Apparatus and method for generating log likelihood ratio in multiple-input multiple-output communication system

Abstract
An apparatus and method for generating LLRs in an MIMO communication system. In a receiver for a spatial multiplexing communication system, a determiner performs an MML decoding operation in an ascending or descending order of TX antennas to estimate a plurality of candidate TX vectors. A distance calculator calculates a Euclidean distance for each of the candidate TX vectors from the determiner. An LLR calculator calculates LLRs using the Euclidean distances from the distance calculator. Accordingly, it is possible to generate an LLR with high reliability at low complexity in an MIMO communication system.
Description

BRIEF DESCRIPTION OF THE DRAWINGS

The above and other objects, features and advantages of the present invention will become more apparent from the following detailed description when taken in conjunction with the accompanying drawings in which:



FIG. 1 is a block diagram of a transmitter and a receiver in a MIMO communication system according to the present invention;



FIGS. 2A and 2B are block diagrams of a MIMO demodulator illustrated in FIG. 1;



FIG. 3 is a block diagram of a determiner illustrated in FIGS. 2A and 2B;



FIG. 4 is a block diagram of a distance calculator illustrated in FIGS. 2A and 2B;



FIGS. 5A and 5B are block diagrams of an LLR calculator illustrated in FIGS. 2A and 2B; and



FIG. 6 is a flowchart illustrating a procedure for generating LLRs inputted to a channel decoder in a MIMO communication system according to the present invention.





DETAILED DESCRIPTION OF THE PREFERRED EMBODIMENTS

Preferred embodiments of the present invention will be described herein below with reference to the accompanying drawings. In the following description, well-known functions or constructions are not described in detail since they would obscure the invention in unnecessary detail. Also, the terms used herein are defined according to the functions of the present invention. Thus, the terms may vary depending on user's or operator's intension and usage. Therefore, the terms used herein must be understood based on the descriptions made herein.


A description will now be given of an apparatus and method for generating a high-reliability LLR in a Spatial Multiplexing (SM) communication system according to the present invention.


In the following description of FIGS. 1 through 5, it is assumed that channel values hij are precalculated by a channel estimator (not illustrated). It is also assumed that the communication system has two TX antennas (i.e., NT=2).



FIG. 1 shows a transmitter and a receiver in a Multiple-Input Multiple-Output (MIMO) communication system according to the present invention.


Referring to FIG. 1, the transmitter includes a channel encoder 100, an interleaver 110, a modulator 120, a demultiplexer 130, and a plurality of TX antennas 140-1 through 140-NT. The receiver includes a plurality of RX antennas 150-1 through 150-NR, an MIMO demodulator 160, a deinterleaver 170, and a channel decoder 180.


The channel encoder 100 of the transmitter encodes a target data bit stream at a given coding rate to output code symbols. When the number of the input data bits is k and the coding rate is R, the number of the output symbols is k/R. For example, the channel encoder 100 may be a convolutional encoder, a turbo encoder, or a Low-Density Parity Check (LDPC) encoder.


The interleaver 110 interleaves the output symbols of the channel encoder 100 according to a rule providing robustness against a burst error.


The modulator 120 modulates the interleaved symbols from the interleaver 110 according to a coding scheme. That is, the modulator 120 maps signal points to a constellation according to a mapping scheme to output complex signals. Examples of the coding scheme are a Binary Phase Shift-Keying (BPSK) scheme mapping one bit (s=1) to one complex signal, a Quadrature Phase-Shift Keying (QPSK) scheme mapping two bits (s=2) to one complex signal, an 8ary Quadrature Amplitude Modulation (8 QAM) scheme mapping three bits (s=3) to one complex signal, and a 16 QAM scheme mapping four bits (s=4) to one complex signal.


The demultiplexer 130 demultiplexes the complex signals from the modulator 120 and transmits the resulting signals through NT TX antennas. Although not illustrated, when the transmitter uses an Orthogonal Frequency Division Multiplexing (OFDM) communication scheme, a plurality of signal streams outputted from the demultiplexer 130 are OFDM-modulated. The OFDM-modulated signals are Radio Frequency (RF)-processed to be suitable for over-the-air transmission, and the resulting RF signals are transmitted over the air through the corresponding TX antennas. Because the number of the TX antennas is assumed to be two, a TX vector can be expressed as d=[d1 d2].


