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Prof. Riku Jäntti Department of Communications and Networking Ambient and quantum back- scatter communications

Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

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Page 1: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

Prof. Riku JänttiDepartment of Communications and Networking

Ambient andquantum back-scattercommunications

Page 2: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

Part I:Ambient back-scattercommunications

Page 3: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

Ambient Backscatter Communications(AmBC)Content1. Motivation2. Basic principle3. State-of-the art4. Modulation methods5. Propagation6. Mitigating the direct path interference at the receiver7. Co-existence with incumbent8. Fundamental limits9. Conclusions

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Page 4: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

1. Motivation

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Motivation

• The state-of-art IoT connectivity solutions can be two powerhungry for ultra-low power / passive sensor devices.

• Transceiver is typically the most power hungry part of the IoTdevice.

• Can we communicate without having a transceiver in the IoTdevice?

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Page 6: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

Power can be harvested from AmbientRF Sources…

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…but it is quite low for powering activetransceivers

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2. Basic principle

Page 9: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

Backscatter communications

• Backscatter of radio waves from an object has been a subject ofactive study since the development of radar back in the 1930’s,and the use of backscattered radio for communications sinceHarry Stockman's work in 1948.

• Backscatter Communications (BC) is widely used in RFID wherea reader device generates an unmodulated carrier signal, apassive tag absorbs the energy of this signal and then sendsback the modulated signal to the reader.

• BC devices do not need a power-hungry transceiver and canachieve up to 1000 times lower power consumption and 10 to100 times lower device cost than contemporary active-transceiver-based solutions.

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Page 10: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

Ambient backscatter communications• Passive radar systems encompass a class of radar systems that detect and

track objects by processing reflections from non-cooperative sources ofillumination in the environment, such as commercial broadcast andcommunications signals. It is a specific case of bistatic radar, the latter alsoincluding the exploitation of cooperative and non-cooperative radartransmitters.

• Passive radar is almost as old as radar with first experiments in UK in 1935.• Ambient backscatter communications can be interpreted as a

communication technology using the passive radar principle. Ambientbackscatter was invented by researchers at University of Washingtonaround 2013.

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Liu, V., Parks, A., Talla, V., Gollakota, S., Wetherall, D. and Smith, J.R., 2013,August. Ambient backscatter: wireless communication out of thin air. In ACMSIGCOMM Computer Communication Review (Vol. 43, No. 4, pp. 39-50).ACM.

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Backscatter communications

• Modulated backscatter systems (MBS)

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Tx

Rxs equivalent base band carrierx1 complex reflection coefficient

reader

MBS

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Ambient backscatter communications

• Modulate ambient RF is modulated and reflected

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tx

rxs equivalent base band carrierx0 symbol carried by the ambient RFx1 complex reflection coefficient

MBS

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Ambient backscatter communications

• Simple non-coherent transmit and receive strategies can beused for ultra-low power devices

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RF Energy Detector & Hard decoder

RectifierLogarithmic

Amplifier

Comparator

Channel Filter

OOK

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Bi-static modulated re-scatter system

• Can we decode both symbols x0 and x1? (Yes, we can)

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tx

rxs equivalent base band carrierx0 symbol carried by the ambient RFx1 complex reflection coefficient

mod

ulat

ed c

arrie

r x 0

s

MBS

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Ambient Backscatter Deploymentoptions

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2. State-of-art andapplications

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Since 1930’s• Radar

applications• Communication

usingbackscatteredradio (1948)

Before 2014• RFID

backscatter

2014-2016• WiFi backscatter

• BackFi• HitchHike• PassiveWiFi

• TV backscatter• Interscatter• LF backscatter• BLE backscatter• ZigBee

backscatter• BFSK

backscatter

2017• Battery-free

cellphone• FM backscatter• LoRa backscatter• LoRea

backscatter• Ultra-wideband

backscatter

2018 onwards• NetScatter• PLoRa

Very short distance Short distance Long distance Large scale

Developed backscatter communicationtechnologies

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3. Modulation

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Load modulation

• The backscattering device varies the complex antenna loadreflection coefficient by switching the antenna load betweenstates.

• Modulated backscatter can generate, for instance,- Amplitude Shift Keying (ASK): resistive modulator impedance [Ishizaki et al. 2011];

OOK: Load modulator.- Frequency shift keying (FSK): digital [Vougioukas et al. 2016]; Frequency shifting:

low-power ring oscillator-based clock generator [Zhang et al. 2016].- Phase shift keying (PSK), reactive modulator impedance in the Gen2 standard;

transmission line for RFID .- Quadrature amplitude modulation (QAM).

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*

*L a

L a

Z ZZ Z

-G =

+*

: reflection coefficient,: the antenna load impetence,: the antenna impedance.

L

a

ZZ

G

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Simple backscatter modulators• On-off keying

(OOK)• Very wideband

(limited byantenna)

• 30 dB between onand off-state

• Binary phase shiftkeying (BPSK)

• Wideband, butphase shift dependon the utilizedfrequency.

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OOK modulator

RL

RL

Transmission line

S1

S1 S2

BPSK modulator

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Backscatter modulation methods

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Page 22: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

Backscatter modulation withreflection amplificationA backscatter device with reflection amplifier is similar toamplify and forward relay except in addition to amplifying thesignal it also modulates the amplified signal.

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Page 23: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

Packet level modulation

WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when theWiFi packets are present, otherwise it encodes a bit ‘0’ (silenceperiod); the tag receiver detects the different periods of the WiFipackets using an energy detector. To avoid other readers to transmitduring the silence period, the reader needs to send a CTS_to_SELFpacket before transmitting encoded information.

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Kellogg, B., Parks, A., Gollakota, S., Smith, J.R. and Wetherall, D., 2014, August. Wi-Fi backscatter: Internet connectivity for RF-powereddevices. In ACM SIGCOMM Computer Communication Review (Vol. 44, No. 4, pp. 607-618). ACM.

