Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2...
Transcript of Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2...
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Recent Developments in
Optical Wireless Communication Systems
Mohamed-Slim Alouini and Ki-Hong Park
ICWMC 2020October 2020 - Porto, Portugal
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Presenters
Mohamed-Slim Alouini is a Professor of ECE at King Abdullah Universityof Science and Technology (KAUST), Thuwal, Makkah Province, SaudiArabia. His general research interests include the modeling, design, andperformance analysis of wireless communication systems. He is currentlyactively working on addressing the uneven global distribution, access to,and use of information and communication technologies by studying anddeveloping new generations of satellite constellations as a solution toprovide connectivity to far-flung or less-populated areas.
Ki-Hong Park is a Research Scientist of ECE at KAUST. His researchinterests include communication theory and its application to thedesign and performance evaluation of wireless communicationsystems and networks. His most recent research interests includethe application to underwater visible light communication, opticalwireless communications, unmanned aerial vehiclecommunication, and physical layer secrecy.
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Agenda
• Spectrum Scarcity
– Radio Frequency (RF) spectrum
– Mobile traffic growth and spectrum scarcity
– Potential solutions
• Free Space Optical (FSO) Communications
– Impact of turbulence
– Impact of pointing errors
– Recent results and on-going research directions• Pointing, acquisition and tracking (PAT)
• UAV Communications and FSO
• Concluding Remarks
![Page 4: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/4.jpg)
Challenges and Solutions
Spectrum Scarcity
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Spectrum Scarcity : Challenges and Solutions
RF Spectrum
• RF spectrum typically refers to the full frequency range from 3 KHzto 300 GHz.
• RF spectrum is a national resource that is typically considered as anexclusive property of the state.
• RF spectrum usage is regulated and optimized• RF spectrum is allocated into different bands and is typically used for
– Radio and TV broadcasting– Government (defense and public safety) and industry– Commercial services to the public (voice and data)
![Page 6: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/6.jpg)
US Frequency Allocation Chart
Spectrum Scarcity : Challenges and Solutions
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Growth of Mobile Phone Subscribers
Mobile internet traffic is pushing the capacity limits of wireless networks !
Spectrum Scarcity : Challenges and Solutions
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RF Spectrum “Crunch”
• Smartphone usage tripled in 2011.
• Between 2011 and 2016, global wireless data traffic isexpected to increase 18 times more.
• Rapid increase in the use of wireless services has lead theproblems of RF spectrum exhaustion and eventually RFspectrum deficit.
• FCC predicts that the US would start experiencing a spectrumdeficit for wireless communications at some point.
Spectrum Scarcity : Challenges and Solutions
![Page 9: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/9.jpg)
Potential Solution
• More efficient usage of the available spectrum:
– Multiple antenna systems
– Adaptive modulation and coding systems
Spectrum Scarcity : Challenges and Solutions
![Page 10: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/10.jpg)
Other Potential Solutions
• More aggressive temporal and spatial reuse of the availablespectrum:
– Cognitive radio systems
– Femto cells & offloading solutions
• Use of unregulated bandwidth in the upper portion of thespectrum:
– Microwave and millimeter-wave such as 60 GHz & 90 GHz
– THz carriers
– Optical spectrum
Spectrum Scarcity : Challenges and Solutions
![Page 11: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/11.jpg)
Optical Spectrum
Spectrum Scarcity : Challenges and Solutions
Visible spectrum is 10 thousands times larger than the RF spectrum !
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Optical Wireless Communications
• Point-to-point free space optical communications (FSO)
• Visible light communications (know also as Li-Fi for Light-Fidelity)
• NLOS UV communication
• Underwater optical communication
Spectrum Scarcity : Challenges and Solutions
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Towards the Speeds of Wireline Networks
Free Space Optical (FSO) Communications
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Recent Developments in
Optical Wireless Communication Systems
Mohamed-Slim Alouini and Ki-Hong Park
ICWMC 2020October 2020 - Porto, Portugal
![Page 15: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/15.jpg)
Agenda
• Spectrum Scarcity
– Radio Frequency (RF) spectrum
– Mobile traffic growth and spectrum scarcity
– Potential solutions
• Free Space Optical (FSO) Communications
– Impact of turbulence
– Impact of pointing errors
– Recent results and on-going research directions• Pointing, acquisition and tracking (PAT)
• UAV Communications and FSO
• Concluding Remarks
![Page 16: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/16.jpg)
Challenges and Solutions
Spectrum Scarcity
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Spectrum Scarcity : Challenges and Solutions
RF Spectrum
• RF spectrum typically refers to the full frequency range from 3 KHzto 300 GHz.
