master’s thesis defense - ku ittc · 2008-04-03 · master’s thesis defense applications of pam...
TRANSCRIPT
![Page 1: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/1.jpg)
Master’s Thesis Defense
Applications of PAM Representation of CPM
Balachandra KumaraswamyFebruary 26 2008
CommitteeDr. Erik Perrins (Chair)
Dr. James RobertsDr. Alexander Wyglinski
A KTEC Center of Excellence 1
![Page 2: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/2.jpg)
Outline• Motivation for thesis• Introduction• CPM Signal Model• SOQPSK• PCM/FM• SOQPSK Detectors• PCM/FM Detectors• Simulation Results• Conclusion
A KTEC Center of Excellence 2
![Page 3: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/3.jpg)
Motivation•Simplified SOQPSK Detectors
• For SOQPSK detection, OQPSK-type detectors though reduces complexity, suffer 1-2 dB loss• PAM based detectors reduces complexity as well gives a better performance• Use 2-state trellis compared to 4-states in previous approaches
•Simplified PCM/FM Detectors•PCM/FM is also a type of CPM• Ibrahim had developed simplified trellis-based detectors for Bluetooth.• Since Bluetooth and PCM/FM share a number of similarities we decided to combine Bluetooth algorithms and PCM/FM.
A KTEC Center of Excellence 3
![Page 4: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/4.jpg)
Publications• Balachandra Kumaraswamy and E. Perrins, “Simplified 2-State detectors for SOQPSK”, Military Communicatios (MILCOM) conference, Orlando, Florida, October, 2007.• Balachandra Kumaraswamy and E. Perrins, “Simplified 2-State detectors for SOQPSK-MIL and SOQPSK-TG”, Proceedings of the International Telemetering Conference (ITC), Las Vegas, NV, October, 2007.
A KTEC Center of Excellence 4
![Page 5: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/5.jpg)
So What ?? • SOQPSK
• OQPSK type detector 1-2 dB loss• CPM overcomes this problem• For M-ary CPM with modulation index h=k/p, the number of trellis states is and matched filters (MFs)• PAM representation reduces the complexity of the receiver
• PCM/FM• Optimum detector has 20 states and 8 matched filters, hence complex receiver design• Complexity of the receiver reduced using PAM
A KTEC Center of Excellence 5
![Page 6: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/6.jpg)
Introduction•Continuous Phase Modulation(CPM) Q
Constant envelopeMemory
•AdvantagesSimple transmitterPower and Spectral efficiencyHigh Detection efficiencyGood for non-linear power amplifiers
•ApplicationsAeronautical TelemetryBluetoothDeep-space CommunicationsSatellite CommunicationsWireless Modems
A KTEC Center of Excellence 6
![Page 7: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/7.jpg)
Introduction•Advantages of CPM
Highly Bandwidth efficientConstant Signal envelope
• Both SOQPSK and PCM/FM have been deployed into the Aeronautical Telemetry standard.• Trellis-based detectors give better performance where as increases the complexity.•PAM Decomposition reduces the complexity of implementation.
A KTEC Center of Excellence 7
![Page 8: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/8.jpg)
CPM Signal ModelThe complex-baseband representation of SOQPSK as a form of CPM is
where phase is a pulse train of the form
αi is the transmitted symbol, T is the duration of each symbol and h is the modulation index. q(t) is the phase pulse and f(t) is the frequency pulse with area ½ and duration LT.
A KTEC Center of Excellence 8
![Page 9: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/9.jpg)
Frequency and Phase Pulse for SOQPSK-TG
A KTEC Center of Excellence 9
![Page 10: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/10.jpg)
Frequency and Phase Pulse for PCM/FM
A KTEC Center of Excellence 10
![Page 11: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/11.jpg)
SOQPSK Precoder
4-state precoder
2-state precoder
The transmitted symbols α using the following precoding operations1)2)
A KTEC Center of Excellence 11
![Page 12: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/12.jpg)
Trellis
4-state trellis
2-state trellis
A KTEC Center of Excellence 12
![Page 13: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/13.jpg)
SOQPSK Detector•Received signal model r(t) = s(t) + n(t), where n(t) is AWGN with psd N0.• Transmitted signal s(t) has memory, we use Viterbi Algorithm (VA) for Maximum Likelihood Sequence Detection (MLSD).• Cumulative metric is maintained for each state.• The branch metric is updated using
where is the branch metric increment.
