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1 Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher Centre Tecnològic de Telecomunicacions de Catalunya (CTTC) APS/URSI 2015, 22/07/2015

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Page 1: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Full-Dimension MIMO Arrays with Large Spacings Between Elements

Xavier ArtigaResearcherCentre Tecnològic de Telecomunicacions de Catalunya (CTTC)

APS/URSI 2015, 22/07/2015

Page 2: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Outline• Introduction to Massive MIMO and FD-MIMO• Compact arrays with Kronecker channel model• Linear arrays with spatial channel model (SCM)• FD-arrays • Conclusions

Page 3: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Massive MIMO• Multiuser-MIMO using a number of BS

antennas well in excess the number of active users.

• Benefits:• The effects of uncorrelated noise and fast

fading vanish when the number of antennas increases without limit

• In practice, array gains provide unprecedented capacity increase and/or transmission power save.

• Simple linear precoding schemes such as MRT and ZF are near-optimal.• Drawbacks:

• In practice, hundreds of antennas are needed.• Implementation challenges related to cost, synchronization, channel

estimation etc.• A solution for accommodating very large number of antennas in

constrained practical BS physical spaces is needed!!!

Page 4: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Full dimension-MIMO• Traditionally, vertical beamforming weights remain fixed for

optimized coverage • In FD-MIMO adaptive beamforming is performed in both azimuth

and elevation dimensions• FD-MIMO is an enabler for compact Massive MIMO antennas

4-channel Spatial processor

Fixed or electrical downtilt

32-channel Spatial processor

Traditional MIMO FD-MIMO

Page 5: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Outline• Introduction to Massive MIMO and FD-MIMO• Compact arrays with Kronecker channel model• Linear arrays with spatial channel model (SCM)• FD-arrays • Conclusions

Page 6: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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System Model• A base station equipped with an array of M antennas serving K single

antenna user terminals (downlink transmission)• Received signal:

with• Two pre-coders are considered in transmission:

• Maximum ratio transmission ( MRT): 𝒔𝒔 = 𝑃𝑃𝑡𝑡𝑡𝑡𝑡𝑡𝑡𝑡𝑡𝑡(𝑮𝑮𝑮𝑮𝐻𝐻)

𝑮𝑮𝐻𝐻𝒂𝒂

• Zero Forcer: 𝒔𝒔 = 𝑃𝑃𝑡𝑡𝑡𝑡𝑡𝑡𝑡𝑡𝑡𝑡((𝑮𝑮𝑮𝑮𝐻𝐻)−1)

𝑮𝑮𝐻𝐻(𝑮𝑮𝑮𝑮𝐻𝐻)−1𝒂𝒂

with

and ρ = 𝑃𝑃𝜎𝜎𝑤𝑤2

Artiga, X.; Devillers, B.; Perruisseau-Carrier, J., "On the selection of radiating elements for compact indoor massive-multiple input multiple output base stations," Microwaves, Antennas & Propagation, IET , vol.8, no.1, pp.1,9, January 8 2014

wGsx += Iww 2w

H ][E σ=

P][E H ≤ss

Page 7: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Kronecker Channel model• Assuming:

• Uncorrelated fading processes at Tx and Rx• Uncorrelated user terminals• Uniform 3D-APS and lossless antennas at the BS side

• The channel matrix becomes:

( )Hc TTT SSIX −=

T2/1 )( TXHG = where H: random matrix with Gaussian i.i.d. elements

And XT is the Tx antennas covariance matrix:

where ST is the S-matrix of the Tx antenna system

Page 8: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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• Average SINR per user is evaluated while increasing the number of antennas included in a physically constrained λxλ square array.

• ST matrices are computed using ANSYS HFSS• Single-port input impedance match and channel XPR=0dB are assumed• K=4 uncorrelated users

101 10210

15

20

25

30

35

40

antenna density, #antennes/λ2

avg.

SIN

R/ λ

2 , dB

dipolesdipoles only corr.idealsingle-pol. patchessingle-pol. patches only corr.dual-pol pacthesdual pol patches only corr.tripolarized radiatorstripolarized radiators only corr.

Simulation results

• An optimum antenna density is found regardless of the radiating element or the pre-coder• Optimum inter-element distances are λ/4 for dipoles and λ/2 for patches• Dual-polarized patches perform better than compact arrays of dipoles

ZF ρ=20dB

Page 9: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Outline• Introduction to Massive MIMO and FD-MIMO• Compact arrays with Kronecker channel model• Linear arrays with spatial channel model (SCM)• FD-arrays • Conclusions

Page 10: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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System model• Downlink transmission on a single

120° sector. • K=10 uniformly distributed users• Urban macro 3D spatial channel

model based on WINNER+.• Realistic antenna pattern simulation

using HFSS (vertical or crossed-dipoles backed with PEC).

• Omnidirectional ideal antennas assumed for the user terminals.

