SlideShare a Scribd company logo
1 of 26
1/25
Kenny Barlee, University of Strathclyde (Scotland)
in the FM Radio band using FS-FBMC
Secondary User Access for IoT Applications
2/25
• Background + Motivation
• Transmitter Design
• Results as in paper
• Recent work
Overview
3/25
• Primary User (PU) = licensed radio spectrum user (e.g. cellular, TV,
satellite)
• Secondary User (SU) = unlicensed radio spectrum user
• Dynamic Spectrum Access (DSA) = technique used by SUs to identify and
gain access to available spectrum
• Software Defined Radio (SDR) = radio with a dynamic, software
controlled front end that is a key enabler in DSA
Presentation Key Terms
4/25
• The radio spectrum is a finite (non exhaustive) resource
• High cost barriers associated with obtaining broadcast licenses
• Very competitive market – licenses worth £50billion to the UK economy
• In coming years cities will be full of millions of sensors, all requiring low
datarate connections
• Existing WiFi and free to use ISM bands are congested – another solution
required
Background and Motivation
5/25
TV Broadcast CellularSatellite Aeronautical Nav
• The radio spectrum is underutilized
• Gaps in Primary User (PU) spectrum can be used by the Secondary User
(SU) with the help of Dynamic Spectrum Access (DSA) techniques
Background and Motivation
[GAP]
[GAP]
[GAP]
[GAP]
[GAP]
[GAP]
[GAP]
[GAP]
[GAP]
[GAP]
Primary Users (PUs)Secondary Users (SUs)
6/25
• Band from 88 to 108 MHz, 100 individual 200 kHz wide channels
• Often poorly utilized [1,2]
– Research shows in cities with populations around 1m, only 25% of the band is
used, much less in rural areas
• Signals broadcast at these freqs have excellent propagation
characteristics
– Able to diffract around objects such as hills and human-made structures, and can
penetrate through buildings well
• Band is an excellent candidate for smart city IoT communication,
e.g. traffic signal sequencing, smart street lighting etc.
Background and Motivation – FM Band
7/25
Research Aims
• Design a SU radio capable of filling gaps in the FM Band for low data
throughput applications (IoT)
– Radio to identify available channels by itself (then build channel mask, complete
with guardbands)
– Radio to use an adaptive modulation scheme
– Radio must cause minimal interference to FM Station PUs (IMPORTANT!)
8/25
• To mould around PUs, radio requires adaptive, Non Contiguous (NC)
modulation scheme (i.e. can make signals with spectral holes)
• Out Of Band (OOB) leakage (power in disabled channels) must be
minimal in order to protect PU + meet regulator interference rules
• Favourite NC schemes in literature are: [3,4]
– NC-OFDM (normal OFDM, with zeros transmitted on ‘disabled’ subcarriers)
– FBMC (filterbank multicarrier, with zeros transmitted in ‘disabled’ subchannels)
└ Particular FBMC filter designed for DSA = PHYDYAS filter [5]
DSA Radio Design – Modulation Schemes
9/25
• NC-OFDM uses rectangular
pulse shaping, hence has
high OOB leakage [6]
• FBMC uses specially
designed pulse shaping
filters, which minimize
OOB leakage
• FBMC is the more attractive
candidate due to spectral
containment
DSA Radio Design – Modulation Schemes
10/25
• 2 possible FBMC transmitter architectures – Frequency Spread
(FS-FBMC) or Polyphase Network (PPN-FBMC)
• PHYDYAS FBMC requires Offset QAM symbols (FBMC/OQAM)
• FS-FBMC: symbols upsampled by K, filtered, input to IFFT, overlap/sum [7]
DSA Radio Design – Transmitter
11/25
DSA Radio Design – Transmitter
• Design is HDL-ready (samples rather than frames, valid lines, fixed point)
• FBMC parameters – fS =20.48MHz, K =4, M =1024
• x1024 40kHz wide overlapping channels created (10 per FM channel)
12/25
• Research has shown that the Matched Detector is the most reliable
sensing technique (i.e. the official receiver for the type of signal being
sensed, rather than generic Energy Detection)[8]
• Method adopted was to tune to each FM centre freq, FM demodulate,
perform channel classification, then store the results in RAM
• Guard bands are added based on regulator
minimum distance rules
DSA Radio Design – AutoMask
13/25
• The AutoMask module was designed HDL-ready, and is optimised for
FPGA targeting (e.g. with pipelining and polyphase serialized decimation
filters)
• Mask creation is a function of a ‘detection window’
• Only takes 0.64 seconds to generate with a detection window of 2048
samples per FM channel
DSA Radio Design – AutoMask
14/25
• Recordings of the FM Radio spectrum were obtained using a USRP B210
with a standard VHF/UHF omnidirectional antenna
• In central Glasgow, 22 stations were found
• The USRP was uncalibrated; hence samples received by the computer
had relative power levels
• Channel model estimations were used
to make informed adjustments
– Friis free space model
– Perez-Vega Zamanillo/ FCC F(50,50) [9]
Testing SU Interference Levels
15/25
• The FM Band recording was passed through the AutoMask module, and
a mask was generated
• 275 OQAM subchannels (of 1024) were eligible for use (a function of the