A KTEC Center of Excellence 13
![Page 14: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/14.jpg)
Pulse Truncation• For SOQPSK-TG we have truncated frequency pulseto a duration of one symbol time atthe detector. • Trellis states reducedfrom 512 states to 4 states.
Branch metric increment for PT is given by
A KTEC Center of Excellence 14
![Page 15: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/15.jpg)
PAM Representation of CPM Signal
Laurent showed the CPM can be represented as a superposition of PAM waveforms
where bk[n] are pseudo-symbols.Also Perrins and Rice showed that ternary CPM waveforms can be represented using PAM decomposition as
A KTEC Center of Excellence 15
![Page 16: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/16.jpg)
PAM based detector• For SOQPSK the PAM equation can be reduced to
• Branch metric increment for PAM
• Sampled MF output
A KTEC Center of Excellence 16
![Page 17: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/17.jpg)
2-state detector• One-One correspondence between the trellis state and phase does not exist.• Decision feedback to overcome this problem• Cumulative phase is maintained for each state.• The cumulative phase is updated using
A KTEC Center of Excellence 17
![Page 18: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/18.jpg)
PCM/FM• Pulse Code Modulation/Frequency Modulation (PCM/FM) is a form of CPM with modulation index h = 7/10, M = 2 and 2RC.• Frequency and Phase pulse
A KTEC Center of Excellence 18
![Page 19: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/19.jpg)
PCM/FM detection• Equivalent PAM signal representation for PCM/FM with L = 2
First two pulses The main PAM pulse p(t)
Using the main PAM pulse p(t) the equivalent linear model for CPM can be represented as
A KTEC Center of Excellence 19
![Page 20: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/20.jpg)
PCM/FM Detection• The received signal r(t) = s(t) + n(t).• The magnitude frequency response
of whitening match filter (WMF) andsquare root cosine (SRC) is shown.
• Here we discuss two approachesusing WMF as well as SRC.
A KTEC Center of Excellence 20
![Page 21: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/21.jpg)
PCM/FM Detection using SRC• The received signal after filtered using p(t) and sampled at symbol-rate
where of order . The noise n[k] is made white passing through whitening filter (WF)
where -8≤n≤0. The received signal model can be represented as
,
A KTEC Center of Excellence 21
![Page 22: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/22.jpg)
PCM/FM Detection• The received signal after filtered using hSRC(t) and sampled at symbol-rate
where of order . The received signal model can be represented as
The filtered received sequence is given by
A KTEC Center of Excellence 22
![Page 23: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/23.jpg)
VA for PCM/FM The trellis state can be defined as of ns hypothetical symbols• We also have vector associated with each state.
•The VA is given as
where
and
In case of ns = 0 we have the decision rule as
A KTEC Center of Excellence 23
![Page 24: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/24.jpg)
Simulation Results
SOQPSK-MIL BER SOQPSK-TG BER
24
![Page 25: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/25.jpg)
Simulation Results contd …• 2-state detectors matches the performance of that of 4-state detectors for higher values of Eb/N0 .• PAM technique has an advantage of 0.1 dB compared to PT.
A KTEC Center of Excellence 25
![Page 26: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/26.jpg)
Simulation Results contd…• The Probability of bit-error is given by
where • 0-state detectors reduces complexity
but loses 2 dB • 2-state detectors gives a better performancewithin 1dB of the optimal detector.• 4-state detectors gives a performance
within 0.4 dB of the optimal detector.
A KTEC Center of Excellence 26
![Page 27: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/27.jpg)
Conclusion• Successfully developed PAM based reduced complexity detectors for SOQPSK and PCM/FM• In case of SOQPSK, 2-state PAM based detectors gives a performance comparable to that of optimal• 4-state PAM detectors for PCM/FM gives a near optimal performance.
A KTEC Center of Excellence 27
![Page 28: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/28.jpg)
Thank You
A KTEC Center of Excellence 28
![Page 29: Master’s Thesis Defense - KU ITTC · 2008-04-03 · Master’s Thesis Defense Applications of PAM Representation of CPM Balachandra Kumaraswamy February 26 2008 Committee Dr. Erik](https://reader034.vdocument.in/reader034/viewer/2022042413/5f2d10f1c7480957873616e1/html5/thumbnails/29.jpg)
Questions ??
A KTEC Center of Excellence 29