• Uniform power allocation

h=25m

h=1.5m

R=500m

Urban macro

Artiga, X.; Perruisseau-Carrier, J.; Perez-Neira, A.I., "Antenna array configurations for massive MIMO outdoor base stations," Sensor Array and Multichannel Signal Processing Workshop (SAM), 2014 IEEE 8th , vol., no., pp.281,284, 22-25 June 2014WINNER+, http://projects.celtic-initiative.org/winner+/

Page 11: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Simulation results• Compact arrays

Horizontal arrays of vertical dipoles at BS Vertical polarization of user terminals

10 20 30 40 50 60 70 800

5

10

15

20

25

30

# BS antennas

Sum

rate

, b/s

/Hz

10 20 30 40 50 60 70 800

20

40

60

80

100

# BS antennas

Sum

rate

, b/s

/Hz

ρ=20 dB ρ=0 dB

Average sum rate is clearly degraded when inter-element spacing is reduced below λ/2- λ/3 due to mutual coupling and limited aperture effects

Page 12: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Simulation results• Dual polarized arrays

Horizontal arrays of vertical dipoles or crossed-dipoles Random polarization of user terminals

0 5 10 15 200

10

20

30

40

50

60

70

ρ, dB

sum

rate

, b/s

/Hz

Dual-polarized arrays clearly surpass compact and single-polarized solutions.

The benefits of using polarization diversity for reducing the polarization losses exceed the increased array gains provided by double-length single-polarized arrays

Page 13: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Outline• Introduction to Massive MIMO and FD-MIMO• Compact arrays with Kronecker channel model• Linear arrays with spatial channel model (SCM)• FD-arrays • Conclusions

Page 14: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Full-dimension arrays• Crossed dipole elements with inter-element distance of λ/2• ZF pre-coding and ρ=100/N

0 20 40 60 80 100 120 140 160 180 2000

10

20

30

40

50

60

70

80

90100

# BS antennas

Per

cent

age

of a

chiv

able

sta

ble

sum

rate

, %

N/2*λ/2λ/220λ/2sqrt(N/2)*λ/25λ/210λ/2

Vertical beamforming allows reducing the horizontal size of the array but at the expense of increasing the number of elements.

The reduced elevation angular sector limits the benefits of vertical beamforming.

Horizontal array size

Page 15: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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FD-MIMO with large spacings• Inter-element distances beyond λ/2 provide reduced beamwidths at the

expense of the appearance of grating lobes• Which is the optimum spacing for elevation beamforming in FD-MIMO?• System model:

• Vertical array with 16 antennas serving 4 users ( downlink)• Ideal Isotropic and uncoupled radiators• Free-space propagation• MRT precoding• ρ=20dB• Variable BS heightvariable elevation angular sector

BS height (15m-45m)

Elevation angular sector (13deg-32deg)

50 m 250m

Page 16: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Free-space results

BS height (m)

Angular sector size (º)

Minimum antenna spacing creating

grating lobes inside the sector of interest. (λ)

15 13 4.4

25 21 2.9

35 27 2.3

45 32 2.1Horizontal

array 120 0.6

• The directions of the grating lobes are calculated using: 𝜃𝜃𝐺𝐺𝐺𝐺 = 𝑐𝑐𝑐𝑐𝑐𝑐−1 ±𝑚𝑚𝑚𝑚𝑑𝑑

+ 𝑐𝑐𝑐𝑐𝑐𝑐 𝜃𝜃

• Sumrate increases with antenna spacing until grating lobes start falling inside sector of interest.

• Beyond this optimum point, benefits of reduced beamwidth cancel out with the appearance of grating lobes.

Page 17: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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3D-SCM results• BS height is set to 25m• Linear arrays of 16 antenna elements formed by 8 pairs of 45º slanted cross-

dipoles backed by a perfect conductor. • K=4 user terminals with random polarization

0.5 1 1.5 2 2.5 3 3.5 4 4.5 57

9

11

13

d/λ

MR

T a

vg.

sum

rate

0.5 1 1.5 2 2.5 3 3.5 4 4.5 524

26

28

30

d/λ

ZF

avg

. s

umra

te

Horizontal arrayVertical array

Horizontal arrayVertical array

Hybrid analog/digital beamforming array solution can reduce the effects of GL out of the sector of interest

4-channel Spatial

processor

Fixed or electrical downtilt

Fixed or electrical downtilt

Fixed or electrical downtilt

Fixed or electrical downtilt

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Conclusions• Mutual coupling does not allow reducing the inter-element spacing

below λ/2- λ/4 (depending on the scenario and the radiating elements).

• Polarization diversity provides better performance than reducing inter-element spacing.

• Polarization diversity provides better performance than using single polarization and doubling the size of the array.

• Elevation beamforming in FD-MIMO allows reducing the horizontal size of the array at the expense of the need of more antennas.

• Elevation beamforming is limited by reduced angular elevation sector.• Optimum vertical element separation is the larger one for which the

grating lobes still do not fall inside the sector of interest.

Page 19: Full-Dimension MIMO Arrays with Large Spacings Between Elements · 2015-09-30 · Full-Dimension MIMO Arrays with Large Spacings Between Elements Xavier Artiga Researcher. ... array

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Thanks for your kind attention!

• Questions?

Xavier ArtigaResearcherCentre Tecnològic de Telecomunicacions de Catalunya(CTTC)[email protected]