Wave-Based Surveillance Professor David H. Staelin Massachusetts Institute of Technology Lec18.5 - 1 2/6/01 A1 Antenna Aperture Transform Relations and Resolution ( ) Define angular spectrum E ϕ x , ϕ y for incoming monochromatic signals x y ϕx z ϕy E ( x, y ) ≅ [aperture] 1 E ( ϕx , ϕy ) ≅ 2 λ Not to be confused with the radially expanding and diminishing waves characterized by E ( θ, ϕ,R ) ∫ 4π ( −j 2π xϕx + yϕy λ ( ) ( ) dΩ π⎞ ⎛ dxdy ⎜ For ϕx , ϕy << ⎟ 2⎠ ⎝ ∆ Lec18.5 - 2 2/6/01 2π xϕ x + yϕ y λ ⎡⎣ vm−1ster −1 ⎤⎦ ∫ E ( x, y ) e A ) E ϕx , ϕy e +j ∆ Equivalently we let x / λ = x λ ; y/λ = y λ A2 Antenna Aperture Transform Relations and Resolution ∆ ∆ Equivalently we let x / λ = x λ ; y/λ = y λ + j2 π ( x λ ϕ x + y λ ϕ y ) E ( xλ, yλ ) ≅ ∫ E ϕx, ϕy e dΩ 4π ( ) ( ) E ϕ x , ϕ y ≅ ∫∫ E ( x, y ) e ( − j2 π x λ ϕ x + y λ ϕ y ) A dx λ dy λ Thus: E ( x λ , y λ ) ↔ E ( ϕx , ϕy ) ↓ ↓ 2 RE τ λ ↔ E(ϕx , ϕy ) ∝ G ϕ ( transmitting) where RE Lec18.5 - 3 2/6/01 ( ) (τ ) λ ∆ = ∞ ∫ ∫ E (r ) E (r ( ) ∗ λ λ ) − τλ dx λ dy λ -∞ (Note : E is not stochastic ) A3 Single Aperture Resolution Limits () () () ( ) ( ) ( ) Source image = TA ϕ = G ϕ ∗ TB ϕ ∆ fϕ =cycles per radian (angle) TA f ϕ = G f ϕ • TB f ϕ ( ) If G f ϕ = 0, there is no response ( ) in the image spectrum TA f ϕ ( ) ( ) ( ) Note : RE τλ ↔ G ϕ ↔ G f ϕ so RE ( τ ) ≅ G ( fϕ ) Lec18.5 - 4 2/6/01 A4 Single Aperture Resolution Limits ( ) ( ) ( ) Note : RE τλ ↔ G ϕ ↔ G f ϕ so RE ( τ ) ≅ G ( fϕ ) Example : E ( xλ , yλ ) ( ) Thus : 0 yλ Dλ ( ) RE τ λ G fϕ D/λ ≅ τλ x xλ τλ y fϕ x fϕ y fmax D cycles = λ radian Note : Zero response to source angular spectral components with spatial frequencies beyond fm = D / λ cycles/radian Lec18.5 - 5 2/6/01 A5 Antenna Responses for Stochastic Signals ( ) { Let E ( x λ , y λ , t ) vm −1 ster −1 = Re E ( t, x λ , y λ ) e jωt } ↑ Slowly varying, narrowband random signal Assume stochastic signals from different directions are uncorrelated (so no systematic intensity variations in aperture). Then: E ( x λ , y λ , t ) ↔ E ( ϕx , ϕy , t ) ↓↓ ↓↓ E ⎡RE τλ ⎤ ⎣ ⎦ (Double arrow implies irreversibility for two reasons: expectation and magnitude operators used) ( ) ϕE ( ∆ = 2 ⎡ τ xλ , τ yλ ↔ E E ϕ x , ϕ y , t ⎤ ⎢⎣ ⎥⎦ ) ( ) ↑ −1 2 ⎡⎣ vm ⎤⎦ Lec18.5 - 6 2/6/01 A6 Antenna Responses for Stochastic Signals Then: E ( x λ , y λ , t ) ↔ E ( ϕx , ϕy , t ) (Double arrow implies irreversibility for two reasons: ↓↓ ↓↓ expectation and magnitude E ⎡RE τλ ⎤ ⎣ ⎦ operators used) ∆ = 2 ⎡ ϕE τ x λ , τ y λ ↔ E E ϕ x , ϕ y , t ⎤ ⎢⎣ ⎥⎦ ↑ −1 2 ⎡⎣ vm ⎤⎦ −2 −1 −1 ( ) ( ) ( ( ) ) Can we deduce Ι ϕ x , ϕ y ⎡⎣ Wm ster Hz ⎤⎦ from E ( x λ , y λ , t ) ? (Yes) ( ⎡E ϕ , ϕ , f E φE τ xλ , τ yλ , f x y ⎢⎣ ↔ 2ηoB 2ηoB ( ) ↑ ( 377Ω ) ( ) −1 2 −1 vm ohm Hz = W m−2 Hz −1 Lec18.5 - 7 2/6/01 −1 ( v