• RF spectrum is a national resource that is typically considered as anexclusive property of the state.
• RF spectrum usage is regulated and optimized• RF spectrum is allocated into different bands and is typically used for
– Radio and TV broadcasting– Government (defense and public safety) and industry– Commercial services to the public (voice and data)
![Page 18: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/18.jpg)
US Frequency Allocation Chart
Spectrum Scarcity : Challenges and Solutions
![Page 19: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/19.jpg)
Growth of Mobile Phone Subscribers
Mobile internet traffic is pushing the capacity limits of wireless networks !
Spectrum Scarcity : Challenges and Solutions
![Page 20: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/20.jpg)
RF Spectrum “Crunch”
• Smartphone usage tripled in 2011.
• Between 2011 and 2016, global wireless data traffic isexpected to increase 18 times more.
• Rapid increase in the use of wireless services has lead theproblems of RF spectrum exhaustion and eventually RFspectrum deficit.
• FCC predicts that the US would start experiencing a spectrumdeficit for wireless communications at some point.
Spectrum Scarcity : Challenges and Solutions
![Page 21: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/21.jpg)
Potential Solution
• More efficient usage of the available spectrum:
– Multiple antenna systems
– Adaptive modulation and coding systems
Spectrum Scarcity : Challenges and Solutions
![Page 22: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/22.jpg)
Other Potential Solutions
• More aggressive temporal and spatial reuse of the availablespectrum:
– Cognitive radio systems
– Femto cells & offloading solutions
• Use of unregulated bandwidth in the upper portion of thespectrum:
– Microwave and millimeter-wave such as 60 GHz & 90 GHz
– THz carriers
– Optical spectrum
Spectrum Scarcity : Challenges and Solutions
![Page 23: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/23.jpg)
Optical Spectrum
Spectrum Scarcity : Challenges and Solutions
Visible spectrum is 10 thousands times larger than the RF spectrum !
![Page 24: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/24.jpg)
Optical Wireless Communications
• Point-to-point free space optical communications (FSO)
• Visible light communications (know also as Li-Fi for Light-Fidelity)
• NLOS UV communication
• Underwater optical communication
Spectrum Scarcity : Challenges and Solutions
![Page 25: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/25.jpg)
Towards the Speeds of Wireline Networks
Free Space Optical (FSO) Communications
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Optical Transmission
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Optical Sources: Light emitting diodes (LED) vs. Laser diodes(LD): output power, spectral width, E/O efficiency, Safety,Directionality, Reliability, and Cost)
• Photodetectors: P-i-N (PIN) vs. Avalanche (APD) photodiodes(Sensitivity, Cost, and Materials)
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Transmission Windows
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Transmission optical windows in the IR region at: 850 nm, 1300nm, & 1550 nm.
• Match optical fiber communication windows (compatibility ofoptical transceivers)
• Above 1400 nm, the eye is less sensitive to light
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FSO Basic Principle
Optical Wireless Backhauling: Towards the Speeds of Fiber Optics Backhaul
• Narrow beam connects two optical wireless transceivers in LOS.• Light is transmitted from an optical source (laser or LED) trough the
atmosphere and received by a lens.• Provides full-duplex (bi-directional) capability.• 3 “optical windows”: 850 nm, 1300 nm, & 1550 nm.• WDM can be used => 10 Gb/s (4x2.5 Gb/s) over 1 Km & 1.28 Tb/s
(32x40 Gb/s) over 210 m.