chosen guardband size), a total bandwidth of 5.5MHz
• SU signals with various transmit powers were generated using the
PHYDYAS FBMC PHY and an equivalent NC-OFDM PHY
• These SU signals were overlaid on the FM Band recording, to simulate
the RF transmission, and the interference they would cause to the PU
Testing SU Interference Levels
16/25
• Plotting the power spectra of the signals, clear to see that there is
minimal OOB leakage with PHYDYAS FBMC when compared to NC-OFDM
• Each of the known PU FM stations were demodulated in turn, to allow
the interference caused by the SU to be explored
Testing SU Interference Levels
17/25
• Signal to Interference Ratio (SIR) was found for each SU Tx power
• PHYDYAS radio shows 47dB improvement in PU SIR over NC-OFDM
Testing SU Interference Levels – Quantitative
𝑃𝐹𝑀 =
1
𝑁 𝑛−1
𝑁
𝑠 𝐹𝑀 𝑛 2 𝑃𝑆𝑈 =
1
𝑁 𝑛−1
𝑁
𝑠 𝐹𝑀+𝑆𝑈 𝑛 2 − 𝑃𝐹𝑀 𝑆𝐼𝑅 = 10 log10
𝑃𝐹𝑀
𝑃𝑆𝑈
At 4W, PHYDYAS
leakage x88 LOWER
than PU power
At 4W, NC-OFDM
leakage x625 HIGHER
than PU power
18/25
MOS 1 = noise
MOS 5 = perfect audio
• Audio listening tests were then
performed to classify how ‘bad’ the
quality of each station was
• Each station, at each transmit
power, for both PHYDYAS FBMC and
NC-OFDM were evaluated
• Mean Opinion Score was used:
Testing SU Interference Levels – Qualitative
19/25
• Next step was to target the Transmitter + AutoMask to radio hardware
• Rapid prototyping made easy from Simulink with the ‘Zynq Based Radio’
support package for ZynqSDR [10]
DSA Radio Design – ZynqSDR Tx Implementation
20/25
DSA Radio Design – ZynqSDR Tx Implementation
21/25
• Perform tests in the University’s RF shielded anechoic chamber to
investigate how the SU interferes with standard FM Radio receivers
• Find an optimal guard band size (tradeoff between interference and data
throughput)
DSA Radio Design – Next Steps
22/25
• A receiver PHY has been developed,
which is able to infer unknown Tx
masks
• Initial results show that transmitted
data can be recovered correctly
• Fun quirk with the
system – the OQAM
constellation contains
9 clusters of points!
DSA Radio Design – Receiver
Received IQ (FBMC + FM Radio)
After FFT
After PHYDYAS Filter
After Max Effect
23/25
• The spectrum (a finite resource) is often poorly utilized
• In coming years there will be sensors everywhere, requiring low datarate
connections
• While the proposed DSA radio PHY is not ‘mmWave’, it is equally as valid
an access technique for 5G communications
• The idea of DSA is gaining ground in 5G research (e.g. 5G Rural First
project), and it is accepted that it will play a crucial role in enabling
access to the radio spectrum for next gen communications
Conclusions
24/25
• The novel DSA radio PHY developed can enable SU access in the band
traditionally used for FM Radio
• Initial tests suggest the radio can coexist with the PU, causing very little
interference
• The PHYDYAS FBMC radio provides a 47dB improvement in PU
interference over NC-OFDM
• The radio’s ‘smart’ abilities have been demonstrated, in that it can
generate its own channel mask within 0.64 seconds of turn on
Conclusions
25/25
[1] D. Otermat, C. Otero, I. Kostanic, “Analysis of the FM Radio Spectrum for Internet of Things Opportunistic Access Via Cognitive Radio”, in Proc. of WF-IoT’15, Milan,
IT, pp. 166-171, Dec 2015
[2] D. Otermat, C. Otero, I. Kostanic, “Analysis of the FM Radio Spectrum for Secondary Licensing of Low-Power Short-Range Cognitive Internet of Things Devices”, in
IEEE Access, Oct 2016
[3] B. Farhang-Boroujeny, R. Kempter, “Multicarrier communication techniques for spectrum sensing and communication in cognitive radio”, in IEEE Commun. Mag,
vol. 46 no. 4, pp. 80-85, Apr 2008
[4] R. Gerzaguet et al., “The 5G candidate waveform race: a comparison of complexity and performance”, EURASIP Journal on Wireless Commun. and Networking, Jan
2017
[5] M. Bellanger. (2010, Jun). FBMC physical layer: a primer, PHYDYAS. [Online]
Available: http://www.ict-phydyas.org/teamspace/internal-folder/FBMC-Primer_06-2010.pdf
[6] B. Farhang-Boroujeny, “OFDM Versus Filter Bank Multicarrier”, in IEEE Signal Process. Mag., vol. 28 no. 3, pp. 92-112, May 2011
[7] M. Bellanger, “FS-FBMC: a flexible robust scheme for efficient multicarrier broadband wireless access”, IEEE Globecom Workshops, Anaheim, USA, Dec 2012
[8] M. Hoyhtya, “Spectrum Occupancy Measurements: A Survey and Use of Interference Maps”, IEEE Communications Surveys and Tutorials, vol. 18 no. 4, pp. 2386-
2414, April 2016
[9] C. Perez-Vega and J. Zamanillo. (2002, Jun). Path Loss Model for Broadcasting Applications and Outdoor Communications Systems in the VHF and UHF Bands.
[Online].
Available: http://personales.unican.es/perezvr/pdf/FCC%20Model02.pdf
[10] MathWorks. (2018). Zynq SDR Support from Communications System Toolbox. [Online].
Available: https://uk.mathworks.com/hardware-support/zynq-sdr.html
References
26/25
Research co-funded by the MathWorks DCRG Grant on
Dynamic Spectrum Access for 5G Communications 2016-2018