m−1 rad-1 ohm Hz ) 2 ) 2 ⎤ ⎥⎦ = Ι ϕx , ϕy , f ( ) W m−2 Hz −1 ster −1 [ster not a physical unit] A7 Aperture Field Correlations for a Thermal Source ( ) square source @ TB K say Ω s = ( 0.01 rad) ≅ 10 −4 ster 2 ϕx ϕy aperture y 2 ⎡ x E E ( ϕx , ϕy ) ⎤ ⎢⎣ ⎥⎦ kTB 2 • 2ηoB = Ι x ( ϕx , ϕy ,f ) = kTB / λ 2 λ λ ↔ → 0 ϕx ( φE τ xλ , τ yλ ) Ωs kTB −4 10 • η • 2 B o λ2 ϕx τ xλ 0.01 rad τx 1 = B is the signal 0.01 λ bandwidth of interest 2 ⎛ kTB ⎞ Note: φE ( 0, 0 ) = E E ( x, y, t ) = ⎜ 2 ΩsB ⎟ 2ηo as expected. x ⎝ λ ⎠ 0.01 rad single polarization { Lec18.5 - 8 2/6/01 } So ( watts ) A8 Time and Space Field Correlations (3D) ( ) ( time / frequency ) ( ) ( φEx τλ x , τλ y , τ / 2ηo Wm−2 ↔ φEx τλ x , τλ y , f / 2ηo Wm−2Hz −1 (τ ( ) Ι x ϕ,f = λ ↔ϕ ) ( ) Wm kTB ϕ,f −2 λ2 (one polarization) Lec18.5 - 9 2/6/01 ) Hz −1 ster −1 A9 Aperture Synthesis Assume field of size τλ xmax by τλ ymax within which two small antennas can be moved independently Note φE τ = φ∗E −τ () ( ) (if stationary w.r.t. τλy τλy r; i.e., true angular decorrelation W ( τλ ) ) Therefore, in τ λ space, we need to measure combinations in only two B A quadrants, e.g., A, B because the τλx ∗ ∗ follow. conjugates A , B A ∗ B∗ τ λ xmax 2L x 2τ λ y = max λ We observe W τ λ • φE τ λ max ( ) ( ) () () and retrieve W ϕ ∗ E ϕ Lec18.5 - 10 2/6/01 2 () where E ϕ 2 is the desired image C1 Maximum Antenna Separation Limits Resolution ( ) () W τλ ↔ W ϕ = 0 ϕx τλy 1 τλ x max τxλmax = L x / λ ϕy 1 λ = 2L x Null at 2Ly 2τ λ xmax λ λ Aperture synthesis: θ3dB ≅ , 2L x 2L y λ λ Re call, filled aperture: θ3DB ≅ , ( ηA = 1) Lx Ly Origin of difference: Consider: vs L y Single uniform Lx Lx aperture Point -source Good SNR Vanishing SNR response functions Lec18.5 - 11 2/6/01 C2 Circuits for Interferometers v1(t) ≅ k1 Re { v 2 (t ) ≅ k 2 Re { G1 ϕ () G2 ϕ v1(t ) e + jγ () () G1 ϕ • E ( x, y,t ) e jωt ( } ) v 2 (t ) G2 • E x − τ x , y − τ y ,t e jγ e jωt ↑ slowly varying } Narrowband Case Output = E ⎡⎣ v1 ( t ) v 2 ( t ) ⎤⎦ = ∗ k1k 2 ⎡ Re G1G2 • E E ( x, y,t ) • E x − τ x , y − τ y ,t ⎤ e − jγ ⎣ ⎦ 2 { ( =∆ G12 1 ⎛ ⎜⎝ Re call E ⎣⎡a ( t ) b ( t ) ⎦⎤ = Re 2 Lec18.5 - 12 2/6/01 ) } ( ) ⎞ e φ = φ AB , Re Im } { }⎠⎟ { } { φE τλ ,f ∗ − jπ / 2 C3 Image from Discrete Antenna Array E.G. y "T-array" τλy ( ) (3,3) W τ λ A sampled grid τλx (3,3) ∆τ x Recall: ( φ τ x λ , τ yλ ,f 2ηoB x A∗ ) ↔ E ( ϕ,f ) ( ) 2ηoB 2 ( )( = Ι ϕ,f Wm−2ster −1Hz −1 ( ) ( ) ) () Therefore: ⎡ φE τ λ ,f / 2ηoB⎤ • W τ λ ↔ Ι ϕ,f ∗ W ϕ ⎣ ⎦ Lec18.5 - 13 2/6/01 C4 Image from Discrete Antenna Array ( ) ( ) ( ) () ⎡ φ τ λ ,f / 2ηoB⎤ • W τ λ ↔ Ι ϕ,f ∗ W ϕ ⎣ E ⎦ ∆τ x W ( τx ) = τx = 2L x • ∆τ x W ( ϕx ) = 2L x ϕx λ / ∆τ x λ / ∆τ x 1 0 ∗ φx λ / 2L λ = φx Aliased images are confused if they overlap. Lec18.5 - 14 2/6/01 C5 Image Aliasing