3
Reference: M. Esmail, A. Ragheb, H. Fathallah, and M. -S. Alouini, "Experimental demonstration of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications Workshop in conjunction with Proceedings IEEE International Conference on Communications (ICC'2016), Kuala Lumpur, Malaysia, May 2016.
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Types of Detection Techniques
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Intensity Modulation/Direct Detection (IM/DD): IM/DD is the main
mode of detection in FSO systems. Does not require adaptive
control systems.
• Coherent Modulation/Heterodyne Detection (CM/HD):
Heterodyne detection is a more complicated detection method but
has the ability to better overcome the thermal noise effects.
Adaptive control is needed for the carrier phase and state of
polarization.
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Pointing Errors
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Definition: Thermal expansion, dynamic wind loads, and weakearthquakes result in the building sway phenomenon that causesvibration of the transmitter and the receiver known as pointingerror.
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Impact of Pointing Errors
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Effect on Communication (ξ): These pointing errors maylead to an additional performance degradation and are aserious issue in urban areas, where the FSO equipmentsare placed on high-rise buildings.
• Model: The pointing error model developed andparameterized by ξ which is the ratio between theequivalent beam radius and the pointing error jitter canbe:
- With Pointing Error: ξ is any number between 0through 7
- Without Pointing Error: ξ
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Possible Solutions to the Pointing Errors Problem
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Short Range FSO: Increase the beam divergenceat the expense of higher power loss.
• Long Range FSO: Model: Maintain narrow beamdivergence but put in place a sophisticatedpointing, acquisition, and tracking (PAT) systemto solve the alignment problem in FSO:• Fixed tracking for short buildings• Active tracking for tall buildings
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Atmospheric Losses
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Losses due to scattering for particles of size near the optical wavelength(Mie Scattering):
– Raindrops and snow droplets are typically bigger than the FSOwavelengths.
– Fog droplets are close in size to FSO wavelenghts.
– Smog (Gases and Smoke) may contain particle matters and waterdroplets
• Typical attenuation factors:
– Regular rain: Low attenuation up to 9 dB/Km
– Snow: Moderate attenuation up to 12 dB/Km
– Mist: Moderate attenuation up to 12 dB/Km
– Heavy fog: Strong attenuation of up to 200 dB/Km
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Mitigating Atmospheric Losses
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Mesh architecture and route diversity
• Adaptive power control systems with feedback betweenreceiver and transmitter
• Hybrid RF/FSO systems:
– RF and FSO complement each others
– Two modes of operations
• Switch mode of operation
• Joint usage mode of operation
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Atmospheric Scintillations
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Intensity fluctuations (known as scintillations) areobserved even in clear sky conditions and underperfect alignment conditions.
• Due to variation in temperature among airpockets which leads to a variation in the airrefraction index along the propagation path.
• Characterized by the Kolmogorov atmosphericturbulence theory.
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Characterization of Atmospheric Scintillations (1)
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• The normalized variance of the irradiance is known as scintillation index:
• Relation between the scintillation index and the Rytov variance
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Characterization of Atmospheric Scintillations (2)
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
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Atmospheric Scintillations Statistical Modelling
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Frequency flat fading channel
• Slow fading with coherence time: 10 μs and 100 ms
• Popular statistical models:
– Weak turbulence: Lognormal or Gamma-Gamma(Generalized K)
– Strong turbulence: Exponential or Gamma-Gamma(Generalized K)
– More generalized models: Double Gamma-Gamma orMalaga
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Gamma-Gamma Model
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
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Gamma-Gamma PDF
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
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Mitigating Atmospheric Scintillations
Free Space Optical (FSO) Communications: Towards the Speeds of Wireline Networks
• Time diversity (long delay and large buffer size)
• Frequency diversity (high correlation)
• Space diversity:– Aperture averaging
– SIMO, MISO, and MIMO (multi-beam & multi-aperture)systems
• Cooperative diversity– Relay selection
– Multiuser diversity
– Multi-hop communication
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Asymptotic Results
Ergodic Capacity of OWC Channels
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Optical Wireless Communications: Towards the Speeds of Wireline Networks
On-Going Research Directions: Asymptotic Analysis of Ergodic Capacity
Unified SNR Statistics
• Heterodyne Detection
• IM/DD
• Unified
with irradiance I = Ia Ip
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Optical Wireless Communications: Towards the Speeds of Wireline Networks
Asymptotic Ergodic Capacity
,
• Recall that the irradiance I = Ia Ip and SNR g is proportional to Ir
• The asymptotic ergodic capacity can be obtained as [Yilmaz and Alouini,SPAWC’2012]
• We need to find the moments of Ia then compute derivatives.
