detection of faster-than-nyquist (ftn) signaling · ebrahim bedeer, mohamed ahmed, and halim...

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Ebrahim Bedeer*, Halim Yanikomeroglu*, and Mohamed Hossam Ahmed** *Carleton University, Ottawa, ON, Canada **Memorial Univeristy, St. John’s, NL, Canada May 24 th , 2017

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Page 1: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Ebrahim Bedeer*, Halim Yanikomeroglu*, and Mohamed Hossam Ahmed**

*Carleton University, Ottawa, ON, Canada **Memorial Univeristy, St. John’s, NL, Canada

May 24th, 2017

Page 2: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Agenda Introduction System Model Novel FTN Detection Schemes Quasi-Optimal Detection (High SE) Symbol-by-Symbol Detection (Low SE)

Conclusions

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Page 3: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

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Page 4: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Introduction Nyquist limit is more of a guideline than a rule. Nyquist limit simplifies receive design by avoiding ISI. Faster-than-Nyquist (FTN signaling) intentionally

introduce ISI to improve SE. FTN signaling concept exists since 1968 [Saltzberg-68]. FTN signaling term coined by Mazo in 1975 [Mazo-75]. Mazo limit: FTN does not affect minimum distance of

uncoded sinc binary transmission up to a certain range.

Saltzberg B. Intersymbol interference error bounds with application to ideal bandlimited signaling. IEEE Transactions on Information Theory. July 1968; 14(4):563-8. Mazo JE. Faster-than-Nyquist signaling. The Bell System Technical Journal. 1975 Oct;54(8):1451-62.

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Page 5: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

FTN Signaling Basic Idea

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Page 6: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

FTN Signaling Basic Idea

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Page 7: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Extension of Mazo Limit Other pulse shapes (root-raised cosine, Gaussian, …) Non-binary transmission Frequency domain

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Page 8: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

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Page 9: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

FTN Block Diagram

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Page 10: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

FTN Detection Problem • 𝒚 = 𝑮 𝒂 + 𝒘

o 𝒚: received sample vector o 𝑮: ISI matrix o 𝒂: transmit data symbols o 𝒘: received noise samples (0, σ2𝑮)

• Detection Problem:

o 𝑎� = arg min𝒂∈𝑫

(𝑮−𝟏𝒚 − 𝒂)T𝑮(𝑮−𝟏𝒚 − 𝒂)

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Page 11: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Modified Sphere Decoding (MSD)

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Noise covariance matrix can be exploited to develop MSD.

Estimated data symbols can be found using MSD as

Page 12: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Simulation Results

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Page 13: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Simulation Results

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Page 14: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Simulation Results

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Page 15: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol-by-symbol sequence estimator for binary faster-than-Nyquist signaling”, accepted in IEEE Access, DOI: 10.1109/ACCESS.2017.2663762

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Page 16: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Successive Symbol-by-Symbol Sequence Estimation (SSSSE)

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Received sample

Page 17: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Successive Symbol-by-Symbol Sequence Estimation (SSSSE)

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Received sample

Perfect estimation condition for QPSK FTN signaling

Page 18: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Operating region of SSSSE

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Page 19: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Successive Symbol-by-Symbol Sequence Estimation (SSSSE)

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Received sample

Perfect estimation condition for QPSK FTN signaling

Estimated symbol

Page 20: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Successive Symbol-by-Symbol with go-back-K Sequence Estimation (SSSgbKSE)

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Received sample

Estimated symbol

Page 21: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Simulation Results

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Page 22: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Simulation Results

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Page 23: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

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Page 24: Detection of Faster-than-Nyquist (FTN) Signaling · Ebrahim Bedeer, Mohamed Ahmed, and Halim Yanikomeroglu, “A very low complexity successive symbol -by-symbol sequence estimator

Conclusions FTN signaling is promising to increase the SE Tradeoff between performance and complexity Gain of FTN increases at higher values of SE

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