DEPARTMENT OF INFORMATICS J&D 2, Sep 2000 SH/1 Monochromatic solution in Cartesian coordinates, plane wave: → → − → s(− x , t) = A exp{j(ωt − k · − x )} • c is the speed of propagation. • s is a general scalar field (electromagnetics: electric or magnetic field, acoustics: sound pressure ...). 2 2 2 2 ∂ s s s ∂ s ∂ ∂ 1 → − ∇s = 2+ 2+ 2 = 2 2 ∂x ∂y ∂z c ∂t This is the equation in array signal processing: Wave equation UNIVERSITY OF OSLO UNIVERSITY OF OSLO Wave equation and arbitrary solutions • The wave equation is linear • Solution may be a sum of complex exponentials • Almost any signal may be expressed as a sum of complex exponentials using Fourier theory • Therefore any signal, no matter its shape, may be a solution to the wave equation and the shape will be preserved as it propagates • Propagating waves are therefore ideal carriers of information • Modified by the boundary conditions - to determine which components that are excited • Propagation is determined by the deviations of the medium from ideal DEPARTMENT OF INFORMATICS J&D 2, Sep 2000 SH/2 DEPARTMENT OF INFORMATICS • Frequency and wavelength: c = λ · ω/2π = λ/f • Dispersion relation: ω = c · k → − → − → − • Wavenumber vector: k = ω α , | k | = 2π/λ − − → • Propagating sinusoidal plane wave: sin(ωt − k · → x) → − → → • Slowness vector: − α = k /ω, |− α | = 1/c → → • Propagating plane wave: s(t − − α ·− x) Plane waves UNIVERSITY OF OSLO J&D 2, Sep 2000 SH/3 UNIVERSITY OF OSLO Wave equation in spherical coordinates wavefront φ: azimuth θ: elevation z k sφ,θ φ y θ xn x Transducer array Assumption: Solution exhibits spherical symmetry 1 ∂ 2 ∂s 1 ∂ 2s (r )= 2 2 2 r ∂r ∂r c ∂t Monochromatic solution, spherical wave: A s(r, t) = exp{j(ωt − kr)} r DEPARTMENT OF INFORMATICS J&D 2, Sep 2000 SH/4 DEPARTMENT OF INFORMATICS • Non-linearity: c = c(s(t)) Generation of harmonics, shock waves → • Refraction: c = c(− x) Snell’s law: sin θi/ci = sin θt/ct J&D 2, Sep 2000 SH/5 • Attenuation: c = c< + jc= Wavenumber is no longer real, imaginary part gives attenuation. Waveform changes with distance • Dispersion: c = c(ω) Group and phase velocity, dispersion equation: ω = f (k) 6= c · k. Some frequencies may be evanescent ( = non-propagating) • Doppler effect: → Source, sensor or both are moving: ω 0 ≈ ω(1 + − α ·− v→ rel ) Non-ideal media UNIVERSITY OF OSLO ω 2τ ≈− 2c DEPARTMENT OF INFORMATICS Ref: Kinsler & Frey, Fundamentals of Acoustics Typical values: Air: τ = 1.7 · 10−10 sec, water: τ = 6 · 10−13 sec. k=0 For ωτ 1, the wavenumber can be simplified to k<0 ≈ k and J&D 2, Sep 2000 SH/6 Complex velocity of sound: c0 = c(1 + jωτ )1/2, where τ is a relaxation time required for (1) viscous stresses, (2) heat conduction, or (3) molecular changes to occur. Losses in fluid acoustic media UNIVERSITY OF OSLO κ−1 ω κτ τ /2 = k − j 2c DEPARTMENT OF INFORMATICS Typical: Tissue: κ ≈ 1, water, air: κ ≈ 2 k ≈ k − jkω 0 Since (ω κ−1τ )2 1 this can be approximated to 0 ω ω (1 − jω κ−1τ )1/2 = k = c 1 + (ω κ−1τ )2 c(1 + jω κ−1τ )1/2 J&D 2, Sep 2000 SH/7 Complex velocity of sound: c0 = c(1 + jω κ−1τ )1/2, wavenumber is Lossy fluid acoustic media (Generalization) UNIVERSITY OF OSLO =e κ − ω2cτ x = 10 κ − αω 20 x DEPARTMENT OF INFORMATICS Typical value for attenuation in liver for medical ultrasound is κ = 1, . . . , 1.3 and α = 0.35, . . . , 0.9 dB/MHz/cm at 1 MHz. e k= ·x where k= has unit Nepers/m. To convert to dB/m, solve: s(x, t) = A exp{j(ωt − k< · x)} exp{k= · x} Propagation (scalar case): Acoustic losses UNIVERSITY OF OSLO J&D 2, Sep 2000 SH/8 DEPARTMENT OF INFORMATICS • Salt water: B/A = 5.2, blood and tissue: B/A = 6, . . . , 10. — Eventually a shock wave is formed. J&D 2, Sep 2000 SH/9 — More and more energy is transferred to higher harmonics as the wave propagates. — Waveform is distorted. • Positive peaks propagate faster than negative peaks: B s(t) ( 2A +1) c(t) = c(1 + ) B 2A c • A and B are the 1. and 2. order Taylor series coefficients for the pressure. B/A is a measure of the non-linearity. The velocity of sound, c, varies with the amplitude, s: Non-linearity in acoustics UNIVERSITY OF OSLO UNIVERSITY OF OSLO Diffraction: deviation from geometrical model Rayleigh-Sommerfeld diffraction formula from a hole with aperture A: Z 1 exp{jkr} → − → − s( x ) = s( x h) cos θdA jλ A r Fresnel (paraxial) approximation: • cos θ ≈ 1, r ≈ d, spherical surfaces ≈ quadratic surfaces. • Nearfield approximation valid within approx. 150 of z-axis. • 2D convolution between field in hole and a quadratic phase function. DEPARTMENT OF INFORMATICS J&D 2, Sep 2000 SH/10 UNIVERSITY OF OSLO Diffraction: Nearfield-farfield Fraunhofer approximation • Neglect quadratic phase variation over hole. • Far-field approximation valid for d D2/λ where D is max linear dimension of hole. • s(x, y) = 2D Fourier transform of field in hole. • Link between the physics and the signal processing! Nearfield-farfield limit Not a clear transition, several limits are used: • Fresnel limit: dF = D2/4λ • Rayleigh distance: dR = 2D2/λ, max difference in path length is λ/16 or dR = D2/λ, with max difference of λ/8 or dR = k · D2/8 = πD2/4λ DEPARTMENT OF INFORMATICS J&D 2, Sep 2000 SH/11 −∞ DEPARTMENT OF INFORMATICS J&D 2, Sep 2000 SH/12 Any spatiotemporal signal can be decomposed into infinitely many plane waves as long as the Fourier transform converges. Inverse Fourier transform: Z ∞Z ∞ 1 → − → − − → − → → − S( k , ω) exp{j(ωt − k · x )}d k dω s( x , t) = (2π)4 −∞ −∞ −∞ Four-dimensional Fourier transform: Z ∞Z ∞ → → − − → − → s(− x , t) exp{−j(ωt − k · − x )}d→ x dt S( k , ω) = Wavenumber-Frequency Space UNIVERSITY OF OSLO UNIVERSITY OF OSLO Norsk terminologi • Bølgeligningen • Planbølger, sfæriske bølger • Propagerende bølger, bølgetall → •− α - sinking/sakking • Dispersjon • Attenuasjon eller demping • Refraksjon • Ikke-linearitet • Diffraksjon; nærfelt, fjernfelt • Gruppeantenne ( = array) Kilde: Bl.a. J. M. Hovem: DEPARTMENT OF INFORMATICS J&D 2, Sep 2000 SH/13