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Waveform designs for AmBC

• Line codes• Spread spectrum techniques

• Direct sequence spread spectrum (DSS)• Perfect pulses

• Chirp spread spectrum (CSS)• Lora backscatter: Generate LoRa waveform• Netscatter: Chiprs + OOK

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Perfect pulses• Based on antipodal binary waveform• DC-nulling that the intra-symbol

transitions can removefrequency components in the pulse'spower spectrum.

• Generating the waveforms: the transitionsare produced by

• These waveforms have been used forBPSK, FSK, and pulse width modulation(PWM) modulations.

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01 1 1cos , 0, , , where and .2 1 2 2i n

i i nn

pt t tæ ö= - " = = - =ç ÷+è øL

Varner, M.A., Bhattacharjea, R. and Durgin, G.D., 2017, May. Perfect pulsesfor ambient backscatter communication. In 2017 IEEE InternationalConference on RFID (RFID) (pp. 13-19). IEEE.

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Perfect pulses

• Incorporated modulated waveforms and perfect pulse

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−BPSK−

−FSK

−PWM− −

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Chirp Pulses

• Chirp spectrum spread (CSS) modulationtechnique uses chirp pulses to conveyinformation.

• Principles: A time delay in the chirp signaltranslates to a frequency shift.

• Advantage: improving the spectral efficiencyby canceling the sideband harmonics.

• Synchronization of the slots across differentbackscatter devices: using a unique ON-OFFkeying sync pattern at the beginning of theTDMA round robin. This allows devices todetermine the slot boundaries for a wholeround-robin duration.

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[Talla2017 Peng et al. 2018, Hessar et al. 2019]

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5. Propagation

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Propagation

Backscatter communications link budget in bi-static case:

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PR Received powerPT Transmit powerGT Transmitter antenna gainGR Receiver antenna gainGBC BC antenna gainL wavelengthXf Forwardlink polarization mismatchXBC BC link polarization mismatchrf Forward link distancerBC BC link distanceBf Forward link blockage (shadow fading)BBC BC link blockage

M BC modulation loss Q On-object penaltyFBDBCS Fade margin

Forward link BC link

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Propagation

Measurement setup:f = 590 MHz Digital TV bandPT = 10 dBm Tx powerGT=GR =GBC 0 dBi Isotropic antennasM = -6.63 dB Modulator factor at the tag

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Badihi B, Liljemark A., Sheik. M. U., Lietzen J., Jäntti R. “LinkBudget Validation for Backscatter-Radio System in Sub-1GHz”submitted to IEEE WCNC 2019

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Propagation

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Propagation

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Propagation

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Page 34: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

PropagationScattering link gain Reflection link gain

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=l

4l

4=

l4 +

> 1

< 1

> 100

Page 35: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

Fading

• Backscatter radio systems operate in the dyadic backscatterchannel: product of the forward and backscattered channel.

• Both links can experience fading.• Depending on the environment, this fading can be either

correlated or uncorrelated.

• Also the amplitude variation of the ambient signal appear asfading fort the AmBC receiver.

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Fading

Fading marginal for Nagagami – Nagagami and Rayleigh-Nagagami-Nagagami channels

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Constant amplitudeambient signal

Gaussianambient signal

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6. Mitigating directpath interferenceat the receiver

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Dynamic range problem (1/2)

l WavelengthGm MBS antenna gainM MBS modulation lossSNR0 Direct path SNRSNR1 Scattered path SNR

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tx MBS

rx

D0

D1

D2

=l

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Dynamic range problem (2/2)

l = 3 m (FM band)Gm = 0 dBM = 0 dBSNR0 = 50 dB

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=l

SNR

1-SN

R0

D2

D1+D2=D0

Required dynamic range is a limiting factor

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Direct path interference

• Received signal

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tx

rx

h direct path (complex channel gain)gt signal path from tx to AmBCgr signal path from AmBC to rxx0 symbol carried by the ambient RFx1 complex reflection coefficient

AmBChgt

gr

y=(h+grgtx1)x0 + z=(grgtx0)x1 + (hx0+z)

Fading Interference+ noise

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Impact of direct path interference

x0~CN(0,1) Complex Gaussian ambient signalx1Î{0,1} AmBC uses on-off-keying

y|x1~CN(0,|h0|2+|g0g1|2x1+sz2)

Hypotehesis testingH0: y~CN(0,|h0|2+sz

2)H1: y~CN(0,|h0|2+|g0g1|2+sz

2)

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Page 42: Ambient and quantum back- scatter communications · WiFi backscatter [Kellogg et al. 2014]: encodes a bit ‘1’ when the WiFi packets are present, otherwise it encodes a bit ‘0’

Direct path interference

Bit error probability forOn-off-keying

AWGN channel withComplex Gaussianambient signal

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Gaussian ambientSinusoidal ambient

In order to improverange, the impactof direct path should bemitigated.

