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Partial Channel State Information and Intersymbol Interference in Low Complexity UWB PPM Detection+ T. Zasowski, F. Troesch, A. Wittneben 12. MCM of COST 289 – PowerPoint PPT presentation

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Title: Communication Technology Laboratory


1
Partial Channel State Information and Intersymbol
Interference in Low Complexity UWB PPM Detection
  • T. Zasowski, F. Troesch, A. Wittneben
  • 12. MCM of COST 289
  • October 30-31, 2006

has been published in part at ICUWB, September
2006, Waltham/Boston, USA
2
Outline
  • Introduction
  • Motivation
  • Intersymbol Interference aware ML symbol
    detection with partial channel state information
  • Performance without Intersymbol Interference
  • MLfull, MLIDPD, MLAPDP
  • Performance with Intersymbol Interference
  • MLfull,ISI, MLIDPD,ISI, MLAPDP,ISI
  • Energy detector with MLSE
  • Conclusions

3
Wireless Body Area Network
  • ultra low power consumption
  • low duty cycle, i.e. high peak data rate
    (50Mbps) ISI
  • low complexity modulation and detection
  • robustness to synchronization errors
  • 2-PPM impulse radio
  • single pulse per bit
  • symbol-wise (energy) detector
  • Goal get intuition on the impact of partial CSI
    in the presence of ISI
  • sufficient link margin (gt25dB) within FCC
    constraints
  • reasonable excess path delay (lt20ns)
  • low data rate throughput lt 1Mbps

4
Partial Channel State Information
  • full CSI
  • (discrete) channel impulse response known at the
    receiver
  • instantaneous power delay profile (IPDP)
  • only magnitude of the real channel taps known at
    RX
  • measured after squaring device of energy detector
    receiver
  • average power delay profile (APDP)
  • average power of each channel tap known at RX
  • no CSI
  • average energy of channel impulse response known
    at RX

5
Discrete System Model
observation window
f
2-PPM
channel

Detector
S
P
6
Intersymbol Interference Aware Symbol-Wise ML
Detection with Partial Channel State Info
  • observation vector one PPM frame
  • statistically independent normal channel taps
  • diagonal correlation matrices
  • maximum length of discrete channel impulse
    response T
  • symbolwise -ML decision variable with partial CSI
    C

PPM frame 1
7
Outline
  • Introduction
  • Motivation
  • Intersymbol Interference aware ML symbol
    detection with partial channel state information
  • Performance without Intersymbol Interference
  • MLfull, MLIDPD, MLAPDP
  • Performance with Intersymbol Interference
  • MLfull,ISI, MLIDPD,ISI, MLAPDP,ISI
  • Energy detector with MLSE
  • Conclusions

8
Special Case Decision Metrics without ISI
  • full CSI
  • instantaneous power delay profile
  • average power delay profile
  • for energy detector
  • ISI metrics in paper

9
ED Energy Detector
  • after the unitary transformation H we obtain the
    statistically equivalent decision variable
  • performance independent of "shape" of impulse
    response
  • excess noise due to excess dimensions
  • uses the decision variable
  • with
  • a unitary transformation H has no impact on the
    error performance
  • we choose H such, that
  • without ISI we have for s1-1

same as N/21
statistically independent zero mean noise from
excess dimensions
10
MLIPDP Instantaneous Power Delay Profile
  • without ISI we obtain for IPDP
  • for MLfull
  • as L(s11)lt0 causes a decision error gt loss for
    IPDP
  • in the high SNR regime we obtain the
    approximation
  • compare to MLfull

11
Performance Results without ISI
  • based on physical system (continuous time)
  • PPM frame duration T20ns
  • 10dB-bandwidth B103GHz
  • uniform power delay profile
  • max. delay 10ns
  • equivalent discrete model has N/260 i.i.d.
    normal channel taps
  • energy of each channel realization normalized to
    1
  • MLfull performance same as AWGN
  • emphasizes impact of PDP
  • minor improvement with IPDP
  • ED performance sufficient

12
Outline
  • Introduction
  • Motivation
  • Intersymbol Interference aware ML symbol
    detection with partial channel state information
  • Performance without Intersymbol Interference
  • MLfull, MLIDPD, MLAPDP
  • Performance with Intersymbol Interference
  • MLfull,ISI, MLIDPD,ISI, MLAPDP,ISI
  • Energy detector with MLSE
  • Conclusions

13
MLfull,ISI-Symbol-Wise Detector Considers ISI
  • energy per bit
  • impulse crosscorrelation
  • free Euclidean distance
  • decision regions adapted to ISI
  • requires three correlators

14
MLfull-Symbol-Wise Detector ignores ISI
  • decision variable
  • mismatched to ISI
  • requires only one correlator
  • free Euclidean distance
  • for a0 we obtain for the loss w.r.t the ISI
    aware metric
  • optimal without ISI ( )
  • for a0 and EhEg 1.8dB loss in comparison to
    MLfull,ISI

15
High SNR performance of MLAPDP (ignores ISI)
  • decision metric for uniform PDP (energy detector)
  • without additive noise we obtain e.g. for s1 -1

PPM frame 1
gt ISI causes error floor
16
MLSE Maximum Likelihood Sequence Estimator
  • uses two decision variables per PPM frame
  • energy detector LL2-L1
  • simple two-state trellis
  • very limited instantaneous CSI required
  • simplified branch metrics
  • the noise is modelled as normally distributed
    with nonzero mean
  • potentially removes error floor of ED with ISI
  • note operates with bit clock (as opposed to
    sample rate)

17
Performance Results Weak ISI
  • based on physical system (continuous time)
  • PPM frame duration T20ns
  • 10dB-bandwidth B103GHz
  • uniform power delay profile
  • max. delay 14ns
  • energy of each channel realization normalized to 1
  • ISI aware metrics substantially improve
    performance
  • MLAPDP,ISI essentially blanks ISI segment of PPM
    frame
  • MLSE close to MLAPDP,ISI even though max. delay
    is not known
  • no error floor

18
Performance Results Strong ISI
  • based on physical system (continuous time)
  • PPM frame duration T20ns
  • 10dB-bandwidth B103GHz
  • uniform power delay profile
  • max. delay 17ns
  • energy of each channel realization normalized to 1
  • ED not applicable due to 10 error floor
  • MLSE removes error floor
  • MLIPDP,ISI almost as robust to ISI as MLfull,ISI
  • ISI aware metric very efficient
  • MLSE and MLAPDP,ISI again have similar
    performance

19
Summary and Conclusions
  • we derived the intersymbol interference aware
    ML-symbol decision metrics for partial CSI
  • full CSI (MLfull MLfull,ISI)
  • instantaneous power delay profile (MLIPDP
    MLIPDP,ISI)
  • average power delay profile (MLAPDP MLAPDP,ISI)
  • MLAPDP,ISI removes the ISI induced error floor of
    the ED
  • MLfull and MLIPDP are suprisingly robust to ISI
  • MLSE performs similar to MLAPDP,ISI
  • overall the MLSE seem the most attractive
    compromise between complexity and performance in
    our application
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