Meanwhile, the RX antennas 150-1 through 150-NR of the receiver receive the RF signals from the TX antennas 140-1 through 140-NT. Although not illustrated, the received RF signals received through the TX antennas 140-1 through 140-NT are converted into baseband sample data, the resulting sample data are OFDM-demodulated and are then inputted to the MIMO demodulator 160. At this point, it is assumed that an RX vector inputted to the MIMO demodulator 160 is r=[r1 r2 . . . rN].


The MIMO demodulator 160 estimates candidate TX vectors by MML-decoding each of two TX symbols received from the transmitter, calculates Euclidean distances for the respective candidate RX vectors, and calculates LLRs using the calculated Euclidean distances. The structure and operation of the MIMO demodulator 160 will be described later with reference to FIGS. 2 through 5.


The deinterleaver 170 deinterleaves the LLRs from the MIMO demodulator 160 according to a given rule. The channel decoder 180 soft decision decodes the deinterleaved LLRs from the deinterleaver 170 to recover the data bit stream.



FIGS. 2A and 2B shows the MIMO demodulator 160 illustrated in FIG. 1. The MIMO demodulator 160 includes a first LLR generator 20 for generating an LLR for the first TX symbol d1 and a second LLR generator 21 for generating an LLR for the second TX symbol d2. Each of the first and second LLR generators 20 and 21 includes a plurality of multipliers, a plurality of determiners, a plurality of distance calculators, and an LLR calculator. The first and second LLR generators 20 and 21 have the same structure and thus the following description will focus on the first LLR generator 20 for conciseness.


In the first LLR generator 20, each of multipliers 200-1 through 200-N multiplies a channel conjugate value between the second TX antenna and the corresponding RX antenna by an RX signal of the corresponding RX antenna. For example, the multiplier 200-1 corresponding to the first RX antenna multiplies a channel conjugate value ĥ*21 between the second TX antenna and the first RX antenna by an RX signal r1 of the first RX antenna.


On the assumption that the first TX symbol transmitted through the first TX antenna is cm (m=1,2, . . . , M), each of determiners 202-1 through 202-M determines the remaining second TX symbol by an MML scheme (or a slicing scheme) to estimate the mth candidate TX vector. M denotes a modulation level (or a modulation order). Structures and operations of the determiners 202-1 through 202-M will be described later with reference to FIG. 3.


Each of distance calculators 204-1 through 204-M calculates a Euclidean distance for a candidate TX vector from the corresponding determiner. Structures and operations of the distance calculators 204-1 through 204-M will be described later with reference to FIG. 4.


An LLR calculator 206 calculates an LLR for each of coded bits of the first TX symbol (modulated symbol) by using the M Euclidean distances from the distance calculators 204-1 through 204-M. When a 16 QAM scheme is used as a modulation scheme, the LLR calculator 206 calculates an LLR for each of 4 coded bits. For example, the LLR calculator 206 may calculate the LLR using a log-MAP (maximum a posteriori) process or a max log-MAP process. Each of the above process will be described later with reference to FIG. 5.



FIG. 3 shows each of the determiners 202 and 212 illustrated in FIGS. 2A and 2B. The determiner 202 of the first LLR generator 20 and the determiner 212 of the second LLR generator 21 have the same structure. Thus, the following description will focus on the determiner 202 for conciseness.


Referring to FIG. 3, the determiner 202 includes a plurality of subtractors 300-1 through 300-N, a plurality of calculators 302-1 through 302-N, an adder 304, and a hard decider 306.


Using precalculated channel values and a symbol (modulated symbol) for a corresponding signal point, the first calculator 302-1 performs a functional operation expressed as Equation (6):





ĥ*21ĥ11cm  (6)


where ĥij denotes a channel value between the ith TX antenna and the jth RX antenna, and cm denotes a symbol corresponding to the mth signal point.