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Direct path interference mitigation

1. Time domain approach2. Frequency domain approach3. Spatial domain approach4. Signal processing approach

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Time domain approach

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MBS uses on – off keying (OOK) with long symbols=> Time domain averaging

RF Energy Detector & Hard decoder

RectifierLogarithmic

Amplifier

Comparator

Channel Filter

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Frequency domain approach 1

Shift the spectrum of the scattered path in frequency domainY(f)=H(f)X0(f) + Gr(f) {X1(f)*[Gt(f)X0(f)]} + Z(f)

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f

Spectral density

SNR1>>SNR0

Frequency modulationX1(f)=1/2(d(f-f0)+d(f+f0)

Mohamed A. ElMossallamy, Zhu Han, Miao Pan, Riku Jäntti,Karim G. Seddik and Geoffrey Ye Li, ” BackscatterCommunications over Ambient OFDM Signals using NullSubcarriers ” 2018

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Frequency domain approach 1

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FPGA generating sinusoidal wavefrormusing pulse width modulation

AmBC modulator

Direct path (FM signal)

Backscatteredsignal

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Frequency domain approach 2Frequency shift keying

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f

f

Cycle throughPhase shifters

El Mossallamy, M.A., Pan, M., Jäntti, R., Seddik, K.G., Li,G.Y. and Han, Z., 2019. Noncoherent BackscatterCommunications over Ambient OFDM Signals. IEEETransactions on Communications

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Frequency domain approach 2

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Number of inband null sub-carriers

Nf FFT block sizeNcp Cyclic prefix length

Ambient

Backscatter

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Frequency domain approach 3

• AmBC spreads part of the legacy signal• Receiver performs dispreading which spreads the direct path

signal

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R. Duan, R. Jantti, M. ElMossallamy, Z. Han and M.Pan, "Multi-Antenna Receiver for Ambient BackscatterCommunication Systems," 2018 IEEE 19thInternational Workshop on Signal Processing Advancesin Wireless Communications (SPAWC), Kalamata, 2018,pp. 1-5.

Legacy signal

AmBC input filter

Filtered legacy signal

Spread filtered legacy signaland spread legacy signal

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Spatial domain approach 1

mmo two antenna receiver for on-off key modulated signal

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Amplitude ratio

Antenna outputs hrf direct path linkhb backscatter linls(t) ambient signalb(t) backscatter signal

Parks, A.N., Liu, A., Gollakota, S. and Smith, J.R., 2015. Turbochargingambient backscatter communication. ACM SIGCOMM ComputerCommunication Review, 44(4), pp.619-630.

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Spatial domain approach 2

Null steerign

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Null steering with 8 antenna receiverR. Duan, E. Menta, H. Yigitler, R. Jäntti and Z. Han,“Hybrid Beamformer Design for High Dynamic RangeAmbient Backscatter Receivers” Sumbitter 2019https://arxiv.org/abs/1901.05323v2

h0h1

sx

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Spatial domain approach 2

Two antenna testbed

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Theoretically -¥ dBIn practice »-30 dB

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Spatial domain approach 2

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Two stage beam-former

Beam-former outputs Cross-correlation

unknown phase of theambient signal is removed

Direct pathinterference is nulled

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Spatial domain approach 2

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Carrier frequency: 500 MHz; receive antenna array has 8 elements; AoA estimation iscarried out using the Bartlett method; denotes a length-M Hadamard codeword.

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Polarization domain approach

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Theoretically -¥ dBIn practice »-30 dB

J. Lietzen, R. Duan, R. Jäntti, and V. Viikari,“Polarimetry-based Ambient Backscatter System”In preparation 2019

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Signal processing approach

Sequential interference cancellation

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y=(h+grgtx1)x0 + z => x0

x0*(y-hx0)= (grgt|x0|2) x1 + z’ => x1

AWGN channel looks like Rayleigh fadingfor Gaussian Ambient

If ambient has constant amplitude, it doesnot impact the receiver performance at all

Data assistedchannel estimation

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7. AmBC impact onincumbent

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Ambient backscatter communicationsfrom incumbent point of viewlooks like

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a) Passive repeater b) Moving objector

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Digital TV receiver

• Digital TV (DVB-T/DVB-T2) uses OFDM• The pilot structure of the waveform and the equalizer used at

the TV receiver defines the equalization window.• If multi-path components are within the window they can be

coherently combined• If multi-path components are outside the window they cause inter

symbols interference.

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DVB-T2 scattered pilot pattern

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Digital TV receiver

Useful signal power from multipath components

Interference due to channel estimation error

ITU-R BT.1368.13: wanted-to-unanted signal D/U ratio for co-channel interference should be at least 39 dB:

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t Path delayTu Useful symbol timeTg Guard time

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Impact of backscatter on digital TVreceiver• The fraction of the AmBC signal

path power that generateinterference depend on the AmBCsystem symbol duration

• If AmBC uses on-off-keying (OOK)and the symbol duration is muchlonger than the OFDM symbolduration w»1 and the OFDMreceiver is able to track the AmBCinduced channel variations.

• If the symbol duration is shorterthan the OFDM symbol duration,w»0 and the channel estimator isnot able to track the changes.

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Worst case D/U

Notable interferenceonly if the AmBCantenna is very closeto receiver

K. Ruttik, R. Duan, R. Jäntti, and Z. Han, ”Does AmbientBackscatter Communication Need AdditionalRegulations?” IEEE DySPAN 2018

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8. Fundamentallimits

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Co-existence – fundamental limits

• No Channel stateinformation at hetransmitter

• Legacy MIMO systemuse complex Gaussianchannel input: x0~CN(0,pI).

• AWGN channel: Noiseis complex Gaussian z~CN(0,I).

• AmBC has K antennasand uses phasemodulation |xk|=1

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K AmBC antennas

= b / ∑ 0 +

a,b scaling factors

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Massive MIMO limit

When the number of receive antennas grow the cross termsvanish from the channel covariance matrix

and the matric becomes independent of xk

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∑ ∑ ∗ ®∑

has strictly larger eigenvalues than 0 0

Hence, the system with AmBC devices always has largerachievable rate than the one without.