On-Going Research Directions: Asymptotic Analysis of Ergodic Capacity
Reference: I. Ansari, M. -S. Alouini, and J. Cheng, “On the capacity of FSO links under log-normal turbulence", Proceedings IEEE Vehicular Technology Conference (VTC Fall'2014), Vancouver, BC, Canada, September 2014. Journal version in IEEE Transations on Wireless Communications, August 2015.
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Optical Wireless Communications: Towards the Speeds of Wireline Networks
On-Going Research Directions: Asymptotic Analysis of Ergodic Capacity
Exact Closed-Form Moments
• I= Ia Ip = IR IL Ip where IR, IL, and IP are independent random processes
• Unified Rician Moments
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Optical Wireless Communications: Towards the Speeds of Wireline Networks
On-Going Research Directions: Asymptotic Analysis of Ergodic Capacity
Asymptotic Results
• High SNR
• Low SNR
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Optical Wireless Communications: Towards the Speeds of Wireline Networks
On-Going Research Directions: Asymptotic Analysis of Ergodic Capacity
Asymptotic Results
Figure: Ergodic capacity results for IM/DD technique and varyingk at high SNR regime for RLN turbulence
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Impact of Pointing Errors
Optical Wireless Backhauling
23
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Optical Wireless Backhauling: Towards the Speeds of Fiber Optics Backhaul
Impact of Pointing Errors
• Effect on Communication: These pointing errors maylead to an additional performance degradation and are aserious issue in urban areas, where the FSO equipmentsare placed on high-rise buildings.
• Model: The pointing error model developed andparameterized by ξ which is the ratio between theequivalent beam radius and the pointing error jitter canbe:
- With pointing error: ξ is between 0 and 7- Without pointing error: ξ→ ∞
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Optical Wireless Backhauling: Towards the Speeds of Fiber Optics Backhaul
Original Pointing Error Model
- The fraction of collected power at the receiver can be approximated by [Farid and Hranilovic, IEEE/OSA JLT 2007]
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Optical Wireless Backhauling: Towards the Speeds of Fiber Optics Backhaul
• The general model reduces to special cases as follows
Other Pointing Errors Models
No misalignment
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Optical Wireless Backhauling: Towards the Speeds of Fiber Optics Backhaul
Generalized Pointing Error Model
• The fraction of collected power at the receiver can be approximated by [Farid and Hranilovic, IEEE/OSA JLT, 2007]
The random variable r follows a Beckman distribution
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Optical Wireless Backhauling: Towards the Speeds of Fiber Optics Backhaul
Moments of the Irradiance
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Optical Wireless Backhauling: Towards the Speeds of Fiber Optics Backhaul
Asymptotic Ergodic Capacity
,
• The asymptotic ergodic capacity can be obtained as
• The moments of Ia are known for both lognormal (LN) and Gamma-Gamma (ΓΓ). Then, the asymptotic capacity can be written as
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Optical Wireless Backhauling: Towards the Speeds of Fiber Optics Backhaul
Figure: The ergodic capacity for:(a) ξx = 6.7 and ξy = 5.1(b) ξx = 6.7 and ξy = 0.9(c) ξx = 0.8 and ξy = 0.9
Reference: H. Al-Quwaiee, H.-C. Yang, and M. -S. Alouini, “On the asymptotic ergodic capacity of FSO Links with Generalized pointing error model”, in Proceedings IEEE ICC’15, London, UK, June 2015. Journal version in IEEE Trans. Wireless Communications, Sept 2016.
