ECEN5633 Radar Theory Lecture #17 10 March 2015 Dr. George Scheets www.okstate.edu/elec-eng/scheets/ecen5633 Read 12.2 Problems 11.5, 8, & 12.5 Corrected quizzes due 1 week after return Live: 12 March Exam #2, 31 March 2014 (< 4 April DL) ECEN5633 Radar Theory Lecture #18 12 March 2015 Dr. George Scheets www.okstate.edu/elec-eng/scheets/ecen5633 Read 13.1 & 2 Problems 12.7, 8, & Web 3 Corrected quizzes due 1 week after return Live: 12 March Exam #2, 31 March 2014 (< 4 April DL) Coherent Detection (PLL), Single Pulse, Fixed Pr γ Noise PDF Gaussian Mean = 0 Variance = kTºsysWn Echo PDF Gaussian Mean = Pr0.5 Variance = kTºsysWn r (volts) Matched Filter Output at Optimum Time Coherent Detection (PLL) M Pulse Integration Fixed Pr γ Noise PDF Gaussian Mean = 0 Variance = MkTºsysW n r (volts) Matched Filter Output at Optimum Time Signal PDF Gaussian Mean = MPr0.5 Variance = MkTºsysW n Coherent Detection, Single Pulse RCS Exponential PDF γ Noise PDF Gaussian Mean = 0 Variance = kTºsysW n Echo PDF Gaussian☺Rayleigh Mean = Pr0.5 Variance = Var(sig) + Var(noise) = 0.2734Pr + kTºsysW n r (volts) Matched Filter Output at Optimum Time Coherent Detection M Pulse Integration RCS Exponential PDF γ Noise PDF Gaussian Mean = 0 Variance = MkTºsysW n r (volts) Matched Filter Output at Optimum Time Signal PDF Gaussian Mean = MPr0.5 Variance = MkTºsysW n + MPr0.2734 Variance of MFD voltage (Rayleigh) PDF Integral Result Stephen O. Rice Born 1907 Died 1986 Bell Labs 1930 – 1972 IEEE Fellow Paper "Mathematical Analysis of Random Noise" discusses Rice PDF Source: http://www.ieeeghn.org/wiki/index.php/Stephen_Rice Friedrich Bessel Born 1784 Died 1846 German Mathematician In 1820's, while studying "many body" gravitational systems, generalized solutions for Rice PDF Starts to look somewhat Gaussian when v/σ2 > 2 x Coherent Detection Previous Equations are Ideal Require instantaneous phase lock to echo Won't happen in reality Will effectively lose part of echo pulse… • … Till PLL or Phase-Frequency detector locks Lock can be obtained on Doppler Shifted echoes Could use bank of PLL's, free running at different freqs Coherent Detection not used a lot But equations give feel as to process Have somewhat easily digestible derivations Non Coherent Radar Detection Fixed Pr & Random Noise Single Range Bin Noise has Rayleigh Distribution = 1.253 σn Variance = 0.4292 σn2 σn2 = kTºsysWn (if calculations off front end) Mean Signal + Noise has Ricean Distribution ≈ Gaussian if α/σn2 = Pr0.5/σn2 > 5 = Pr0.5 Variance = kTºsysWn Mean Noncoherent (Quadrature) Detection, Single Pulse, Fixed Pr γ Noise PDF Rayleigh Mean = 1.253(kTºsysWn)0.5 Variance = 0.4292kTºsysWn r (volts) Matched Filter Output at Optimum Time Echo PDF ≈ Gaussian Mean = Pr0.5 Variance = kTºsysWn Ex) P(Hit | Coherent) = 0.3253 & P(Hit | Noncoherent) = 0.1692 Noncoherent Detection, M Pulse Integration (Envelope Detection, fixed Pr) Sample envelope M times, sum results Make decision based on sum Noise and Signal PDF's approximately Gaussian P(Hit) = Q[0.6551Q-1[P(FA)] + 1.253M0.5 – (M*SNR)0.5] Noncoherent (Quadrature) Detection M Pulse Integration Fixed Pr γ Noise PDF ≈ Gaussian Mean = M1.253(kTºsysWn)0.5 Variance = M0.4292kTºsysWn r (volts) Matched Filter Output at Optimum Time Signal PDF Gaussian Mean = MPr0.5 Variance = MkTºsysWn Ex) P(Hit | Coherent) = Q(-8.848) & P(Hit | Noncoherent) = Q(-6.523) Comment Noncoherent Integration Gain Sometimes stated as M0.5 P(Hit) ≈ Q[ Q-1[P(FA)] – (M0.5*SNR)0.5 ] "Noncoherent Integration Gain, and it's Approximation" Mark Richards, GaTech, May 2013 Has an example where gain is M0.8333 P(Hit) ≈ Q[ Q-1[P(FA)] – (M0.833*SNR)0.5 ] EX) P(Hit) ≈ Q[4.753 – 100.833*18.5) 0.5 = Q[4.753 – 11.22] = Q[-6.469] Safer to say gain is Ma; 0.5 < a < 1.0 Radar P(Hit), Fixed Pr Single Pulse, Coherent P(Hit) = Q[ Q-1[P(FA)] – SNR0.5] Equation 12.19 in text M Pulse Integration, Coherent P(Hit) = Q[ Q-1[P(FA)] – (M*SNR)0.5 ] See equation 13.3 in text Radar P(Hit), Exponential Pr Single Pulse, Coherent Noise is Gaussian Signal (echo) Voltage is Rayleigh Evaluate 2nd Order PDF f(n,s) or f(n)☺f(s) M Pulse Integration, Coherent P(Hit) ≈ Q{[Q-1[P(FA)]σn – (M*Psignal_1)0.5 ]/σsum} σsum = (σ2n + σ2s)0.5 σ2n = noise power σ2s = variance of noise free signal (echo) voltage = 0.2734*M*Psignal_1 where Radar P(Hit), Fixed Pr Single Pulse, Noncoherent Noise is Rayleigh Distributed Signal is Ricean Distributed → Gaussian P(Hit) ≈ Q[γ/σn – SNR0.5] where γ = {ln[1/P(FA)]2σn2}0.5 Equation 12.49 in Text M Pulse Integration, Noncoherent P(Hit) ≈ Q[ Q-1[P(FA)] – (MaSNR)0.5 ] P(Hit) ≈ Q[ 0.655Q-1[P(FA)] +1.253M0.5 - (M*SNR)0.5 ] Noncoherent Detection Fluctuating Pr Will not be derived in class Text has calculations for several cases Below is PDF of Signal Sum of S.I. Gaussian noise & Rayleigh echo PDF of I sum2 added to another SI Q sum2, then take square root. Need Peter Swerling Born 1929 Died 2000 PhD in Math at UCLA Worked at RAND Entrepreneur (founded 2 consulting companies) Developed & analyzed Swerling Target Models in 1950's while at RAND Swerling Model Performance M = 10 Noncoherent Integration P(FA) = 10-9 Source: Merrill Skolnik's Introduction to Radar Systems, 3rd Edition Receiver Phase Locked Loop cosωct (from antenna) X Active Low Pass Filter LPF with negative gain. 2 sinα cosβ = sin(α-β) + sin(α+β) Voltage Controlled sin((ωvcot +θ) Oscillator -sin((ωvco -ωc)t+θ) VCO set to free run at ≈ ωc VCO output frequency = ωc + K * input voltage PPI with clutter Source: www.radartutorial.eu