0 0 0

0 0 0

: 0,

: 0,t

r

H Hr t rk r n

Hr t tk t n

n n n

n n n

³ ® ®

< ® ®

G g G G I

G g G G I

( )2

11rn K

ba

=+

Uncorrelted scattering

Normalized receiver SNR

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Massive MIMO limit

• Large number of receive antennas

• Large number of transmit antennas

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( ) ( )22

,0 1 2 22 2

1log 1 log 1

1 1

Kt k

tkt t

r r nn K n K

g ag

a a=

æ ö æ öç ÷ ç ÷+ ® + + +ç ÷ ç ÷ç ÷ ç ÷+ +è ø è ø

åg

rn ® ¥

MIMO channel capacityin rich scattering

K keyhole MIMO channelcapacity

( ) ( ) ( )22

,0 1 2 22 2

1log 1 log 1

1 1

Kt k

rkr r

r r n Kn K n K

g ag

a a=

æ ö æ öç ÷ ç ÷+ ® - + + +ç ÷ ç ÷ç ÷ ç ÷+ +è ø è ø

åg

tn ® ¥

0 0 0

0 0 0

: 0,

: 0,t

r

H Hr t rk r n

Hr t tk t n

n n n

n n n

³ ® ®

< ® ®

G g G G I

G g G G I

( )2

11rn K

ba

=+

Uncorrelted scattering

Normalized receiver SNR

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Achievable rate for AmBC device

• Single antenna AmBC decice (K=1)• AmBC device without reflection amplifier:

• Strict peak power limit |x|2£1=> Wyner polyphaser coding

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AmBC

Achievable rate region

AmBC can share co-exist withthe Legacy system withoutcausing harmful interference.

AmBC can also help thelegacy system by acting as apassive relay.

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R. Duan, R. Jäntti, H. Yiğitler, and K. Ruttik. “On the AchievableRate of Bi-Static Modulated Re-Scatter Systems,” IEEE Transactionson Vehicular Technology, 2017.

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Reverberant channels

AmBC MIMO system:• Long symbol duration =>

Narrowband system• an -antenna transmitter• an -antenna receiver

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Reverberant channels

• For most AmBC deployments the multi-bounce channels arevery weak compared to the single bounce channel and canbe thus neglected

• However, multi-bounce effect can have impact on the systemperformance if

1. the AmBC devices are in the near field of each other2. reflection amplification is utilized

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Reverberant channel

Assuming that the channel coherence time is longThe signal re-scattered from AMBS node at time instance

= ∑ , − , + ∑ ℎ , − , ,

where consists of the signals from the TX, AMBS nodes, and theself-coupled signal.

The signal received by the antenna at the RX( ) = ∑ ℎ , − , +∑ ℎ , − , + .

As the symbol duration is long, we drop the time indexes.= ∑ , + ∑ ℎ , ,= ∑ ℎ , +∑ ℎ , + .

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Reverberant channel in Matrix Form

= + , and = + +

• = ℎ , ∈ ℂ × : channel matrix of the direct link,• = ℎ , ∈ ℂ × : channel matrix between the nodes and the TX,• = ℎ , ∈ ℂ × : channel matrix between the nodes and the RX

antennas,• = , ∈ ℂ × : channel matrix between AMBS nodes.• Vector = ∈ ℂ : phase shift induced by all AMBS nodes, and its

diagonal matrix version is =diag{ }.• = [ ] ∈ ℂ : noise vector at the receiver.• = [ ] ∈ ℂ : received signal vector at the receiver.• = ∈ ℂ : the reflected signal vector from all the AMBS nodes

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Reverberant channel

• If is a physically realizable channel and <1, the iteration+ 1 = + converges to = ( − )

starting from arbitrary initial value 0 , 0 <∞.

We define the AmBC channel matrix ≜ − and hencethe overall channel matrix reads ≜ + , where = <1,

= <1, = <1, and = <1.

• corresponds to physically realizable channel if (1 − ) <1and <1. Furthermore, the overall channel is Physicallyrealizable if + (1 − ) <1.

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Lower bound for achievable rate

According to Neumann Series,

( − ) = + + ( ) .

The channel can be written as= + + + = + ,

where = ∑ ( ) considered as channel uncertainty.Covariance matrix of given can be written as

Σ = E [( ∑ ( ) )( ∑ ( ) ) ].The largest eigenvalue of Σ , after a few manipulations, is

Λ (Σ ) ≤1−

The rate can be deduced as≥ log det( + ( + Λ ) )

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Asymptotic result for achievable rate

• We consider → ∞ with fixed . Recall = [ + ] + , where= , and = − .

• The sum rate satisfies the following inequalities

≤ log 1 + + ,

and

≥ log 1 + + .

• Without the AmBC system, the asymptotic achievable rate of theprimary system can be directly obtained as

, = log 1 + .

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Numerical resultsAll channels are physically realizable by applying the proposed normalization method. We assume that

= = = = 0.5.

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Achievable rate as a function of theSNR per transmit antenna. Nt=Nr=4and M=2.}

Upper and lower bounds of the asymptotic achievable sumrate as a function of the SNR per transmit antenna as Ntgoes to infinity, M goes to infinity, and M<Nt providedNr=10.

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Two antenna reverberant channel

• The AmBC nodes adoptbinary phase-shift keying(BPSK) modulationtechnique, and aresynchronized to the primarysystem.

• Information transmitted fromthe transmitter (TX) to thereceiver (RX) propagatesthrough the direct links andthe links passing throughthe AmBC nodes.

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• The signals passing through the AMBCS are modulatedaccordingly.

• All channles are physically reliable.

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Two antenna reverberant channel

• The AmBC nodes adopt the BPSK modulation technique, i.e. ∈−1,1 and = 1 for = 1,2.

• Hence a self-recurrent path , ∈ appears as an additivecomponent to paths not passing through the AMBS nodes;

• The path would lump together with single bounce from , i.e.= ;

• Terms would lump together with the path passing and ;and etc.

• With 2 AmBC nodes, the maximum path length would be 2.• We formulate the multiple-bounce signal model by assuming reciprocal

channels between AmBC nodes, i.e. , = , , and there is no self-coupling of the signal from an antenna.

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Two antenna reverberant channel

• A four-bounce path TX → 1 → 2 → 1 → 2 → RX would see acomplex channel

ℎ , ℎ , = ℎ , ℎ ,

where ℎ , denotes the k-th column of and ℎ , is the l-th row of .