On-Going Research Directions: Ergodic Capacity Calculations under the impact of pointing errors
Asymptotic Ergodic Capacity
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tical Wireless Backhauling: Towards the Speeds of Fiber Optics Backhaul
Outage Capacity
Op
• FSO channels are typically viewed as slowly varyingchannels => Coherence time is greater than the latencyrequirement
• Outage capacity is considered to be a more realisticmetric of channel capacity for FSO systems
• Closed-form expressions are not possible => Importancesampling-based Monte Carlo simulations
C. Ben Issaid, K. -H. Park, R. Tempone, and M. -S. Alouini, "Fast outage probability simulation for FSOlinks with a generalized pointing error model", in Proc. IEEE Global Communications Conference(GLOBECOM'2016), Washington DC, December 2016.
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Importance Sampling (IS)
P=P(g<gth) = P(I=Ia Ip <Ith) = P(ya + yp < )
where ya=log(Ia), yp=log(Ip), and 𝜀 = log Ith
• IS estimator:
𝐼∗ =1
𝑁∗
𝑛=1
𝑁∗
1 𝑦𝑎,𝑛∗ +𝑦𝑝,𝑛
∗ <𝜀 𝑤𝑦𝑎(𝑦𝑎,𝑛∗ )𝑤𝑦𝑝(𝑦𝑝,𝑛
∗ )
where 𝑦𝑘∗ (.) 𝑓𝑦𝑘
∗ (. ) =𝑓𝑦𝑘(.)𝑤𝑦𝑘
(.), 𝑘 = 𝑎, 𝑝
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IS Exponential Twisting
• Weighting Choice: 𝑤𝑦𝑘(𝑥) = 𝑒−𝜃𝑥𝑀𝑦𝑘(𝜃)
where 𝑀𝑦𝑘(.) is the MGF of 𝑦𝑘• IS Estimator:
𝐼∗ =1
𝑁∗
𝑛=1
𝑁∗
1 𝑦𝑎,𝑛∗ +𝑦𝑝,𝑛
∗ <𝜀 𝑒−𝜃(𝑦𝑎,𝑛
∗ +𝑦𝑝,𝑛∗ ) 𝑀𝑦𝑎(𝜃)𝑀𝑦𝑝(𝜃)
𝑀𝑦𝑎 𝜃 = 𝐸 ℎ𝑎𝜃 = exp(
1
2𝜃(𝜃 − 1) 𝜎𝑅
2) (LN fading)
𝑀𝑦𝑎 𝜃 = 𝐸 ℎ𝑎𝜃 =
(𝛼𝛽)−𝜃 𝛼+𝜃 (𝛽+𝜃) 𝛼 (𝛽)
(G-G fading)
𝑀𝑦𝑝 𝜃 = 𝐸 ℎ𝑝𝜃 =
𝑥𝑦𝐴0𝜃exp −
2𝜃
𝑤𝑧𝑒𝑞2
𝜇𝑥2𝑥2
𝑥2+𝜃+𝜇𝑦2𝑦2
𝑦2+𝜃
𝑥2+𝜃 𝑦2+𝜃
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Optimal
• Minimization problem:
min𝜃
𝐸 1 𝑦𝑎+𝑦𝑝<𝜖𝑤𝑦𝑎2 (𝑦𝑎, 𝜃)𝑤𝑦𝑝
2 (𝑦𝑎, 𝜃)
Stochastic optimization problem: Not feasible analytically except for a few simple cases.