in Synthesized Images ( φ ( τ ,f ) / 2η B) • W ( τ ) ↔ Φ ( ϕ,f ) ∗ W ( ϕ) ( ) E λ λ 0 ϕy () Ι ϕ,f ∗ W ϕ ⇒ ϕy ϕx ϕx λ / ∆τ y truth λ / ∆τ x truth ∗ 0 ∆ϕ source λ / 2L x To avoid image aliasing, let ∆τx < λ / ∆φ x ( source ) Note that objects in space often are isolated in empty fields, so aliasing is not a problem. Objects imaged on the ground have major aliasing problems, requiring Nyquist-sampled τλ plane that puts all aliases in the weak sidelobes of G AB ϕ . Lec18.5 - 15 2/6/01 ( ) ( ) () () Note: Ιˆ ϕ,f = ⎡Ι ϕ,f ∗ W ϕ ⎤ • G12 ϕ ⎣ ⎦ () C6 Aperture Synthesis Using Earth Rotation Moveable on a track Earth rotation moves effective τ x (t) τ λy ω τ yλ τλ Earth spins τ xλ 1 day per curve Gaps yield sidelobes in reconstructed image τλ x ∆τ λ Radio astronomers Choose ∆τ λ sufficiently small call τ λ x , τ λ y "u, v" that no aliasing occurs. Note: Simple targets that are characterized by the positions or sizes of only a few key features or elements can be deciphered using heavily aliased or burred images. Lec18.5 - 16 2/6/01 C7 Interferometer Circuits Professor David H. Staelin Massachusetts Institute of Technology Lec18.5 - 17 2/6/01 Basic Aperture Synthesis Equation Recall: ( ) E r,t ( ) ↓↓ ( ) E ⎡RE τ λ ⎤ = φE τ λ ⎣ ⎦ Lec18.5 - 18 2/6/01 ↔ ↔ ( ) E ψ,t { ↓↓ ( ) E E Ψ,t 2 } ( ) ( ) ∝ Ι Ψ ,TA Ψ E1 Simple Adding Interferometers ( ) v o ψ = a2 + b2 + 2ab G1 G2 (overbars mean "time average" here) Point source response a(t) + ( )2 Lec18.5 - 19 2/6/01 vo ( ψ x ) b(t) θB (single antenna) ψx v o (t ) First null λ /L T E2 Simple Adding Interferometers ψ n u ll = sin − 1 ( λ / 2L ) ≅ λ / 2L if λ < < L S p re a d so u rce re sp o n se v max vo ( ψ x ) θB λ /2 ψ n u ll ψx v min DC: a2 + b2 AC: 2ab L =∆" T1 " v max − v min j2πT1 T ∝ E ( τλ ) ↔ TA ( ψ ) Complex fringe visibility v = e v max + v min ∆ Lec18.5 - 20 2/6/01 E3 Interferometry as Fourier Analysis ( ) 1 2 −D x 0 ( ) ( ) RE τλ R e c a ll: φ A τ λ = R E τ λ 1 Dλ τ λx Example: 2 small duplicate antennas separated by Dλ in the x direction ( ) ∼ ( ) TA ψ = G ψ T A ( fψ ) ∼ = G ( fψ ∼ ∗ ∼ • ( ) TB ψ ∼ TB ( f ψ ) 1 + co s D λ ψ x G sin ( ψ x ) ∝ 0 1 + s in D ψ λ x 0 Lec18.5 - 21 2/6/01 ∼ observed = antenna times signal G co s ( ψ x ) ∝ 2-element adding interferometer ) ( ) φE τλ • ψx ψx E4 Interferometry as Fourier Analysis 1 + cos D λ ψ x G co s ( ψ x ) ∝ 2-element adding interferometer ψx 0 1 + s in D ψ λ x G sin ( ψ x ) ∝ ψx 0 Interferometer directly measures Fourier components of source Fringe patterns for all frequencies Effect of finite bandwidth: (colors) add in phase to create "w h ite fr in g e " ψx fo + ∆ (H z ) Lec18.5 - 22 2/6/01 ψx + fo (H z ) ∆ψ x ∝ ψx ⇒ + fo − ∆ (H z ) 1 B B = 2∆ A delay line in one interferometer arm can redirect the strong white fringe