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Two antenna reverberant channel

We write =0

0 , = 00 .

Therefore

where

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Two antenna reverberant channel

The received signal reads

where

Remark: Such a channel model shows that certain recurrent pathsbecome independent of the phase of AMBS nodes and thuscontribute to .

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Two antenna reverberant channel

The term can be removed after is decoded at the receiver.The remained signal readswhere denotes the associatedchannel matrix which is assumed to be known at the receiver, and

can be treated as fast fading channel.

Discrete-valued multi-phase input and continuous-valued outputchannel [Gallager1968]

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Two antenna reverberant channel:Sequential decoding and SINR• One approach is to decode first using a linear MMSE receiver with

successive interference cancellation (SIC).• Then after removing the stream it decodes the remaining strongest

stream.• When the receiver decodes the signal of AmBC node 1 by treating the

signal of another node as interference.• Each of the two users has equal probability to be decoded first.• Conditioned on the channel matrices, the SINR and the MMSE of a flow

satisfy the following relationSINR = 1

MMSE− 1• For BPSK signaling, the achievable rate with soft decision decoding of

the AmBC nodes can be expressed as

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Two antenna reverberant channel:Achievable rate of the AmBC nodes

For BPSK signaling, the achievable rate with soft decision decoding[Guo et al. 2005] of the AmBC nodes can be expressed as

, = 1− log 1 + ,

,

d ,

∀ = 1,2

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D. Guo, S. Shamai, and S. Verdu, "Mutual information and minimum mean-square error in Gaussianchannels,"IEEE Trans. Inf. Theory, vol. 51, no. 4,pp. 1261-1282, Apr. 2005.

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Two antenna reverberant channel:Achievable rate of the legacy systemAchievable rate ofthe legacy systemvs scatteringfactor . Solidcurves: = 4;dashed curves:

= 100. Marker'o': legacy alone;Marker 'diamond':without multi-bounce; Marker '*':with multi-bounce.

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Two antenna reverberant channel:Achievable rate of the AmBC system

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D. Guo, S. Shamai, and S. Verdu, "Mutual information and minimum mean-square error in Gaussianchannels,"IEEE Trans. Inf. Theory, vol. 51, no. 4,pp. 1261-1282, Apr. 2005.

Achievable rate ofthe AmBC systemvs scatteringfactor .

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Two antenna reverberant channel

• Reverberant channel can be beneficial for AmBC.• For the legacy system the impact can be negative unless the

number of receive antennas is large.• Similar reverberant effect occurs in full-duplex relay networks, but

there signal processing can be utilized at the relays to mitigatethe echoes.

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Two antenna reverberant channel

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Invoked a system design issue that how the AmBCsystem can benefit the legacy system. One possiblesolution suggested in [Duan et al 2017] is to use timeduplex access technique such that the primary link andthe AmBC system can share the excess rate.

R. Duan, R. Jäntti, H. Yiğitler, and K. Ruttik. “On the AchievableRate of Bi-Static Modulated Re-Scatter Systems,” IEEE Transactionson Vehicular Technology, 2017.

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9. Conclusions

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Conclusions

• Ambient backscatter communications is a promising low-powercommunication scheme.

• It can share spectrum with incumbent system without causingharmful interference to the incumbent.

• It has very low power consumption and device cost• Efficient ambient backscatter communication receiver design must

mitigate the impact of the strong direct path interference.

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Part II:QuantumBackscatterCommunications

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Contents

1. Motivation2. Very brief introduction to quantum theory3. Quantum illumination4. Quantum radar5. Quantum backscatter communications6. Conclusions

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1. Motivation

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Quantum BackscatterCommunications• As Backscatter Communications had its roots in the radar,

Quantum Backscatter Communications (QBC) applies theoperation principle of quantum radar for communications.

• Quantum Radar and QBC use Quantum Illumination sensingmethod to achieve ultimate receiver sensitivity.

• The use of quantum radar technology for communications wasfirst suggested by us in 2017.

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Quantum BackscatterCommunications

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SI

Entangledphoton pairgeneration

Txantenna

Rxantenna

Receiver

Secure transactions• Quantum key

exchange• Low probability of

detection

Biomedical & laboratoryapplications• Low electromagnetic

exposure• Low interference to

precision instruments

Very low temperature High temperature

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2. A very briefintroduction toquantum theory

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NotationVector notationxΣd Row vector in ddimensional Hilbert space H

yH Conjugate transpose of y

yHx Inner product

Ax linear mappingA=[aij] n by n matrixaij= bi

HAbj

A has a basis {bj}Ax=lx l eigenvalue of ATr{A}=Siaii Matrix trace

Dirac’s notation| ⟩ ket

⟨ | bra

braket

| ⟩ linear operatoris an operator

aij= ⟨ | | ⟩has a basis {| }

| ⟩=l| ⟩ l eigenvalue ofTr = = ∑ ⟨ | | ⟩

Operator trace3/25/2019

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Quantum mechanics

An isolated system can be completely specifies by a state, given bya unit vector |y⟩ in H.

.

If |y1⟩, |y2⟩, … , |y ⟩ are possible states of the system, the |y⟩ canbe expressed as a state superposition

룷 =1

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y y =1

|y⟩=∑ |y ⟩,

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Quantum mechanics

Density operatorr = |y⟩⟨y| =

| ⟩⟨ |

where = Pr {|y⟩ = | ⟩} probability of observing the state n

If is an observable, then the expected value of the measurementis = Tr r

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Quantum machanics

Qubit is a coherent superposition of two orthonormal basis states|0> and |1>:

Qudit is a coherent superposition of more than two orthonomalstates

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|y⟩= |0⟩+ |1⟩

=2

= f2

|y⟩=∑ | ⟩,

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Quantum mechanics

Let |y⟩ be a state of a quantum system A and |y⟩ be a state ofquantum system B. If the two systems are independent, then thejoint state is given by |y⟩ = |y⟩ Ä|y⟩ = |y⟩ |y⟩ where Ä denotesthe Kroneker product.