Alternative: Find a sub-optimal 𝜃:
– Cumulant generating function:
𝜇 𝜃 = log 𝐸 𝑒𝜃 𝑦𝑎+𝑦𝑝 = log 𝑀𝑎(𝜃) + log 𝑀𝑝(𝜃)
– Sub-optimal 𝜃:
𝜇′ 𝜃 = 𝜖34
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Sub-Optimal 𝜃
• Weak turbulence:
log 𝐴0 +𝜎𝑅2
22𝜃 − 1 −
𝑥2 + 𝑦
2 + 2𝜃
2 𝑥2 + 𝜃 𝑦
2 + 𝜃−
2𝜃
𝑤𝑧𝑒𝑞2
𝜇𝑥2𝑥
4
(𝑥2+𝜃)2
+𝜇𝑦2𝑦
4
(𝑦2+𝜃)2
= 𝜖
• Strong turbulence:
log𝐴0𝛼𝛽
−𝑥2 + 𝑦
2 + 2𝜃
2 𝑥2 + 𝜃 𝑦
2 + 𝜃−
2𝜃
𝑤𝑧𝑒𝑞2
𝜇𝑥2𝑥
4
(𝑥2+𝜃)2
+𝜇𝑦2𝑦
4
(𝑦2+𝜃)2
+ 𝛼 + 𝜃 + (𝛽
+ 𝜃) = 𝜖
where 𝑥 =′(𝑥)
(𝑥)
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Outage Probability
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Efficiency Indicator
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Impact of Jitter Unbalance on Outage Probability
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Positioning, Acquisition, and Tracking (PAT) for FSO Links
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A Single Detector vs. An Array of Detectors
M. S. Bashir and M. -S. Alouini, "Signal acquisition with photon-counting detector arrays in free-space optical communications ", IEEE Transactions on Wireless Communication, Vol. 19, No. 4, pp. 2181-2195, April 2020.
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Gaussian Beam on the Detector Array
• The Gaussian beam on the photosensitive detector array is characterized as
• The number of photons in the mth detector are modeled by a Poisson random variable
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Maximum Likelihood Detector (1)
• Two hypotheses:
H0 : There is no signal pulse on the detector arrayH1 : There is a signal pulse on the detector array
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Maximum Likelihood Detector (2)
• The likelihood ratio for this detection problem is:
• Optimum decision rule
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Probability of Missed Detection
• The probability of missed detection is
• The probability of missed detection can be approximated by [Fay and Feuer’1997]
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Comparison of Approximations
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Dependence on the Beam Center
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Effect of Beam Radius
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Acquisition Time
M. S. Bashir and M. -S. Alouini, "Signal acquisition with photon-counting detector arrays in free-space optical communications ", IEEE Transactions on Wireless Communication, Vol. 19, No. 4, pp. 2181-2195, April 2020.
Total acquisition time: Tu = Ts X + Td W = Y+V• Ts: Scan time• X: Number of ‘’failed ’’ attempts• Td: Dwell time• W: fraction of time in last ‘’successful’’ attempt
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Distribution of W
M. S. Bashir and M. -S. Alouini, "Signal acquisition with photon-counting detector arrays in free-space optical communications ", IEEE Transactions on Wireless Communication, Vol. 19, No. 4, pp. 2181-2195, April 2020.
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Acquisition Time Performance
M. S. Bashir and M. -S. Alouini, "Signal acquisition with photon-counting detector arrays in free-space optical communications ", IEEE Transactions on Wireless Communication, Vol. 19, No. 4, pp. 2181-2195, April 2020.
Complementary Cumulative Distribution Function of Acquisition Time
with
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Asymptotic Acquisition Time Performance
M. S. Bashir and M. -S. Alouini, "Signal acquisition with photon-counting detector arrays in free-space optical communications ", IEEE Transactions on Wireless Communication, Vol. 19, No. 4, pp. 2181-2195, April 2020.
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Acquisition Time as Function of Noise Power and Beam Radius
M. S. Bashir and M. -S. Alouini, "Signal acquisition with photon-counting detector arrays in free-space optical communications ", IEEE Transactions on Wireless Communication, Vol. 19, No. 4, pp. 2181-2195, April 2020.
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Probability of Error Performance
M. –C. Tsai, M. S. Bashir and M. -S. Alouini, “Probability of error performance comparison of a single detector versus an array of detectors", Under review.
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UAV-Assisted Communication
1Global Connectivity
Emergency Massive Event
Military
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Tethered UAVs
vs.
