spatial sigma delta adcs a low complexity architecture
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Spatial Sigma-Delta ADCs: A Low Complexity Architecture for Massive MIMO Lee Swindlehurst Center for Pervasive Communications and Computing University of California Irvine Hans Fischer Senior Fellow, Institute for Advanced Study Technical


  1. Spatial Sigma-Delta ADCs: A Low Complexity Architecture for Massive MIMO Lee Swindlehurst Center for Pervasive Communications and Computing University of California Irvine Hans Fischer Senior Fellow, Institute for Advanced Study Technical University of Munich

  2. Spatial Sigma-Delta ADCs: A Low Complexity Architecture for Massive MIMO Collaborators: Amine Mezghani, Yongzhi Li, Hessam Pirzadeh, Shilpa Rao (UCI) Hela Jedda, Josef Nossek (TU Munich, Germany) Gonzalo Seco Granados (Univ. Autònoma de Barcelona, Spain) Duy Nguyen, Ly V. Nguyen (San Diego State Univ.) Ken Ma (CUHK), Christos Masouros (Univ. College London), etc.

  3. The Road to Gigabit Wireless (5G and Beyond)

  4. A Symbiotic Relationship

  5. Standard Receiver Implementation cos( ! c t ) analog digital BPF LNA sin( ! c t )

  6. A One-Bit Receiver cos( ! c t ) analog digital sign( ¢ ) BPF sign( ¢ ) sin( ! c t )

  7. Single Antenna Theoretical Analysis

  8. Channel Estimation with One-Bit Receivers

  9. 16-QAM Example

  10. How to Close the Gap?

  11. Motivation for Spatial Σ∆ Sampling

  12. Temporal Oversampling with Σ∆ ADCs *From Texas Instruments Analog Applications Journal

  13. Temporal Σ∆ ADC Discrete-Time Equivalent Models

  14. Temporal Oversampling with Σ∆ ADCs

  15. Temporal Σ∆ ADC Example

  16. Spatial Σ∆ Quantization

  17. Spatial Σ∆ Quantization, cont.

  18. 2 nd Order Σ∆ ADC

  19. 2 nd Order Spatial Σ∆ ADC Architecture

  20. Beampatterns Obtained with Spatial Σ∆ ADCs

  21. Channel Estimation

  22. Channel Estimation

  23. Bussgang Analysis – Equivalent Linear Model

  24. Effect of Antenna Spacing & ADC Resolution

  25. Standard 1-Bit Receiver vs. 1-Bit Σ∆

  26. Standard 1-Bit Receiver vs. 1-Bit Σ∆

  27. Standard 1-Bit Receiver vs. 1-Bit Σ∆

  28. Uplink Simulation with Channel Estimation

  29. Uplink Simulation with Channel Estimation

  30. Spectral Efficiency Comparison

  31. Impact of Mutual Coupling

  32. Uplink Simulation with Mutual Coupling

  33. Impact of Mutual Coupling

  34. Impact of Mutual Coupling

  35. Σ∆ Rectangular Array Geometry

  36. PSD of Quantization Noise for Rectangular Array

  37. Conclusions

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