in other directions. E5 Broad-Bandwidth Effects in Interferometers E ( x, y,t )( the "slowly varying" part ) may vary rapidly enough that the offset time L sin ϕx c is significant ϕx v2 ( t) L L sin φx seconds c x v1 ( t ) { L sin ϕ x ⎞ ⎡ ⎛ E [ v1 ( t ) v 2 ( t ) ] = G12 ( φ x ) E R e E ⎜ x, y, t + ⎟ ⎢ 2 2c ⎠ ⎝ ⎣ L sin ϕ x ⎞ jωL sin ϕ x / c − jγ ⎤ ∗⎛ E ⎜ x − τx , y − τy , t − e e • ⎟ ⎥⎦ 2c ⎠ ⎝ ⎡ e jω( t + L sin ϕx / 2c )e − jω( t −L sin ϕx / 2c ) = e jωL sin ϕx / c ⎤ ⎣ ⎦ k1k 2 E [ v1 ( t ) v 2 ( t ) ] = k1k 2 2 ( ) G12 ϕs R e cross-gain Lec18.5 - 23 2/6/01 { } } ⎛ L sin ϕ x ⎞ j2πL sin ϕx λ e e • φE( t ) ⎜ ⎟ c ⎝ ⎠ monochromatic fringe envelope fringe −j γ E6 Bandwidth-Limited Angular Response φ ( ) ( τ) E ⎡⎣ v ( t ) v ( t ) ⎤⎦ E(f) 2 E t E.G. −B 0 null at 1/2B sec ↔ B f 0 sinφ x Null @ L c τ sec. null ( ) G12 ϕ s 1 sec = 2B 1 2 white fringe ϕx Fringe envelope φE( t ) (L sin ϕ x / c ) In broadband optical interferometer all colors contribute to central "white" fringe; sidelobe fringes appear colored. Therefore ϕxnull = sin−1 ( c / 2LB ) ≈ c / 2LB for ϕx ≅ 1 3 × 108 e.g. ϕ xnull ≅ = 1.5 radians for L = 10 m, B = 10 MHz 7 2 × 10 × 10 ↑ 10 MHz 10-m If B = 1 GHz, and L = 100 m, then ϕ xnull = 1.5 mrad ≅ 5 arc min B = 3 × 1014 Hz and L = 100 m, then ϕ xnull = 10 −3 arc sec. Lec18.5 - 24 2/6/01 E7 Dicke Adding Interferometer y ( ψ ) point source response +1 Dicke −1 a2 + b2 + 2ab ψ (Also called "lobe-switching" interferometer) "Adding" interferometer Dicke switch oscillator ±1 ∫ τ × × a b + ⇒ ( )2 y ( ϕ ) = ( ±a + b ) This circuit cancels D.C. term, leaving only 4ab as source traverses beam ⇒ ψ Lec18.5 - 25 2/6/01 2 ⎡a2 + b2 + 2ab⎤ − ⎡a2 − 2ab + b2 ⎤ = 4ab ⎣ ⎦ ⎣ ⎦ Can add second adder and square-law device operating on a and –jb to yield sine terms in Fourier expansion G1 Dicke Adding Interferometer ±1 Yields φ ( τ λ ) for even a stationary source "Multiplying" interferometer × × ±1 90 × × Note: If no Dicke switch, have gain fluctuation vulnerability Lec18.5 - 26 2/6/01 ∫ × ±1 τ { ( )} Re φ τ λ ∫ τ { Ιm φ ( τ λ ) } G2 “Lobe-Scanning” Interferometer Lobes are scanned at ωm , demodulated, and averaged to yield φ ( τ λ ) Because all bias and large-scale sources yield no fine-scale response, can integrate long times seeking fine structure, e.g. 10-3 Jansky point sources like stars (can measure stellar diameters at ~10-3 arc sec) τλ ωs L.O. × × × USB Filter × ωm Filter ωm 90 × × ∫ ∫ τ { ∝ G12 Re φ ( τ λ ) Lec18.5 - 27 2/6/01 ωs τ } { ∝ G12Ιm φ ( τ λ ) } G3 Cross-Correlation Interferometer Spectrometer Let a ( t ) =∆ a1 a ( t − τ ) =∆ a2 × a b + Delay line or shift register ±1 ±1 ( ) × ∫ ∫ × × c + = a1a2 + b1b2 + a1b2 + a2b1 c − = −a1a2 − b1b2 + a1b2 + a2b1 φ τλ , f × T T ( φˆ τ λ , τ ) ∫ T Computer FFT ( ) if a ⊥ b, φ ( τ , f ) → 0 Note: if a = b, φ τ λ , f → φ ( 0, f ) = S ( f ) λ Lec18.5 - 28 2/6/01 G4 Alternate Cross-Correlation Interferometer Spectrometer L.O. a b L.O. Delay line × × × ∫ ∫ ∫ Computer ( φ τλ , f ) Note: Figures omit down-converters and bandlimiting filters Lec18.5 - 29 2/6/01 G5 Mechanical Long Distance Phase Synchronization For L >> λ, L.O. synchronization can be degraded by random phase variations in path length L between two (or more) sites (due principally to thermal and acoustic variations) One standard solution: Line Stretcher ∆φ Lec18.5 - 30 2/6/01 Feedback "Line stretcher" varies path so that ∆φ ≅ 0 Communications and telemetry systems can similarly be phase synchronized J1 Synchronizing with Remote Atomic Clocks If distance L is too great to synchronize L.O.'s, then we can use a remote clock, e.g. "very- long baseline" interferometry, "VLBI" × Hydrogen maser Cesium beam Global Positioning System (GPS) Loran − C Temperature-stabilized crystal oscillators Crystal oscillators Tape ⇒ ⇒ ⇒ ⇒ ⇒ ⇒ ∼ 10 −14 , 10 −15 ∼ 10 −12 ∼ 10 −8 sec ∼ 10 −6 sec ∼ 10 −5 − 10 −8 ∼ 10 −4 − 10 −5 If clocks perfect: cross-correlate to find time offset, correct for it, then correlate the signals, albeit with an unknown fixed phase offset φ0 [unless reference source (in the sky) or phase is available]. If clocks imperfect and delays each way are identical: at site A measure delay between clock B and A; do the same at B, and subtract results to yield twice the clock offsets. Use this offset to align A and B data streams. Lec18.5 - 31 2/6/01 J2 Synchronizing with Remote Atomic Clocks Alternative approaches if clocks and transmissions are imperfect: a) Track and correct phase shifts: then average φˆ ( τ λ , f ) +π Phase β t 0 −π Example: A 10 −12 cesium clock drifts 2π in ~ 100 sec, so φˆ ( τλ , f ) might be computed for 5 − 10 sec blocks before averaging; then only φˆ is known. b) Same, but set phase using strong resonant line point source, ψy Φ(f) monochromatic Strong point source point source ψx f c) or separable point source in space, modulation, etc. To source To reference Lec18.5 - 32 2/6/01 J3 Multiband Synchronization of Clocks Use multiple frequencies for wideband sources: Which fringe F is source on? ψ 0 Switch across all f's within coherence time of clock. 2πF Source 1 Source 2 Observed bands (collectively adequate) 0 Lec18.5 - 33 2/6/01 f J4 Phaseless Interferometry Hanbury-Brown and Twiss Visible interferometer at Narrabri, Australia TA Phototube TA a B TR ⎡ ⎤ v o rms TR2 ≅ 2 ⎢For TR >> TA , ⎥ v τ T 2W ⎢⎣ ⎥⎦ o A b f B f W ≅ 1 GHz ( )2 ( )2 aa LPF × bb 0W LPF aabb ∫ τ Lec18.5 - 34 2/6/01 ( ) ∝ φE τλ 2 f One might (wrongly) think photodetectors would lose all phase information and ability to measure source structure at λ/D resolution. 