Example two independent qubits

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|y⟩ =|y⟩ Ä|y⟩= |0⟩ +|0⟩ Ä |0⟩ +|0⟩ =

= |0⟩ |0⟩B+|0⟩ |1⟩ +|1⟩ |1⟩ +|1⟩ |1⟩

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Quantum mechanics

Quantum entanglement is a physical phenomenon which occurswhen pairs or groups of particles are generated, interact, or sharespatial proximity in ways such that the quantum state of eachparticle cannot be described independently of the state of theother(s), even when the particles are separated by a large distance.

Example: A Bells state

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|y⟩ = |0⟩ |0⟩B+|1⟩ |1⟩ ≠ |y⟩ Ä|y⟩

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Classical communication overquantum channel• Binary state discrimination

• Transmitter choose between two quantum states r0 and r1

• The task of the receiver is to determine which state was selected ‘0’or ‘1’. Both states are equally likely.

• Probability of error Pre = − r1 − r0 1

• M repeated transmissions• Probability of error Pre( ) = − r × − r ×

1

• Quantum Chernoff Bound:

x=lim ®¥( )=-lnQ

Q=min 0£s £ 1Tr r r

Pre ≤ = x

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Nuclear (trace) norm

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Quantum harmonic oscillator• Fundamentally, the electromagnetic field behaves according to

the theory of quantum electrodynamics.• The free Hamiltonian of a single mode of the quantized

electromagnetic field is identical to that of a quantum harmonicoscillator (QHO) = ℎw + with the photon annihilationoperator and the creation operator .=> In one dimensional case, we can model the quantizedelectromagnetic field as a quantum harmonic oscillator (QHO).

• Energy eigenstates (vectors) | >:

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| > = + 1 | + 1 >

| > = ℎw + | >

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Quantum harmonic oscillator• The quadratures of QHO are operators defined as

= +

= −

For so-called coherent states which may also be squeezed andcontain thermal noise, measurements of the quadratures and

follow a Gaussian distribution.• The annihilation operator

= +is 'analogous' to the complex baseband signal a=I+iQrepresentation commonly used in the classical communicationsengineering literature with the Gaussian random variables I andQ replaced by the operators and , respectively.

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Coherent state

Coherent state is the specific state of thequantum harmonic oscillator

| ⟩= ∑!| ⟩,

Expected number of photons =Variance 2

Probability of having exactly n photons= ∑

!

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Poisson distribution

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Squeezed states

Coherent state

| ⟩= ∑!| ⟩,

Single mode squeezed coherent state

| ⟩= ( ) ∑ ! ( )

!|2 ⟩,

Two mode squeezed coherent state (entangled state)

| ⟩= ( )∑ − ftanh( ) | ⟩| ⟩,

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I

Q

I

Q

Non-classicalcorrelation

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Thermal state

The environment is a resonant cavity in thermal equilibrium attemperature T. For given mode (frequency f)

where =⁄

⁄ denotes average number of noise photons, hPlanck constant, k Boltzman constant, and f frequency-

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r ℎ =a|a⟩⟨a| a =

£

1+ 1 + 1

| ⟩⟨ |

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Thermalized coherent state

Coherent state

Expected number of photons: =Thermalized coherent state

Expected number of photons: +Variance: + 2 + ( + 1)

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| ⟩= ∑!| ⟩,

r =a

|a⟩⟨a| a = £

| ⟩⟨ |

+

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Beam-splitter

• Beam splitter can be described with unitary operator:

• The input-output relationship of the beam splitter can be writtenwith Unitary matrix:

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( )1 † †, 1 2 1 2

ˆ ˆ ˆ ˆ ˆexp sin i iB a a e a a eq qh q h- -é ù= -ë û

'1 1

2 2

1ˆ ˆˆ ˆ1

i

i

ea aa ae

q

q

h h

h h

-é ù-é ù é ù= ê úê ú ê ú

- -ê úë û ë ûë ûM

1444244431a

2a

'1a

'2a

† I=MM

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Beam splitter

A beam splitter can be constructed to realize any 2x2 unitarymatrix

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U. Leonhardt, “Quantum physics of simple optical instruments,” Rep. Prog. Phys 66 (2003) 1207-1249

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Beam-splitter

Special case h=1/2• Distinguishable photons

• Indistinguishable photons

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Hong-Ou-Mandel Effect

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3. Quantumillumination &Quantum radar

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Quantum illumination

• Quantum illumination is a paradigm that uses quantumentanglement beneficially even if the original entanglement iscompletely destroyed by a lossy and noisy environment.

• The concept of quantum illumination was first introduced by SethLloyd and collaborators at MIT in 2008.

• The application in the microwave regime was proposedafterwards, and it paved the way to a prototype of quantum radar

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Lloyd, Seth. "Enhanced sensitivity of photodetection via quantum illumination." Science 321.5895 (2008): 1463-1465.

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Quantum Illumination

• In Quantum Illumination, the source generates an entangledmode pair.

• The signal mode is send to the channel where it interacts with thetarget.

• The receiver has access to the idler (anchilla) photon• Measurement is only performed when the idler photon is present

since at any other time only noise photons would arrive at thedetector

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Quantum Illumination & quantum radar

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|y⟩SI= ∑ | ⟩S| ⟩I

Lloyd, Seth. "Enhanced sensitivity of photodetection via quantum illumination." Science 321.5895 (2008): 1463-1465.