In this manner, the first calculator 302-1 corresponding to the first RX antenna multiplies a channel conjugate value ĥ*2, between the second TX antenna and the first RX antenna, a channel value ĥ21 between the first TX antenna and the first TX antenna, and a symbol cm corresponding to the first signal point.


The first subtractor 300-1 subtracts the output signal of the first calculator 302-1 from the output signal of the multiplier 200-1.


Using precalculated channel values and a symbol for a corresponding signal point, the nth calculator 302-n performs a functional operation as expressed in Equation (6). At this point, because the nth calculator 302-n corresponds to the nth RX antenna, a channel conjugate value ĥ*2n between the second TX antenna and the nth RX antenna and a channel value ĥ1n between the first TX antenna and the nth TX antenna are used in Equation (6). The nth subtractor 300-n subtracts the output signal of the nth calculator 302-n from the output signal of the multiplier 200-n.


Likewise, the Nth calculator 302-N and the Nth subtractor 300-N perform the corresponding functional operations as stated above.


The adder 304 adds the output signals of the subtractors 300-1 through 300-N. The hard decider 306 hard-decides the output signal of the adder 304 to output a hard-decision value. This hard-decision value is an estimated value of the second TX symbol when the first TX symbol is cm.


In this manner, the determiners 202-1 through 202-M determines the second TX symbol by an MML scheme on the assumption that the first TX symbol is a symbol for a corresponding signal point. At this point, with respect to all the signals (d1=cmεC) transmittable from the first TX antenna, a TX signal transmitted from the second TX antenna can be determined using Equation (7):










d
i

=

Q
(



h
i
H





h
i



2




(

r
-




j

i





h
j



d
j




)


)





(
7
)







Likewise, for all the signals cm transmittable from the second TX antenna, a TX vector estimated by the determiner 212 can be expressed as Equation (8):











[




d
1




d
2




]

T

=



[



d
1



(

c
m

)








c
m


]

T

=


[


Q
(



h
1
H





h
1



2




(

r
-


h
2



c
m



)


)



c
m


]

T






(
8
)








FIG. 4 shows each of the distance calculators 204 and 214 illustrated in FIGS. 2A and 2B. The distance calculator 204 of the first LLR generator 20 and the distance calculator 214 of the second LLR generator 21 have the same structure. Thus, the following description will focus on the distance calculator 204 for conciseness.


Referring to FIG. 4, the distance calculator 204 includes a first calculator 400, a second calculator 402, and a third calculator 404.


The distance calculator 204 calculates a Euclidean distance using Equation (9):






e
m
=∥r−Hd∥
2  (9)


Equation (9) can be developed as Equation (10):













e
m

=



(

r
-
Hd

)

H



(

r
-
Hd

)








=


(


r
H

-


d
H



H
H



)



(

r
-
Hd

)








=



r
H


r

-

(



r
H


Hd

+


d
H



H
H


r


)

+


d
H



H
H


Hd









(
10
)







The first calculator 400 squares the absolute values of N RX signals received from N RX antennas, and adds the squared absolute values. The second calculator 402 calculates (rHHd+dHHHr) using the candidate TX vector (cm,{circumflex over (d)}2(cm)) from the corresponding determiner 202 and the precalculated channel values (h1n, h2n). Thereafter, the second calculator 402 subtracts the calculated value (rH Hd+dH HH r) from the output value of the first calculator 400.


The second calculator 402 includes a first calculator 402-1, a second calculator 402-2, a first subtractor 402-3, and a second subtractor 402-4.


The first calculator 402-1 performs a functional operation expressed as Equation (11):









real
(

2


c
m






n
=
1

N




r
n



h
ln
*




)




(
11
)







where real( ) denotes a function for selecting a real part from a function value of ( ).


The second calculator 402-2 performs a functional operation expressed as Equation (12):









real
(

2




d
^

2



(

c
m

)







n
=
1

N




r
n



h

2

n

*




)




(
12
)







The first subtractor 402-3 subtracts the output value of the first calculator 402-1 from the output value of the first calculator 400. The second subtractor 402-4 subtracts the output value of the second calculator 402-2 from the output value of the first subtractor 402-3.