More Related Content

What's hot

EC8394 MULTI USER RADIO COMMUNICATION UNIT V
EC8394  MULTI USER RADIO COMMUNICATION UNIT VEC8394  MULTI USER RADIO COMMUNICATION UNIT V
EC8394 MULTI USER RADIO COMMUNICATION UNIT VManojKumar791621
 
Cognitive radio networks
Cognitive radio networksCognitive radio networks
Cognitive radio networksVatsala Sharma
 
Introduction to wireless communication
Introduction to wireless communicationIntroduction to wireless communication
Introduction to wireless communicationramalakshmi54
 
EC8395 COMMUNICATION ENGINEERING UNIT I
EC8395  COMMUNICATION ENGINEERING UNIT IEC8395  COMMUNICATION ENGINEERING UNIT I
EC8395 COMMUNICATION ENGINEERING UNIT IManojKumar791621
 
Ultra-wide band communication system: Term paper _class presentation on wirel...
Ultra-wide band communication system: Term paper _class presentation on wirel...Ultra-wide band communication system: Term paper _class presentation on wirel...
Ultra-wide band communication system: Term paper _class presentation on wirel...prajon
 
Cognitive radio network
Cognitive radio networkCognitive radio network
Cognitive radio networkSuhad Malayshi
 
Multi Channel Protocols In Cognitive Radio Networks
Multi Channel Protocols In  Cognitive Radio NetworksMulti Channel Protocols In  Cognitive Radio Networks
Multi Channel Protocols In Cognitive Radio NetworksMuhammad Mustafa
 
Cognitive Radio 802.22 in NetSim
Cognitive Radio 802.22 in NetSimCognitive Radio 802.22 in NetSim
Cognitive Radio 802.22 in NetSimSANJAY ANAND
 
Basics of wireless communication
Basics of wireless communicationBasics of wireless communication
Basics of wireless communicationRAVIKIRAN ANANDE
 
Cognitive Radio: When might it Become Economically and Technically Feasible?
Cognitive Radio: When might it Become Economically and Technically Feasible? Cognitive Radio: When might it Become Economically and Technically Feasible?
Cognitive Radio: When might it Become Economically and Technically Feasible? Jeffrey Funk
 
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...Onyebuchi nosiri
 
Cognitive Radio, Introduction and Main Issues
Cognitive Radio, Introduction and Main IssuesCognitive Radio, Introduction and Main Issues
Cognitive Radio, Introduction and Main IssuesKuncoro Wastuwibowo
 
Next Generation Wireless Access for 5G - Motorola
 Next Generation Wireless Access for 5G - Motorola Next Generation Wireless Access for 5G - Motorola
Next Generation Wireless Access for 5G - MotorolaPrashant Panigrahi
 

What's hot (17)

EC8394 MULTI USER RADIO COMMUNICATION UNIT V
EC8394  MULTI USER RADIO COMMUNICATION UNIT VEC8394  MULTI USER RADIO COMMUNICATION UNIT V
EC8394 MULTI USER RADIO COMMUNICATION UNIT V
 
HOW TO DESIGN A CELLULAR RADIO TECHNOLOGY NETWORK
HOW TO DESIGN A CELLULAR RADIO TECHNOLOGY NETWORKHOW TO DESIGN A CELLULAR RADIO TECHNOLOGY NETWORK
HOW TO DESIGN A CELLULAR RADIO TECHNOLOGY NETWORK
 
Cognitive radio networks
Cognitive radio networksCognitive radio networks
Cognitive radio networks
 
Chapter 2
Chapter 2Chapter 2
Chapter 2
 
Introduction to wireless communication
Introduction to wireless communicationIntroduction to wireless communication
Introduction to wireless communication
 
EC8395 COMMUNICATION ENGINEERING UNIT I
EC8395  COMMUNICATION ENGINEERING UNIT IEC8395  COMMUNICATION ENGINEERING UNIT I
EC8395 COMMUNICATION ENGINEERING UNIT I
 
Ultra-wide band communication system: Term paper _class presentation on wirel...
Ultra-wide band communication system: Term paper _class presentation on wirel...Ultra-wide band communication system: Term paper _class presentation on wirel...
Ultra-wide band communication system: Term paper _class presentation on wirel...
 
Cognitive radio network
Cognitive radio networkCognitive radio network
Cognitive radio network
 
Cognitive radio
Cognitive radioCognitive radio
Cognitive radio
 
Multi Channel Protocols In Cognitive Radio Networks
Multi Channel Protocols In  Cognitive Radio NetworksMulti Channel Protocols In  Cognitive Radio Networks
Multi Channel Protocols In Cognitive Radio Networks
 
Cognitive Radio 802.22 in NetSim
Cognitive Radio 802.22 in NetSimCognitive Radio 802.22 in NetSim
Cognitive Radio 802.22 in NetSim
 
Basics of wireless communication
Basics of wireless communicationBasics of wireless communication
Basics of wireless communication
 
Cognitive Radio: When might it Become Economically and Technically Feasible?
Cognitive Radio: When might it Become Economically and Technically Feasible? Cognitive Radio: When might it Become Economically and Technically Feasible?
Cognitive Radio: When might it Become Economically and Technically Feasible?
 
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
Investigation of TV White Space for Maximum Spectrum Utilization in a Cellula...
 
Cognitive Radio, Introduction and Main Issues
Cognitive Radio, Introduction and Main IssuesCognitive Radio, Introduction and Main Issues
Cognitive Radio, Introduction and Main Issues
 
Next Generation Wireless Access for 5G - Motorola
 Next Generation Wireless Access for 5G - Motorola Next Generation Wireless Access for 5G - Motorola
Next Generation Wireless Access for 5G - Motorola
 
CR (1)
CR (1)CR (1)
CR (1)
 

Similar to Secondary User Access for IoT Applications in FM Radio Band using FS-FBMC

WIRELESS COMMUNICATION Unit-2 Final.pptx
WIRELESS  COMMUNICATION Unit-2 Final.pptxWIRELESS  COMMUNICATION Unit-2 Final.pptx
WIRELESS COMMUNICATION Unit-2 Final.pptxMadeshR3
 
Lecture 1 mobile and adhoc network- introduction
Lecture 1  mobile and adhoc network- introductionLecture 1  mobile and adhoc network- introduction
Lecture 1 mobile and adhoc network- introductionChandra Meena
 
20CS2007 Computer Communication Networks
20CS2007 Computer Communication Networks 20CS2007 Computer Communication Networks
20CS2007 Computer Communication Networks Kathirvel Ayyaswamy
 
Free space optical communication
Free space optical communicationFree space optical communication
Free space optical communicationSanthoshkumar Yadav
 
CDMA.pdf
CDMA.pdfCDMA.pdf
CDMA.pdfTroll9
 
A simulation study of wi max based communication system using deliberately cl...
A simulation study of wi max based communication system using deliberately cl...A simulation study of wi max based communication system using deliberately cl...
A simulation study of wi max based communication system using deliberately cl...eSAT Publishing House
 
A simulation study of wi max based communication system using deliberately cl...
A simulation study of wi max based communication system using deliberately cl...A simulation study of wi max based communication system using deliberately cl...
A simulation study of wi max based communication system using deliberately cl...eSAT Journals
 