2 Recall: E ⎡⎣aabb⎤⎦ = a2 b2 + 2ab , ( ) where ab is φE τy here. ⇒ source size, etc. L1 Phaseless Recovery of Source Structure ( ) Recall: E [aabb] = a b + 2ab , where ab is φE τ y here. 2 2 2 ( ) Recall: E ( x, y ) ↔ E ψ Purely real if source is even function of position, allowing perfect source reconstruction ↓ ↓ ( ) ( ) φE τλ ↓ ( ) φE τλ Lec18.5 - 35 2/6/01 ↔ E ψ 2 ( ) ⇒Ι ψ ↓ 2 ↔ R ( ) E ψ 2 ( ∆ψ ) L2 Phaseless Interferometer Interpretation: Independent Radiators D g Source, independent thermal radiators g and h h R a θ b a,b are uncorrelated if ∆φa − ∆φb > 2π g [∆φa is ∆φ at "a" for rays g,h]; or if φs = φ > ( λ 2) L. 2 Thus a,b decorrelated if φs > λ L. Lec18.5 - 36 2/6/01 D h φ= R λ 2 a L b φs 2 L3 Phaseless Interferometer Diffraction-Limited Source D R Source "Aperture" θB ≅ λ / D θ L a b θ ≅ L /R If θ > θB ≅ λ D, then a and b are ~uncorrelated Therefore decorrelated if Lec18.5 - 37 2/6/01 Dθ ≥ λ or if DL R ≥ λ since θ ≅ L R or if φs ≥ λ L since φs ≅ D R L4 Radar Equation Target v ω Issues: Signal design Propagation, absorption, Scattering Processor design refraction, scintillation, scattering, multipath Antenna Wm−2 at transmitter Pt σ ⎛ Gλ ⎞ σ • A • • G Watts = P t t t⎜ 2 2 2 ⎟ 4πR 4πR ⎝ 4πR ⎠ 4π Wm−2 at target 2 Prec = σ "scattering cross-section" is equivalent capture cross-section for a target scattering isotropically Lec18.5 - 38 2/6/01 N1 Radar Scattering Cross-Section σ "scattering cross-section" is equivalent capture cross-section for a target scattering isotropically Note: Corner reflector can have σ >> size of target Biastatic radars: R1 If target is unresolved, Prec ∝ 1/ R12R 22 If target is resolved by the transmitter, Prec ∝ 1/ R22 R2 Note resolution enhancement: Prec ∝ R G where G ( θ ) has a narrower beam than G ( θ ) −4 Lec18.5 - 39 2/6/01 2 G ( θ) 2 θ G2 ( θ ) θB N2 Target Scattering Laws 1) Specular 3) Faceted θ θ 2) Scintillating P ( θ) 0 4) Lambertian θ δ << λ ⇒∼ nulls cos θ ∝ power scattered (geometric projection only) Lec18.5 - 40 2/6/01 N3 Target Scattering Laws 5) Random Bragg Scattering (frequency selective) At Bragg angles ∆Path1,2 = n • 2π n = 0, ± 1, ± 2,... Path 2 between phase fronts A and B B A Path 1 A, B nπ Quasi-periodic surface 6) Sub-Surface Inhomogeneities 0 z 0 ε ( z) ∼ random Bragg scattering x, y e.g. rocks z Lec18.5 - 41 2/6/01 N4 Target Range-Doppler Response Narrowband Pulsed Radar σ ( t, f0 ) e.g. Impulse response function for a deep target t Moon Deep Target CW Radar Moon "Spins" σ(t, f ) Return Doppler, shifted to f0 + ∆f Lec18.5 - 42 2/6/01 f0 f0 + ∆f f N5 Range-Doppler Response for a CW Pulse σ ( t, f ) Range band ω E North C A B D E C Moon e.g. Moon B D f Doppler Band E C t (range) A Note north-south ambiguity Lec18.5 - 43 2/6/01 N6