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Add super-spheroid / super-ellipsoid shapes (Bi & Lin dust models) #13
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| Original file line number | Diff line number | Diff line change |
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| @doc raw""" | ||
| A super-ellipsoid scatterer (Bi et al. 2018 D2h symmetry). | ||
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| Defined by the implicit surface | ||
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| ```math | ||
| \left[\left|\frac{x}{a}\right|^{2/e} + \left|\frac{y}{b}\right|^{2/e}\right]^{e/n} | ||
| + \left|\frac{z}{c}\right|^{2/n} = 1 | ||
| ``` | ||
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| For ``a = b`` this reduces to a 4-fold (D4h) shape; for ``a \neq b`` it is D2h (2-fold). | ||
| At ``e = n = 1`` it reduces to an ordinary ellipsoid. | ||
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| Conventions (Bi et al. 2018 Opt. Express, doi:10.1364/OE.26.001726): | ||
| - ``e``: east–west (equatorial cross-section) roundness exponent. | ||
| - ``n``: north–south (meridional profile) roundness exponent. | ||
| - ``e = n = 1``: ordinary ellipsoid. | ||
| - ``e = n = 2``: octahedron-like shape. | ||
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| Attributes: | ||
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| - `a`: the ``x`` semi-axis. | ||
| - `b`: the ``y`` semi-axis. | ||
| - `c`: the ``z`` (polar) semi-axis. | ||
| - `e`: the equatorial roundness exponent. | ||
| - `n`: the meridional roundness exponent. | ||
| - `m`: the relative complex refractive index. | ||
| """ | ||
| struct SuperEllipsoid{T, CT} <: AbstractNFoldShape{2, T, CT} | ||
| a::T | ||
| b::T | ||
| c::T | ||
| e::T | ||
| n::T | ||
| m::CT | ||
| end | ||
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| SuperEllipsoid(a, b, c, e, n, m) = SuperEllipsoid{typeof(a), typeof(m)}(a, b, c, e, n, m) | ||
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| # Helper shared across super-spheroid shapes (defined in superspheroid.jl): | ||
| # _beta_lgamma(x, y) — uses Arblib lgamma! | ||
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| @doc raw""" | ||
| Volume of a super-ellipsoid: | ||
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| ```math | ||
| V = a\,b\,c\, e\,n \, B\!\left(\tfrac{e}{2},\, \tfrac{e}{2}\right) | ||
| B\!\left(\tfrac{n}{2},\, n+1\right) | ||
| ``` | ||
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| where ``B(x,y) = \Gamma(x)\Gamma(y)/\Gamma(x+y)`` is the beta function. | ||
| At ``e = n = 1`` this reduces to ``\tfrac{4}{3}\pi abc`` (ellipsoid). | ||
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| Derivation: the cross-section at height ``z`` is the super-ellipse | ||
| ``\{|x/a|^{2/e}+|y/b|^{2/e} \le (1-|z/c|^{2/n})^{n/e}\}`` | ||
| whose area is ``ab\,(1-|z/c|^{2/n})^n \cdot e\,B(e/2,e/2)``; | ||
| integrating gives the formula above. | ||
| """ | ||
| function volume(s::SuperEllipsoid{T}) where {T} | ||
| e = s.e | ||
| n = s.n | ||
| b1 = _beta_lgamma(e / 2, e / 2) # B(e/2, e/2) = Γ(e/2)²/Γ(e) | ||
| b2 = _beta_lgamma(n / 2, n + 1) # B(n/2, n+1) | ||
| return s.a * s.b * s.c * e * n * b1 * b2 | ||
| end | ||
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| volume_equivalent_radius(s::SuperEllipsoid) = ∛(3 * volume(s) / (4 * oftype(s.a, π))) | ||
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| has_symmetric_plane(::SuperEllipsoid) = true | ||
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| @testitem "SuperEllipsoid utility functions" begin | ||
| using TransitionMatrices: SuperEllipsoid, volume, volume_equivalent_radius, | ||
| has_symmetric_plane | ||