Body third generation of fiber optic communication systems
Body third generation of fiber optic communication systemsBody third generation of fiber optic communication systems
Body third generation of fiber optic communication systemsMohammad Jahangir Hosen Bhuiyan
 
cellular communication
cellular communicationcellular communication
cellular communicationjhcid
 
Meixia Tao Introduction To Wireless Communications And Recent Advances
Meixia Tao Introduction To Wireless Communications And Recent AdvancesMeixia Tao Introduction To Wireless Communications And Recent Advances
Meixia Tao Introduction To Wireless Communications And Recent Advancesmelvincabatuan
 
Understanding the RF Path
Understanding the RF PathUnderstanding the RF Path
Understanding the RF PathCharbelRahme2
 
5G and Millimetre Wave Communications (author Isabelle tardy)
5G and Millimetre Wave Communications (author Isabelle tardy)5G and Millimetre Wave Communications (author Isabelle tardy)
5G and Millimetre Wave Communications (author Isabelle tardy)Edouard DEBERDT
 
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless Networks
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless NetworksDynamic Spectral Sensing and Resource Allocation in Optical-Wireless Networks
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless NetworksAntonio Marcos Alberti
 
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...IRJET Journal
 
IEEE paper
IEEE paperIEEE paper
IEEE paperpitu6050
 

Similar to Secondary User Access for IoT Applications in FM Radio Band using FS-FBMC (20)

WIRELESS COMMUNICATION Unit-2 Final.pptx
WIRELESS  COMMUNICATION Unit-2 Final.pptxWIRELESS  COMMUNICATION Unit-2 Final.pptx
WIRELESS COMMUNICATION Unit-2 Final.pptx
 
Lecture 1 mobile and adhoc network- introduction
Lecture 1  mobile and adhoc network- introductionLecture 1  mobile and adhoc network- introduction
Lecture 1 mobile and adhoc network- introduction
 
20CS2007 Computer Communication Networks
20CS2007 Computer Communication Networks 20CS2007 Computer Communication Networks
20CS2007 Computer Communication Networks
 
Free space optical communication
Free space optical communicationFree space optical communication
Free space optical communication
 
Free space optics
Free space opticsFree space optics
Free space optics
 
CDMA.pdf
CDMA.pdfCDMA.pdf
CDMA.pdf
 
A simulation study of wi max based communication system using deliberately cl...
A simulation study of wi max based communication system using deliberately cl...A simulation study of wi max based communication system using deliberately cl...
A simulation study of wi max based communication system using deliberately cl...
 
A simulation study of wi max based communication system using deliberately cl...
A simulation study of wi max based communication system using deliberately cl...A simulation study of wi max based communication system using deliberately cl...
A simulation study of wi max based communication system using deliberately cl...
 
Body third generation of fiber optic communication systems
Body third generation of fiber optic communication systemsBody third generation of fiber optic communication systems
Body third generation of fiber optic communication systems
 
cellular communication
cellular communicationcellular communication
cellular communication
 
PPT-DC.pptx
PPT-DC.pptxPPT-DC.pptx
PPT-DC.pptx
 
Complete course on wireless
Complete course on wirelessComplete course on wireless
Complete course on wireless
 
Meixia Tao Introduction To Wireless Communications And Recent Advances
Meixia Tao Introduction To Wireless Communications And Recent AdvancesMeixia Tao Introduction To Wireless Communications And Recent Advances
Meixia Tao Introduction To Wireless Communications And Recent Advances
 
Understanding the RF Path
Understanding the RF PathUnderstanding the RF Path
Understanding the RF Path
 
5G and Millimetre Wave Communications (author Isabelle tardy)
5G and Millimetre Wave Communications (author Isabelle tardy)5G and Millimetre Wave Communications (author Isabelle tardy)
5G and Millimetre Wave Communications (author Isabelle tardy)
 
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless Networks
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless NetworksDynamic Spectral Sensing and Resource Allocation in Optical-Wireless Networks
Dynamic Spectral Sensing and Resource Allocation in Optical-Wireless Networks
 
Ijcnc050211
Ijcnc050211Ijcnc050211
Ijcnc050211
 
batch 8 b.pptx
batch 8 b.pptxbatch 8 b.pptx
batch 8 b.pptx
 
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...
IRJET- Synthesis and Simulation for MIMO Antennas with Two Port for Wide Band...
 
