12.07.2015 Views

System Level Modeling and Optimization of the LTE Downlink

System Level Modeling and Optimization of the LTE Downlink

System Level Modeling and Optimization of the LTE Downlink

SHOW MORE
SHOW LESS
  • No tags were found...

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

4. Extensions to <strong>the</strong> L2S ModelThe MSE is calculated based on <strong>the</strong> actual transmitted signal (x 0 ) <strong>and</strong> <strong>the</strong> estimatedreceive symbols (ˆx 0 ) as{MSE = E (ˆx 0 − x 0 ) (ˆx 0 − x 0 ) H} , (4.10)The estimated receive symbol vector ˆx 0 is, as previously shown in Equation (3.5),obtained as()N∑intˆx 0 = Gy = G H 0 x 0 + n + H i x i , (4.11)where <strong>the</strong> ZF receive filter G is calculated as) −1G =(ĤĤ 0 Ĥ 0 ĤH 0 , (4.12)Ĥ 0 = H 0 + E, (4.13)e ij ∼ CN ( 0, σe) 2 . (4.14)i=1The estimated channel (Ĥ 0 ) is modeled as <strong>the</strong> actual channel plus an error matrixE whose entries (e ij ) are modeled as complex-normal with mean power σ 2 e [118].Applying a Taylor series expansion at E = 0, i.e., assuming a small channel estimationnoise variance σ 2 e [119], <strong>the</strong> following MSE expression is obtained:MSE = E{(ˆx 0 − x 0 ) (ˆx 0 − x 0 ) H}{} ( ) H≈ ˜H −10 E EW 0 x 0 x H 0 W0 H E H ˜H −10{ } ( ) {H+ ˜H −10 E nn H ˜H −10 + ˜H −10 E EW 0 ˜H ( ) } H ( −10 nnH ˜H −10 WH0 E H ˜H −10N int∑+i=0[˜H −10 E {˜H i x i x H i ˜H H i} ( ) H˜H −10{+ ˜H −10 E EW 0 ˜H −1 ˜H( ) } H ( ) ] HH0 i x i x i˜H H i ˜H −10 W H E H ˜H −10(( (H= σeσ 2 x 2 0+ σv 2 + σvσ 2 eTr2 )H −1)) (0 H 0 ˜H H ˜H) −10 0+I∑[ (˜H −10 σx 2 iH i W i Wi H H H ii=1where H denotes <strong>the</strong> channel matrix,(+ σx 2 iσeTr2 H i H H i( )HH −1) ( ) )] H0 H 0 ˜H −10 ,(4.15)˜H <strong>the</strong> effective channel matrix (i.e., <strong>the</strong>precoder-<strong>and</strong>-channel-matrix combination HW), <strong>and</strong> E <strong>the</strong> channel estimation errormatrix. The full derivation <strong>of</strong> Equation (4.15) can be found in Appendix C.) H59

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!