The third calculator 404 calculates (dH HH Hd) using the candidate TX vector (cm,{circumflex over (d)}2(cm)) from the corresponding determiner 202 and the precalculated channel values (h1n,h2n). Thereafter, the third calculator 404 adds the calculated value (dH HH Hd) and the output value of the second calculator 402 to output a calculated distance value em corresponding to the mth signal point.


The third calculator 404 includes a third calculator 404-1, a fourth calculator 404-2, a fifth calculator 404-3, and a first adder 404-4, a second adder 404-5, and a third adder 404-6.


The third calculator 404-1 performs a functional operation expressed as Equation (13):













c
m



2






n
=
1

N






h

1

n




2






(
13
)







The fourth calculator 404-2 performs a functional operation expressed as Equation (14):















d
^

2



(

c
m

)




2






n
=
1

N






h

1

n




2






(
14
)







The fifth calculator 404-3 performs a functional operation expressed as Equation (15):









real
(

2


c
m
*





d
^

2



(

c
m

)







n
=
1

N




h

1

n

*



h

2

n





)




(
15
)







The first adder 404-4 adds the output value of the second calculator 402 and the output value of the third calculator 404-1. The second adder 404-5 adds the output value of the first adder 404-4 and the output value of the fourth calculator 404-2. The third adder 404-6 adds the output value of the second adder 404-5 and the output value of the fifth calculator 404-3 to output a calculated distance value em corresponding to the mth signal point.


After the above calculation of M distance values for the first TX symbol and M distance values for the second TX symbol, LLRs are calculated using a log-MAP process. The LLRs can be calculated using Equation (16):











LLR


(

b

1
,
i


)


=

log
(





c


C
i
+





exp
(

-





r
-


h
1


c

-


h
2




d
2



(
c
)






2


2






σ
2




)






c


C
i
-





exp
(

-





r
-


h
1


c

-


h
2




d
2



(
c
)






2


2






σ
2




)



)









LLR


(

b

2
,
i


)


=

log
(





exp


c


C
i
+





(

-





r
-


h
1




d
1



(
c
)



-


h
2


c




2


2






σ
2




)






exp


c


C
i
-





(

-





r
-


h
1




d
1



(
c
)



-


h
2


c




2


2






σ
2




)



)






(
16
)








FIGS. 5A and 5B show each of the LLR calculators 206 and 216 according to Equation (16). FIG. 5A shows a log-MAP architecture using a Jacobian log table, and FIG. 5B shows an architecture corresponding to the approximation of Equation (16). These architectures are already known in the art and thus only the log-MAP architecture will be described in brief.


For calculation of an LLR according to a QPSK scheme, each of calculators 501 through 504 uses an input distance value em to perform a functional operation expressed as Equation (17):










-

e
m



2

No





(
17
)







Each of maximum selectors 505 through 508 selects the larger of two input values from the corresponding two calculators. Each of absolute calculators 509 through 512 calculates a difference between two input values from the corresponding two calculators and calculates an absolute value of the difference.


Each of tables 513 through 516 obtains a log value corresponding to the output value of the corresponding absolute calculator by using a Jacobian log table. Each of adders 517 through 520 adds the output value of the corresponding absolute calculator and the output value of the corresponding table.


A first calculator 521 subtracts an output value ‘minus2’ of the second adder 518 from an output value ‘plus1’ of the first adder 517 to output an LLR1 for the first of two bits of a QPSK signal. A second calculator 522 subtracts an output value ‘minus2’ of the fourth adder 520 from an output value ‘plus2’ of the third adder 519 to output an LLR2 for the second of the two bits of the QPSK signal.



FIG. 6 shows a procedure for generating LLRs inputted to the channel decoder in the MIMO communication system according to the present invention. The following description will be made on the assumption that the number of TX antennas is 2. In FIG. 6, steps 601 through 605 are processes for generating an LLR of the first TX symbol and steps 611 through 615 are processes for generating an LLR of the second TX symbol.


Referring to FIG. 6, with respect to all the signals (d1=cmεC) transmittable from the first TX antenna, the receiver determines a signal transmitted from the second TX antenna by Equation (6) to estimate M candidate TX vectors, in step 601. In step 603, the receiver calculates a Euclidean distance for each of the M candidate TX vectors to obtain M distance values. In step 605, using the M distance values, the receiver performs a log-MAP process to calculate an LLR for each bit (coded bit) of the first TX vector.