IEEE paper
IEEE paperIEEE paper
IEEE paper
 

Recently uploaded

UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduitsrknatarajan
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlysanyuktamishra911
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfKamal Acharya
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINESIVASHANKAR N
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Christo Ananth
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdfankushspencer015
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxupamatechverse
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordAsst.prof M.Gokilavani
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingrknatarajan
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...ranjana rawat
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGMANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGSIVASHANKAR N
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations120cr0395
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 

Recently uploaded (20)

UNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular ConduitsUNIT-II FMM-Flow Through Circular Conduits
UNIT-II FMM-Flow Through Circular Conduits
 
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINEDJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
 
KubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghlyKubeKraft presentation @CloudNativeHooghly
KubeKraft presentation @CloudNativeHooghly
 
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdfONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
ONLINE FOOD ORDER SYSTEM PROJECT REPORT.pdf
 
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINEMANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
MANUFACTURING PROCESS-II UNIT-2 LATHE MACHINE
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
 
AKTU Computer Networks notes --- Unit 3.pdf
AKTU Computer Networks notes ---  Unit 3.pdfAKTU Computer Networks notes ---  Unit 3.pdf
AKTU Computer Networks notes --- Unit 3.pdf
 
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service NashikCollege Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
College Call Girls Nashik Nehal 7001305949 Independent Escort Service Nashik
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptx
 
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete RecordCCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
CCS335 _ Neural Networks and Deep Learning Laboratory_Lab Complete Record
 
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and workingUNIT-V FMM.HYDRAULIC TURBINE - Construction and working
UNIT-V FMM.HYDRAULIC TURBINE - Construction and working
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
The Most Attractive Pune Call Girls Manchar 8250192130 Will You Miss This Cha...
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
 
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTINGMANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
MANUFACTURING PROCESS-II UNIT-1 THEORY OF METAL CUTTING
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
 