ˆRah

Thermal

ˆSa

ˆIa

Noisy channel

IdlerˆIa

Signal

Entanglement between S and I gets lostbut correlation remains

r = |y⟩S ⟨y| r = hr +(1− h) r

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Quantum Illumination &Quantum Radard=2m Dimension of the system of m ebits of bipariate

entanglementb<<1 Average number of noise photons in each modeh Round trip reflectivity of the targetbd<<1 is small enough such that at most one noise photon is

detected per detection event.h/b<1 Low SNR operation point

0 No target1 Target present

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ebit is amount of entanglement that

characterize a state made of 2 qubits

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Quantum Illumination &Quantum RadarCase 1. No entanglement

|y⟩S= ∑ | ⟩S input state

Received state when target absent =vacuum or noiser0=(1-bd)| ⟩⟨ |+bI = rReceived state when target present=signal or vacuum or noiser1 = hr +(1− h) rQuantum chernoff bound

»1 − h for h/b>1 (high SNR)

»1 − h for h/b<1 (low SNR)

Case 2. Quantum Illumination

|y⟩SI= ∑ | ⟩S| ⟩IReceived state when target absent =vacuum or noise

r0=r Ä I

Received state when target present =signal or vacuum or noiser1 = hr +(1− h) Quantum chernoffbound

»1 − h for h /b>1 (high SNR)

»1 − h for h /b<1 (low SNR)

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Quantum Illumination

Case 1. No entanglementPr{0|0}=1- bPr{1|0}= bPr{0|1}=(1-b)(1- h)Pr{1|1}= b(1- h)+ h

P{1|1}/P{1|0}=1-h+ h/b

Case 2. Quantum IlluminationPr{0|0}=1- b/dPr{1|0}= b/dPr{0|1}=(1-b/d)(1- h)Pr{1|1}= b/d (1- h)+ h

P{1|1}/P{1|0}=1-h+ dh/b

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»SNR »SNR

Lloyd, Seth. "Enhanced sensitivity of photodetection via quantum illumination." Science 321.5895 (2008): 1463-1465.

SNR gain » d

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Quantum Illumination &Quantum Radar

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No entanglementd=2d=4

T=3 Kh = -21.1 dB

T=300 Kh = -40.5 dB

No entanglementd=2d=4

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Quantum Illumination

Case 1. No entanglement• Number of trials needed to

reliably detect a target(Bernoulli trials)

N=O(8b/h2)

Case 2. Quantum Illumination• Number of trials needed to

reliably detect a target(Bernoulli trials)

N=O(8b/(dh2))

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Lloyd, Seth. "Enhanced sensitivity of photodetection via quantum illumination." Science 321.5895 (2008): 1463-1465.

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Quantum Illumination with TMSS

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( )S x

50:500

0

ˆRah

† †ˆ ˆ ˆ ˆ ˆ ˆ, , , ( 1)R R s I I s S I s sa a N a a N a a N Nh h= = = +

Thermal

ˆSa

ˆIa

Noisy channel

Entanglement gets lost but correlation remains

Entanglement generation

Two mode squeezed (TMSS) state

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Quantum radar

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Round trip transmissivity (RTT):

G antenna gainc speed of lightR distance to the targetsQ Quantum radar cross-section of the target

2 2

2 416 QG c

Rh s

w=

Kang, Liu, Xiao Huai-Tie, and Fan Hong-Qi. "Analysis and simulation ofquantum radar cross section." Chinese Physics Letters 31.3 (2014):034202.

Flat objectsbecome morevisible

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Quantum radar

• Quantum Chernoff bound fordetection probability forSequential FrequencyGeneration (SFG) receiver:

• 6 dB gain over classicalcoherent detection

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,

s

z

NMN

err SFGP eh

-

£

4, ~

s

z

NMN

err CP eh

-

s zN Nh <<

Ns Average number of generated photonsNz Average number of thermal photonsh Round trip transmissivity (RTT)M=WT number of independent mode pairsW Phase matching bandwidthT Pulse duration

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4. Quantumbackscattercommunications

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Quantum backscatter communications

• Quantum illumination is utilizedis utilized in backscattercommunications to obtain 6 dBgain in the bit error exponent.

• The target is antenna withknown properties.

• Higher thermal noise isexpected than in the radarcase (antennas pointedtowards the warm groundinstead of cool sky).

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Bit

erro

r pro

babi

lity

R. DiCandia, R. Jäntti, R. Duan, J. Lietzen, H. Kalifa, and K. Ruttik, ”Quantum BackscatterCommunications: A New Paradigm,” in Proc. ISWCS 2018

K. Hany and R. Jäntti, “Quantum backscatter communication with photon number states,”Workshop on Quantum Communications and Information Technology (QCIT'18) at IEEEGlobecom 2018, December 9-13, Abu Dhabi, 2018.

SI

Entangledphoton pairgeneration

Txantenna

Rxantenna

Receiver

Backscatterantenna

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Quantum illumination

• Quantum illumination provide gain in detection / demodulationonly in low SNR case

• Hence, large number of mode pairs M are needed.M=WTs• Pulse duration Ts cannot be high• W is given by the operation bandwidth (which too is limited)

but how?

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s zN Nh <<

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Quantum radar

• Lanzagorta et al. proposed to illuminate thetarget with several antennas to generate socalled ‘virtual modes’

• The problem is the interference between theQI links

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Lanzagorta, Marco, et al. "Improving quantum sensing efficiency with virtual modes." SPIE Defense+Security. International Society for Optics and Photonics, 2016.

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Quantum BackscatterCommunications• In Quantum backscatter

communications the channelcan be estimated.