Meanwhile, with respect to all the signals (d2=cmεC) transmittable from the second TX antenna, the receiver determines a signal transmitted from the first TX antenna by Equation (6) to estimate M candidate TX vectors, in step 611. In step 613, the receiver calculates a Euclidean distance for each of the M candidate TX vectors to obtain M distance values. In step 615, using the M distance values, the receiver performs a log-MAP process to calculate an LLR for each bit (coded bit) of the second TX vector.


In this manner, the receiver calculates LLR values for two TX symbols transmitted from the transmitter. In the case of a QPSK scheme, because 2 LLR values are calculated for each TX symbol, the receiver provides a total of 4 LLR values to the channel decoder.


As described above, the present invention can generate the LLR with high reliability at low complexity in an MIMO communication system. In particular, the present invention can generate the LLR with high reliability at low complexity in an MIMO communication system using two TX antennas.


While the invention has been shown and described with reference to certain preferred embodiments thereof, it will be understood by those skilled in the art that various changes in form and details may be made therein without departing from the spirit and scope of the invention as defined by the appended claims.

Claims
  • 1. A receiver for a Spatial Multiplexing (SM) communication system, the receiver comprising: a determiner for performing a Modified Maximum Likelihood (MML) decoding operation in an ascending or descending order of transmit (TX) antennas to estimate a plurality of candidate TX vectors;a distance calculator for calculating a Euclidean distance for each of the candidate TX vectors from the determiner; anda Log Likelihood Ratio (LLR) calculator for calculating LLRs using the Euclidean distances from the distance calculator.
  • 2. The receiver of claim 1, wherein when a number of TX antennas is 2, on an assumption that an ith TX symbol transmitted from an ith TX antenna is cm (m=1,2, . . . , M), the determiner determines a jth TX symbol dj to estimate the candidate TX vectors using
  • 3. The receiver of claim 1, wherein when the candidate TX vector, a channel value between an ith TX antenna and a jth receive (RX) antenna, and the RX symbol of the nth RX antenna are respectively (cm,{circumflex over (d)}2(cm)), ĥij, and rn, and the distance calculator comprises: a first calculator for calculating rHr;
  • 4. The receiver of claim 1, wherein the LLR calculator calculates the LLRs using one of a log-MAP (maximum a posteriori) process and a max log-MAP process.
  • 5. The receiver of claim 1, further comprising: a deinterleaver for deinterleaving the LLRs from the LLR calculator; anda channel decoder for soft-decision decoding the deinterleaved LLRs from the deinterleaver to recover a data bit stream.
  • 6. A receiver for a Multiple-Input Multiple-Output (MIMO) communication system using two transmit (TX) antennas, the receiver comprising: a first Log Likelihood Ratio (LLR) generator for determining a second TX symbol by a Modified Maximum Likelihood (MML) scheme with respect to each of the TX symbols transmittable from a first TX antenna to estimate a plurality of candidate TX vectors, and calculating LLRs for a first TX symbol using the candidate TX vectors; anda second LLR generator for determining the first TX symbol by an MML scheme with respect to each of the TX symbols transmittable from a second TX antenna to estimate a plurality of candidate TX vectors, and calculating LLRs for the second TX symbol using the candidate TX vectors.
  • 7. The receiver of claim 6, wherein each of the first and second LLR generators comprises: a determiner for determining remaining TX symbols by a slicing scheme on an assumption that a corresponding TX symbol is cm (m=1,2, . . . , M) to generate M (a modulation level) number of candidate TX vectors;a distance calculator for calculating a Euclidean distance for each of the M candidate TX vectors from the determiner; andan LLR calculator for calculating LLRs using the M Euclidean distances from the distance calculator.
  • 8. The receiver of claim 7, wherein on an assumption that an ith TX symbol transmitted from an ith TX antenna is cm (m=1,2, . . . , M), the determiner determines a jth TX symbol dj to estimate the candidate TX vectors using.