Untethered UAVs
2
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Regular/Untethered UAV (uUAV)
• Line-of-sight with
ground users
–Probability increases
with altitude
• Mobility and
relocation flexibility
– Track the time-varying
traffic demand spatial
distribution3
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Limitations of uUAVs
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• Limited battery capacity
–UAV limited availability (average flight time in
untethered UAVs is less than 1 hour)
–Restrictions on the payload (number of
antennas/RF chains)
• Service quality restricted by backhaul link
capacity
• “Drone-flyaway” risk/problem
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Tethered UAVs (tUAVs)
• Flight time improvement &
increased payload
– Powered by a ground station
• Wired backhaul to the core network
through high capacity link
– Avoid the inherent unreliability
of UAV wireless backhaul.
• Avoid “Drone-flyaway” risk &
problem
5M. A. Kishk, A. Bader, & M.-S. Alouini, “Capacity & coverage enhancement using long-endurance tethered airborne
base stations,” IEEE Vehicular Tech. Magazine 2020. Online: arxiv.org/abs/1906.11559
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Urban Deployment
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Tethered versus Untethered UAVs
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Tether Alternatives :Laser Beaming
8
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Laser-powered UAVs
9
Simultaneous Lightwave Information and Power Transfer (SLIPT)
M. Lahmeri, M. A. Kishk and M.-S. Alouini, "Stochastic Geometry-based Analysis of Airborne Base Stations with
Laser-powered UAVs," IEEE Communications Letters, 2019.
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Performance Metrics & Parameters
• Performance Metrics:
–Energy coverage probability.
–SNR coverage probability.
– Joint coverage probability.
• Parameters Affecting Performance
– LBDs density.
–Atmospheric turbulence
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Energy Coverage Probability
Harvested power
Propulsion power
Communication-related
power
M. Lahmeri, M. A. Kishk and M.-S. Alouini, "Stochastic Geometry-based Analysis of Airborne Base Stations with
Laser-powered UAVs," IEEE Communications Letters, 2019.
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Main Results on Energy Coverage Probability
M. Lahmeri, M. A. Kishk and M.-S. Alouini, "Stochastic Geometry-based Analysis of Airborne Base Stations with
Laser-powered UAVs," IEEE Communications Letters, 2019.
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Energy Coverage Probability versus Density of LBDs
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Main Results on SNR Coverage
Probability
SNR Coverage Probability
M. Lahmeri, M. A. Kishk and M.-S. Alouini, "Stochastic Geometry-based Analysis of Airborne Base Stations with
Laser-powered UAVs," IEEE Communications Letters, 2019.
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SNR Coverage Probability versus Density of LBDs
M. Lahmeri, M. A. Kishk and M.-S. Alouini, "Stochastic Geometry-based Analysis of Airborne Base Stations with
Laser-powered UAVs," IEEE Communications Letters, 2019.
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16
Joint Coverage Probability versus SNR Threshold
M. Lahmeri, M. A. Kishk and M.-S. Alouini, "Stochastic Geometry-based Analysis of Airborne Base Stations with
Laser-powered UAVs," IEEE Communications Letters, 2019.
![Page 95: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/95.jpg)
17
Joint Coverage Probability versus Power Splitting
Factor
M. Lahmeri, M. A. Kishk and M.-S. Alouini, "Stochastic Geometry-based Analysis of Airborne Base Stations with
Laser-powered UAVs," IEEE Communications Letters, 2019.
![Page 96: Recent Developments in Optical Wireless Communication Systems · 2021. 1. 20. · of outdoor 2.2 Tbps super-channel FSO transmission system", in Proc. Optical Wireless Communications](https://reader035.fdocuments.in/reader035/viewer/2022071504/6124d5c543aef254630d2caa/html5/thumbnails/96.jpg)
Thank You ctl.kaust.edu.sa
Nikola Tesla(10 July 1856 – 7 January 1943)
“When wireless is perfectly applied, the whole earth will be converted into a huge brain, which in fact it is, all things being particles of a real and rhythmic whole. We shall be able to communicate with one another instantly, irrespective of distance.” Nikola Tesla (1925)