDICEEAS-CORDIC

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Pipelined architecturePipelined architecture

Basic

CORDIC

Processor

1

Basic

CORDIC

Processor

2

Basic

CORDIC

Processor

n+s

L

A

T

C

H

L

A

T

C

H

L

A

T

C

H

f

f

yx

)0()0(

1

1

++

++

sn

sn

yx

)1(snv + )1(2 −+snv)2(1−+snv)0(1++snv

Ni−µ1−iµ

Expand folded CORDIC processor to achieve the pipelined architectureShifting can be realized by wiring

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Faster Adder (CSA)Faster Adder (CSA)

+

+

+

sign

Ripple Adder and its sign calculation

+

+

+

+

+

+

sign

CSA VMAand its sign calculation

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Critical Path of CSACritical Path of CSA

+++

+++

sign

CSA VMAand its sign calculation

+++

sign

CSA VMAand its sign calculation

In on-line approach , we want to get sign bit as soon as possible !

Critical path analysis:

CPA=wordlength

CSA=2FA (Best Case)

CSA=wordlength (worst case)

Redundant Number System to eliminate non-rotation or puzzle rotation

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Radix-4 CORDICRadix-4 CORDICReduce Iteration Numbers

High radix CORDIC.(e.g. Radix-4, Radix-8)1 stage of Radix-4 = 2 stages of Radix-2

Faster and SmallerEmploy the Radix-4 micro-rotations to

Reduce the stage number.But Km may not be constant.

∏−

=

−+=1

0

),(22 41n

i

imsim mK µ { }2,1,0 ±±=µ

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OutlineOutlineIntroductionConventional CORDIC AlgorithmEnhancement of CORDIC

MVR-CORDIC AlgorithmEEAS-Based CORDIC Algorithm

Vector Rotational CORDIC Family

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Modification of CORDIC AlgorithmModification of CORDIC AlgorithmSkip some micro-rotation angles

For certain angles, we can only only reduce the iteration number but also improve the error performance.For example, θ=π/4

ConventionalCORDIC

[ ]1, 1, 1, 1, 1,µ = −

MVR-CORDIC [ ]1, 0, 0, 0, 0,µ =

ξm= 7.2*10-3

ξm= 0

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Modification of CORDIC AlgorithmModification of CORDIC AlgorithmRepeat some micro-rotation angles

Each micro-rotation angle can be performed repeatedlyFor example, θ =π/2: execute the micro-rotation of a(0) twice

Confine the number of micro-rotations to RmIn conventional CORDIC, number of iteration=WIn the MVR-CORDIC, Rm << WHardware/timing alignment

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Modification of CORDIC AlgorithmModification of CORDIC AlgorithmWith above three modification

wheres(i) ∈ {0, 1, 2, …, W} is the rotational sequence that determines the micro-rotation angle in the ith iterationα(i) ∈ {-1, 0 ,1} is the directional sequence that controls the direction of the ith micro-rotation

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Constellation of Reachable AnglesConstellation of Reachable Angles

(a) Conventional CORDIC with N=W=4(b) MVR-CORDIC with W=4 and Rm=3

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Summary of MVRSummary of MVR--CORDIC CORDIC AlgorithmAlgorithm

Both micro-rotation and scaling phases

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VLSI ArchitectureVLSI ArchitectureIterative structure

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OutlineOutlineIntroductionConventional CORDIC AlgorithmEnhancement of CORDIC

MVR-CORDIC AlgorithmEEAS-Based CORDIC Algorithm

Vector Rotational CORDIC Family

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Extended Elementary Angle SetExtended Elementary Angle SetApply relaxation on EAS of

EAS is comprised of arctangent of single singed-power-of-two (SPT) termEffective way to extend the EAS is to employ more SPT terms

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Constellation of EEASConstellation of EEAS

Constellation of elementary angles of (a) EAS S1, (b) EEAS S2, with wordlength W=8.

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Example of EAS and EEASExample of EAS and EEAS

Example of elementary angles of (a) EAS S1, (b) EEAS S2, with wordlength W=3.

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Summary of EEAS SchemeSummary of EEAS SchemeBoth micro-rotation and scaling phases

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VLSI ArchitectureVLSI ArchitectureIterative structure

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Comparison of Rotation SchemesComparison of Rotation Schemes

Comparison of existing approaches/algorithms performingvector rotation in 2D plane, where the wordlength, W, is 16.

HardwareRequirement

Full Adder(FA) Count

SQNRPerformance

Direct Implementation

Conventional CORDICAlgorithm

Angle Recoding (AR)Technique (Rm=6, Rs=6)

EEAS-based CORDICAlgorithm (Rm=2, Rs=2)

4 Multipliers,2 Adders

About43 Adders

24 Adders

16 Adders

1,056

688

384

256

98.7dB

97.4dB

93.3dB

95.1dB

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OutlineOutlineIntroductionConventional CORDIC AlgorithmEnhancement of CORDIC

MVR-CORDIC AlgorithmEEAS-Based CORDIC Algorithm

Vector Rotational CORDIC Family

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Family of VR CORDIC AlgorithmFamily of VR CORDIC Algorithm

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Set Diagram of VR CORDIC FamilySet Diagram of VR CORDIC FamilyRelationship among members in VR CORDIC family can be represented as