Secondary User Access for IoT Applications in FM Radio Band using FS-FBMC

  • 1. 1/25 Kenny Barlee, University of Strathclyde (Scotland) in the FM Radio band using FS-FBMC Secondary User Access for IoT Applications
  • 2. 2/25 • Background + Motivation • Transmitter Design • Results as in paper • Recent work Overview
  • 3. 3/25 • Primary User (PU) = licensed radio spectrum user (e.g. cellular, TV, satellite) • Secondary User (SU) = unlicensed radio spectrum user • Dynamic Spectrum Access (DSA) = technique used by SUs to identify and gain access to available spectrum • Software Defined Radio (SDR) = radio with a dynamic, software controlled front end that is a key enabler in DSA Presentation Key Terms
  • 4. 4/25 • The radio spectrum is a finite (non exhaustive) resource • High cost barriers associated with obtaining broadcast licenses • Very competitive market – licenses worth £50billion to the UK economy • In coming years cities will be full of millions of sensors, all requiring low datarate connections • Existing WiFi and free to use ISM bands are congested – another solution required Background and Motivation
  • 5. 5/25 TV Broadcast CellularSatellite Aeronautical Nav • The radio spectrum is underutilized • Gaps in Primary User (PU) spectrum can be used by the Secondary User (SU) with the help of Dynamic Spectrum Access (DSA) techniques Background and Motivation [GAP] [GAP] [GAP] [GAP] [GAP] [GAP] [GAP] [GAP] [GAP] [GAP] Primary Users (PUs)Secondary Users (SUs)
  • 6. 6/25 • Band from 88 to 108 MHz, 100 individual 200 kHz wide channels • Often poorly utilized [1,2] – Research shows in cities with populations around 1m, only 25% of the band is used, much less in rural areas • Signals broadcast at these freqs have excellent propagation characteristics – Able to diffract around objects such as hills and human-made structures, and can penetrate through buildings well • Band is an excellent candidate for smart city IoT communication, e.g. traffic signal sequencing, smart street lighting etc. Background and Motivation – FM Band
  • 7. 7/25 Research Aims • Design a SU radio capable of filling gaps in the FM Band for low data throughput applications (IoT) – Radio to identify available channels by itself (then build channel mask, complete with guardbands) – Radio to use an adaptive modulation scheme – Radio must cause minimal interference to FM Station PUs (IMPORTANT!)
  • 8. 8/25 • To mould around PUs, radio requires adaptive, Non Contiguous (NC) modulation scheme (i.e. can make signals with spectral holes) • Out Of Band (OOB) leakage (power in disabled channels) must be minimal in order to protect PU + meet regulator interference rules • Favourite NC schemes in literature are: [3,4] – NC-OFDM (normal OFDM, with zeros transmitted on ‘disabled’ subcarriers) – FBMC (filterbank multicarrier, with zeros transmitted in ‘disabled’ subchannels) └ Particular FBMC filter designed for DSA = PHYDYAS filter [5] DSA Radio Design – Modulation Schemes
  • 9. 9/25 • NC-OFDM uses rectangular pulse shaping, hence has high OOB leakage [6] • FBMC uses specially designed pulse shaping filters, which minimize OOB leakage • FBMC is the more attractive candidate due to spectral containment DSA Radio Design – Modulation Schemes
  • 10. 10/25 • 2 possible FBMC transmitter architectures – Frequency Spread (FS-FBMC) or Polyphase Network (PPN-FBMC) • PHYDYAS FBMC requires Offset QAM symbols (FBMC/OQAM) • FS-FBMC: symbols upsampled by K, filtered, input to IFFT, overlap/sum [7] DSA Radio Design – Transmitter
  • 11. 11/25 DSA Radio Design – Transmitter • Design is HDL-ready (samples rather than frames, valid lines, fixed point) • FBMC parameters – fS =20.48MHz, K =4, M =1024 • x1024 40kHz wide overlapping channels created (10 per FM channel)
  • 12. 12/25 • Research has shown that the Matched Detector is the most reliable sensing technique (i.e. the official receiver for the type of signal being sensed, rather than generic Energy Detection)[8] • Method adopted was to tune to each FM centre freq, FM demodulate, perform channel classification, then store the results in RAM • Guard bands are added based on regulator minimum distance rules DSA Radio Design – AutoMask
  • 13. 13/25 • The AutoMask module was designed HDL-ready, and is optimised for FPGA targeting (e.g. with pipelining and polyphase serialized decimation filters) • Mask creation is a function of a ‘detection window’ • Only takes 0.64 seconds to generate with a detection window of 2048 samples per FM channel DSA Radio Design – AutoMask
  • 14. 14/25 • Recordings of the FM Radio spectrum were obtained using a USRP B210 with a standard VHF/UHF omnidirectional antenna • In central Glasgow, 22 stations were found • The USRP was uncalibrated; hence samples received by the computer had relative power levels • Channel model estimations were used to make informed adjustments – Friis free space model – Perez-Vega Zamanillo/ FCC F(50,50) [9] Testing SU Interference Levels
  • 15. 15/25 • The FM Band recording was passed through the AutoMask module, and a mask was generated • 275 OQAM subchannels (of 1024) were eligible for use (a function of the chosen guardband size), a total bandwidth of 5.5MHz • SU signals with various transmit powers were generated using the PHYDYAS FBMC PHY and an equivalent NC-OFDM PHY • These SU signals were overlaid on the FM Band recording, to simulate the RF transmission, and the interference they would cause to the PU Testing SU Interference Levels
  • 16. 16/25 • Plotting the power spectra of the signals, clear to see that there is minimal OOB leakage with PHYDYAS FBMC when compared to NC-OFDM • Each of the known PU FM stations were demodulated in turn, to allow the interference caused by the SU to be explored Testing SU Interference Levels