• Beam-splitters at the transmittercan be utilized for pre-coding

• Beam-splitters at the receivercan be utilized for receivebeam-forming

• Eigen channels can be formedand the system can operatewithout interference

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E-MIMO

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Quantum MIMO channel

Beam-splitter model for a MIMO channel

Singular value decomposition

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2x2 MIMO channel

{ { {

1 1 1

1 2 2

11 12

21 22

ˆ ˆ ˆ

ˆ ˆ ˆR S Z

R S Z

R S Z

a a ah hh ha a a

é ù é ù é ùé ù= +ê ú ê ú ê úê ú-ë ûê ú ê ú ê úë û ë û ë û

Ha a a14243

†'

Z

R S Z= +a

a UΣV a USa123

1 1

2 2

1,

1

h h

h h

é ù é ù-= =ê ú ê ú

-ê ú ê úë û ë ûΣ S

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Quantum MIMO channel

Nt x r x Nr case

Receive beam-former and transmitter pre-coding beam-splitters canbe utilized to diagonalize the channel

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†'

rank( )

Z

R S Z

r=

= +a

Ha UΣV a USa123

,r r

N r N r- -

é ù é ù= =ê ú ê ú

ë û ë û

Σ SΣ S

0 0

( )† † † †'

'

R S Z

S Z

= +

= +

U a U UΣV Va U USaΣa Sa

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Beam-splitter decomposition

More than two antennas: Unitary operator can be built usingbeam-splitters

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Clements, W.R., Humphreys, P.C., Metcalf, B.J., Kolthammer, W.S. andWalmsley, I.A., 2016. Optimal design for universal multiportinterferometers. Optica, 3(12), pp.1460-1465.

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Beam-splitter pre-coding and receiverbeam-forming• The receiver can combine the results from the different radio

paths using maximum ratio combining.• Equivalent number of mode pairs

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( )1 1

rP r

tt

rNM N rrM N

Nb

= »- +

Er

M rNM

=

~ 1S

Z

NN

hb <<

Parallel channels (P-MIMO): Eigen channels (E-MIMO):

{ }†tr rrN h=HH

r is the rank of the channel probability amplitude matrix H

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MIMO Backscatter Communications

Channel rank

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s

ft1

ft2

fr1

fr2

( ) ( )†, ,

kik t r r r k t t k

kH e n n e eqh= W Wå

rank( ) 2H =

1 2

1 2

1mod

1mod

t tt

r rr

W ¹ WD

W ¹ WD

Dt Dr

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MIMO Backscatter Communications

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8x8 MIMO

R. Jäntti, R. Di Candia, R. Duan and K. Ruttik, "MultiantennaQuantum Backscatter Communications," 2017 IEEE GlobecomWorkshops (GC Wkshps), Singapore, 2017, pp. 1-6.

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Practical implementation?

Is this a science fiction story?

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Practical implementation?

No it’s not. The required components exists.• Superconducting microwave circuits

• Phase shifters, beam-splitters,…• Single microwave photon sources• Single microwave photon detectors

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Microwave Single Photon Source

• An artificial two-levelsystem made ofsuperconducting materials(Josephson Junctions)when excited by amicrowave transmissionline, will spontaneously emita single photon.

• Efficiency is above 75%over a widefrequency range 6.7 to 9.1GHZ

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Z.H.Peng, et al.“Tunable on-demand single-photon source in the microwave range”,Nature Communications volume7, 2016.

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Two mode squeezed state generation

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Fedorov, K.G., Pogorzalek, S., Las Heras, U., Sanz, M., Yard, P., Eder, P.,Fischer, M., Goetz, J., Xie, E., Inomata, K. and Nakamura, Y., 2018. Finite-time quantum entanglement in propagating squeezed microwaves. Scientificreports, 8(1), p.6416.

Fedorov, Kirill G., et al. "Displacement of propagating squeezed microwavestates." Physical review letters 117.2 (2016): 020502.

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Microwave Single photon detector

• Three level atomic configuration:an incoming photon drive thethe transition between the |0>and |1> states, while amicrowave transmission linedrive that between |g> and |1>.

• Then the excited qubit willspontaneously emit a photon inthe |1>à|g> mode. This is knownas Raman transition. After that aclick is registered to signal thedetection of the incoming photon.

• single-photon-detection efficiencyof0.66±0.06 with a low dark-countprobability of 0.014±0.001

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Kunihiro Inomata, et al.,”Single microwave-photon detector usingan artificial Λ-type three-level system,” NatureCommunications volume7,2016

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Quantum microwave link

• Xian e.t. al have proposed a general protocol for sendingquantum states through thermal channels, even when thenumber of thermal photons in the channel is much larger than1.

• The protocol can be implemented with state-of-the-artsuperconducting circuits and enables the transfer of quantumstates over distances of about 100 m via microwavetransmission lines cooled to only T=4  K.

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Xiang, Z.L., Zhang, M., Jiang, L. and Rabl, P., 2017. Intracityquantum communication via thermal microwavenetworks. Physical Review X, 7(1), p.011035.

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Quantum FM receiver

• Researchers at Delft University of Technology have created aquantum circuit that enables interfacing quantum circuitsoperating in mK temperatures with megahertz systems inambient temperature.

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Mario F. Gely, Marios Kounalakis, Christian Dickel, Jacob Dalle,Rémy Vatré, Brian Baker, Mark D. Jenkins, Gary A.Steele, Observation and stabilization of photonic Fock states in ahot radio-frequency resonator, Science, 7 March 2019

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Conclusions• Quantum illumination can be utilized to enhance the performance

of backscatter communications• Up to 6 dB bit error exponent gain is possible for OOK and BPSK

and up to 3 dB gain for QPSK• One of the limiting factor of the QI-based inference on the

microwave domain is the low rate at which the entangled photonpairs can be generated.

• Multiple antennas can be utilized to generate so called virtualmodes.

• Eigenchannel MIMO can be realized using beam-splitters• Multiple antennas are also needed to mitigate the impact of

clutter.• Equipment for performing experimentation is emerging

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• New layer of backscatter commuinications could be addedto underlay existing and emerging communication systems.

Back/re-scatter for IoT

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Department of Communicationsand Networking (Comnet)