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Dirty RF Impact on Interference Alignment
Per Zetterberg
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Outline Goal Approach Interference-alignment and CoMP Implementation
Results Impairment-modeling (closening the gap theory-simulation) Conclusion
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Goal New interesting and challenging techniques
Assumption: Results are general. Robust approaches Impairment- modeling FER EVM SINR Match! Detailed simulation Testbed Measurements (USRP) Channels
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Approach Impairment model PC Basic simulation Test-bed Measurements
(USRP) Impairment- modeling Basic simulation Impairment model Transmitter Spectrum analyzer PC
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Interference alignment
Cadambe/Jafar, ”Interference Alignment and Degrees of Freedom of the K-User Interference Channel”, IEEE Trans, Information Theory 2008. K-transmitters and K-receivers, K-links: K/2 simultaneous interference-free links. Requires coding over multiple channel realizations. Global channel knowledge required.
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Interference-alignment incarnations
In frequency-domain: Something new –will be studied later. In antenna-domain: Co-ordinated beam-forming.
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Co-ordinated Multi-Point CoMP
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Implementation IA Feedback: Wired ethernet 𝒖 1 MS 1 BS 1 𝒗 1 𝒖 2 BS 2
𝒗 2 𝒖 3 MS 3 𝒗 3 BS 3
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Implementation: CoMP Feedback: Wired ethernet 𝒖 1 MS 1 BS 1 𝒗 1 𝒖 2
𝒗 2 𝒖 3 MS 3 𝒗 3 BS 3
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Beamformer SNIR 𝑘 = 𝒖 𝑘 ∗ 𝑯 𝑘,𝑘 𝒗 𝑘 𝒗 𝑘 ∗ 𝑯 𝑘,𝑘 ∗ 𝒖 𝑘 𝑛≠𝑘 𝒖 𝑘 ∗ 𝑯 𝑘,𝑛 𝒗 𝑛 𝒗 𝑛 ∗ 𝑯 𝑘,𝑛 ∗ 𝒖 𝑘 = Formulate virtual uplink SINR. Iterate “Approaching the Capacity of Wireless Networks through Distributed Interference Alignment", by Krishna Gomadam, Viveck R. Cadambe and Syed A. Jafar.
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Frames Payload Payload 10 OFDM symbols 10 OFDM symbols
Demodulation reference signals CSI reference signals Payload 10 OFDM symbols Payload 10 OFDM symbols MS feed-back CSI to BS1. BS1 calculate beam-formers. BS1 sends weights to BS2, BS3. BS1-BS3 frequency locked. 38 subcarriers, 312.5kHz carrier-spacing QPSK, …., 256QAM 0.25, 0.5, 0.75 –rate LDPC codes
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Preliminary Results 16QAM, 0.75 rate coded. 432 frames transmitted.
FER IA CoMP Uncoded 63% 9% Coded 19% 0%
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How far from ideal ?
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Power-Amplifier Non-linearity
OFDM signals: + 𝑠 𝑡 n 𝑡 y 𝑡 =𝐴𝑠 𝑡 +n(t) Modeled as noise: D Dardari, V. Tralli, A Vaccari “A theoretical characterization of nonlinear distortion effects in OFDM systems“, IEEE Trans. Comm., Oct 2000.
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MIMO case OFDM signals: Correlation ? n 𝑡 𝑠 1 𝑡 +
𝑠 1 𝑡 n 𝑡 𝑦 1 𝑡 = 𝐴 1 𝑠 1 𝑡 + 𝑛 1 (t) 𝑦 2 𝑡 = 𝐴 2 𝑠 2 𝑡 + 𝑛 2 (t) 𝑠 2 𝑡 Correlation ?
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Phase-noise Modeled as additive noise + CPE
BPF LNA LPF A/D CPE: Slowly varying between symbols y 𝑡 = exp 𝑗 𝜃 𝑡 𝑠 1 𝑡 + 𝑛 1 (t) R. Corvaja, E. Costa, and S. Pupolin, “M-QAM-OFDM system performance in the presence of a nonlinear amplifier and phase noise, IEEE Trans. Comm
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CoMP Results Without impairment model With impairment model
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IA Results Without impairment model With impairment model
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Conclusion: What will be answered?
How much worse is IA practice than in theory? What practical impairments need to be modeled? (==> can lead to improved robust designs) Is IA still worthwhile with impairments compared to base-lines ? Other outputs Software environments that can be re-used (commodity hardware) Increased understanding of software and hardware issues and implementations in our research community and our PhDs in particular. Course-work for the above.
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Structure of model RX TX TX RX Channel TX- impairment RX TX
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Our Hardware GPS USRP N210 Sample-rate: 100MHz Streaming: 25MHz
PPS, 10MHz USRP N210 Sample-rate: 100MHz Streaming: 25MHz Gbit-Ethernet PC Linux We have 18 USRPs
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The 4Multi Software FrameWork
(Multi-Antenna, Multi-User, Multi-Cell, Multi-Band) Send data in small bursts (relaxes computational load) Nodes synchronized by external trigering (PPS) The implementor (basically) only need to program three functions node::init, node::process and node::end_of_run. Simulate the system using “simulate” generic function. Everything that can be compiled with gcc can run (e.g IT++) Toolbox with coding&modulation. Store _all_ received signals for post-processing. Vision: “The coding should be as easy as performing ordinary (but detailed) desktop simulations”
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