  • 9. The receiver of claim 7, wherein when the candidate TX vector, a channel value between an ith TX antenna and a jth receive (RX) antenna, and the RX symbol of the nth RX antenna are respectively (cm,{circumflex over (d)}2(cm)), ĥij, and rn, and the distance calculator comprises: a first calculator for calculating rHr;a second calculator for calculating
  • 10. The receiver of claim 7, wherein the LLR calculator calculates the LLRs using one of a log-MAP (maximum a posteriori) process and a max log-MAP process.
  • 11. The receiver of claim 6, further comprising: a deinterleaver for deinterleaving the LLRs from the first and second LLR generators; anda channel decoder for soft-decision decoding the deinterleaved LLRs from the deinterleaver to recover a data bit stream.
  • 12. A receiving method for a Spatial Multiplexing (SM) communication system, the method comprising the steps of: performing a Modified Maximum Likelihood (MML) decoding operation in the ascending or descending order of transmit (TX) antennas to estimate a plurality of candidate TX vectors;calculating a Euclidean distance for each of the estimated candidate TX vectors; andcalculating Log Likelihood Ratios (LLRs) using the calculated Euclidean distances.
  • 13. The receiving method of claim 12, wherein when a number of TX antennas is 2, on an assumption that an ith TX symbol transmitted from an ith TX antenna is cm (m=1,2, . . . , M), a jth TX symbol dj is determined to estimate the candidate TX vectors using
  • 14. The receiving method of claim 12, wherein when the candidate TX vector, a channel value between an ith TX antenna and a jth receive (RX) antenna, and the RX symbol of the nth RX antenna are respectively (cm,{circumflex over (d)}2(cm)), ĥij, and rn, the step of calculating the Euclidean distance calculator comprises: calculating rHr and storing the same as a first value;calculating
  • 15. The receiving method of claim 12, wherein the LLRs are calculated using one of a log-MAP (maximum a posteriori) process and a max log-MAP process.
  • 16. The receiving method of claim 12, further comprising: deinterleaving the calculated LLRs; andsoft-decision decoding the deinterleaved LLRs to recover a data bit stream.
  • 17. A receiving method for a Multiple-Input Multiple-Output (MIMO) communication system using two transmit (TX) antennas, the method comprising the steps of: a first Log Likelihood Ratio (LLR) generation step for determining a second TX symbol by a Modified Maximum Likelihood (MML) scheme with respect to each of the TX symbols transmittable from a first TX antenna to estimate a plurality of candidate TX vectors, and calculating LLRs for a first TX symbol using the candidate TX vectors; anda second LLR generation step for determining the first TX symbol by an MML scheme with respect to each of the TX symbols transmittable from a second TX antenna to estimate a plurality of candidate TX vectors, and calculating LLRs for the second TX symbol using the candidate TX vectors.
  • 18. The receiving method of claim 17, wherein each of the first and second LLR generation steps comprises: determining the remaining TX symbols by a slicing scheme on an assumption that a corresponding TX symbol is cm (m=1,2, . . . , M) to estimate M (a modulation level) number of candidate TX vectors;calculating a Euclidean distance for each of the M candidate TX vectors; andcalculating LLRs using the M Euclidean distances.
  • 19. The receiving method of claim 18, wherein on an assumption that an ith TX symbol transmitted from an ith TX antenna is cm (m=1,2, . . . , M), a jth TX symbol dj are determined to estimate the candidate TX vectors using
  • 20. The receiving method of claim 18, wherein when the candidate TX vector, a channel value between the ith TX antenna and a jth receive (RX) antenna, and the RX symbol of the nth RX antenna are respectively (cm,{circumflex over (d)}2(cm)), ĥij, and rn, the step of calculating the Euclidean distance comprises: calculating rH r and storing the same as a first value;calculating
  • 21. The receiving method of claim 18, wherein the LLRs are calculated using one of a log-MAP (maximum a posteriori) process and a max log-MAP process.
  • 22. The receiving method of claim 17, further comprising: deinterleaving the calculated LLRs; andsoft-decision-decoding the deinterleaved LLRs to recover a data bit stream.
Priority Claims (1)
Number Date Country Kind
10-2006-0031377 Apr 2006 KR national