  • 17. 17/25 • Signal to Interference Ratio (SIR) was found for each SU Tx power • PHYDYAS radio shows 47dB improvement in PU SIR over NC-OFDM Testing SU Interference Levels – Quantitative 𝑃𝐹𝑀 = 1 𝑁 𝑛−1 𝑁 𝑠 𝐹𝑀 𝑛 2 𝑃𝑆𝑈 = 1 𝑁 𝑛−1 𝑁 𝑠 𝐹𝑀+𝑆𝑈 𝑛 2 − 𝑃𝐹𝑀 𝑆𝐼𝑅 = 10 log10 𝑃𝐹𝑀 𝑃𝑆𝑈 At 4W, PHYDYAS leakage x88 LOWER than PU power At 4W, NC-OFDM leakage x625 HIGHER than PU power
  • 18. 18/25 MOS 1 = noise MOS 5 = perfect audio • Audio listening tests were then performed to classify how ‘bad’ the quality of each station was • Each station, at each transmit power, for both PHYDYAS FBMC and NC-OFDM were evaluated • Mean Opinion Score was used: Testing SU Interference Levels – Qualitative
  • 19. 19/25 • Next step was to target the Transmitter + AutoMask to radio hardware • Rapid prototyping made easy from Simulink with the ‘Zynq Based Radio’ support package for ZynqSDR [10] DSA Radio Design – ZynqSDR Tx Implementation
  • 20. 20/25 DSA Radio Design – ZynqSDR Tx Implementation
  • 21. 21/25 • Perform tests in the University’s RF shielded anechoic chamber to investigate how the SU interferes with standard FM Radio receivers • Find an optimal guard band size (tradeoff between interference and data throughput) DSA Radio Design – Next Steps
  • 22. 22/25 • A receiver PHY has been developed, which is able to infer unknown Tx masks • Initial results show that transmitted data can be recovered correctly • Fun quirk with the system – the OQAM constellation contains 9 clusters of points! DSA Radio Design – Receiver Received IQ (FBMC + FM Radio) After FFT After PHYDYAS Filter After Max Effect
  • 23. 23/25 • The spectrum (a finite resource) is often poorly utilized • In coming years there will be sensors everywhere, requiring low datarate connections • While the proposed DSA radio PHY is not ‘mmWave’, it is equally as valid an access technique for 5G communications • The idea of DSA is gaining ground in 5G research (e.g. 5G Rural First project), and it is accepted that it will play a crucial role in enabling access to the radio spectrum for next gen communications Conclusions
  • 24. 24/25 • The novel DSA radio PHY developed can enable SU access in the band traditionally used for FM Radio • Initial tests suggest the radio can coexist with the PU, causing very little interference • The PHYDYAS FBMC radio provides a 47dB improvement in PU interference over NC-OFDM • The radio’s ‘smart’ abilities have been demonstrated, in that it can generate its own channel mask within 0.64 seconds of turn on Conclusions
  • 25. 25/25 [1] D. Otermat, C. Otero, I. Kostanic, “Analysis of the FM Radio Spectrum for Internet of Things Opportunistic Access Via Cognitive Radio”, in Proc. of WF-IoT’15, Milan, IT, pp. 166-171, Dec 2015 [2] D. Otermat, C. Otero, I. Kostanic, “Analysis of the FM Radio Spectrum for Secondary Licensing of Low-Power Short-Range Cognitive Internet of Things Devices”, in IEEE Access, Oct 2016 [3] B. Farhang-Boroujeny, R. Kempter, “Multicarrier communication techniques for spectrum sensing and communication in cognitive radio”, in IEEE Commun. Mag, vol. 46 no. 4, pp. 80-85, Apr 2008 [4] R. Gerzaguet et al., “The 5G candidate waveform race: a comparison of complexity and performance”, EURASIP Journal on Wireless Commun. and Networking, Jan 2017 [5] M. Bellanger. (2010, Jun). FBMC physical layer: a primer, PHYDYAS. [Online] Available: http://www.ict-phydyas.org/teamspace/internal-folder/FBMC-Primer_06-2010.pdf [6] B. Farhang-Boroujeny, “OFDM Versus Filter Bank Multicarrier”, in IEEE Signal Process. Mag., vol. 28 no. 3, pp. 92-112, May 2011 [7] M. Bellanger, “FS-FBMC: a flexible robust scheme for efficient multicarrier broadband wireless access”, IEEE Globecom Workshops, Anaheim, USA, Dec 2012 [8] M. Hoyhtya, “Spectrum Occupancy Measurements: A Survey and Use of Interference Maps”, IEEE Communications Surveys and Tutorials, vol. 18 no. 4, pp. 2386- 2414, April 2016 [9] C. Perez-Vega and J. Zamanillo. (2002, Jun). Path Loss Model for Broadcasting Applications and Outdoor Communications Systems in the VHF and UHF Bands. [Online]. Available: http://personales.unican.es/perezvr/pdf/FCC%20Model02.pdf [10] MathWorks. (2018). Zynq SDR Support from Communications System Toolbox. [Online]. Available: https://uk.mathworks.com/hardware-support/zynq-sdr.html References
  • 26. 26/25 Research co-funded by the MathWorks DCRG Grant on Dynamic Spectrum Access for 5G Communications 2016-2018

Editor's Notes

  1. For a variety of different reasons, spectrum not utilised to 100%
  2. One part of the spectrum in particular that is of interest is the FM Radio band Take minimum distance guard bands into account – leaves you with around 5MHz of available spectrum in these areas ****
  3. OFDM current favourite scheme in WiFi, 4G, WiMAX, speculated for 5G FBMC does not have a high market share
  4. OFDM sidelobes – first 13dB lower, within 3 subcarrier spacings only 20dB PHYDYAS FBMC leakage – first 40dB lower, within 3 subchan spacings, >80dB Long story short, pure NC-OFDM was not suitable
  5. OQAM sees Re and Im transmitted separately with offset of half a symbol duration OQAM staggered transmission keeps full orthogonality, great pulse shape, and allows transmission at nyquist rate
  6. Developing in Simulink Because I eventually wanted to target the design to ZynqSDR, all developed using HDL components
  7. 0.64 seconds with detection window 2048 – in tests so far this size has proved 100% accurate
  8. 22 stations in line with the findings of USA
  9. As of last week, the design is now targeted onto the ZynqSDR (and working!)