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| # e=n=1 reduces to ellipsoid: V = 4π/3 * a * b * c | ||
| @testset "e=n=1 reduction to ellipsoid" begin | ||
| a, b, c = 1.0, 1.5, 2.0 | ||
| s = SuperEllipsoid(a, b, c, 1.0, 1.0, complex(1.5)) | ||
| @test volume(s) ≈ 4π / 3 * a * b * c rtol=1e-8 | ||
| @test volume_equivalent_radius(s) ≈ ∛(a * b * c) rtol=1e-8 | ||
| end | ||
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| # a=b, e=n=1 reduces to spheroid | ||
| @testset "a=b, e=n=1 reduces to spheroid" begin | ||
| a, c = 1.0, 2.0 | ||
| s = SuperEllipsoid(a, a, c, 1.0, 1.0, complex(1.5)) | ||
| @test volume(s) ≈ 4π / 3 * a^2 * c rtol=1e-8 | ||
| end | ||
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| # Volume vs independent numerical integration via cross-sectional slices | ||
| # V = ∫_{-c}^{c} A(z) dz, A(z) = ab·R(z)^e·A_unit | ||
| # R(z) = (1-(|z|/c)^(2/n))^(n/e), A_unit = area({|u|^(2/e)+|v|^(2/e)≤1}) = 4·∫_0^1(1-u^(2/e))^(e/2)du | ||
| @testset "Volume vs cross-section integration for e=$e, n=$n" for (e, n) in [(1.5, 1.2), (2.0, 2.0)] | ||
| a, b, c = 1.0, 1.2, 0.8 | ||
| s = SuperEllipsoid(a, b, c, e, n, complex(1.5)) | ||
| V_analytic = volume(s) | ||
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| Npts = 5000 | ||
| du = 1.0 / Npts | ||
| A_unit = 4 * sum((1 - ((i - 0.5) * du)^(2 / e))^(e / 2) for i in 1:Npts) * du | ||
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| dz = 2c / Npts | ||
| V_num = 0.0 | ||
| for i in 1:Npts | ||
| z = -c + (i - 0.5) * dz | ||
| t = abs(z) / c | ||
| t < 1 || continue | ||
| R = (1 - t^(2 / n))^(n / e) | ||
| V_num += a * b * R^e * A_unit * dz | ||
| end | ||
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| @test abs(V_analytic - V_num) / V_analytic < 0.005 | ||
| end | ||
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| # Fully independent 3D Monte-Carlo via `∈` (shares no derivation with the closed-form | ||
| # beta-function volume — guards the corrected SuperEllipsoid formula). Deterministic | ||
| # LCG seed so the test is reproducible, not flaky. | ||
| @testset "Volume vs 3D Monte-Carlo for e=$e, n=$n" for (e, n) in [(0.8, 1.6), (1.5, 1.2), (2.0, 2.5)] | ||
| a, b, c = 1.0, 1.2, 0.8 | ||
| s = SuperEllipsoid(a, b, c, e, n, complex(1.5)) | ||
| V_analytic = volume(s) | ||
| N = 400_000 | ||
| hits = 0 | ||
| let seed = UInt64(20240607) | ||
| x = zeros(3) | ||
| for _ in 1:N | ||
| seed = seed * 6364136223846793005 + 1442695040888963407 | ||
| x[1] = (Float64(seed >> 11) / 2^53 * 2 - 1) * a | ||
| seed = seed * 6364136223846793005 + 1442695040888963407 | ||
| x[2] = (Float64(seed >> 11) / 2^53 * 2 - 1) * b | ||
| seed = seed * 6364136223846793005 + 1442695040888963407 | ||
| x[3] = (Float64(seed >> 11) / 2^53 * 2 - 1) * c | ||
| hits += x ∈ s ? 1 : 0 | ||
| end | ||
| end | ||
| V_mc = 2a * 2b * 2c * hits / N | ||
| @test abs(V_analytic - V_mc) / V_analytic < 0.01 | ||
| end | ||
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| @test has_symmetric_plane(SuperEllipsoid(1.0, 1.2, 0.8, 1.5, 1.2, complex(1.5))) | ||
| end | ||
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| function rmax(s::SuperEllipsoid) | ||
| # For e,n ≥ 1: the surface never extends beyond the cardinal semi-axes, | ||
| # so rmax = max(a, b, c). | ||
| # For e or n < 1 (cube-like bumpy shapes): corners can extend beyond axes; | ||
| # hypot gives a safe conservative upper bound in that case. | ||
| if s.e >= 1 && s.n >= 1 | ||
| return max(s.a, s.b, s.c) | ||
| else | ||
| return hypot(s.a, s.b, s.c) | ||
| end | ||
| end | ||
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| function rmin(s::SuperEllipsoid) | ||
| # Inscribed-sphere radius = min over directions û of the surface radius | ||
| # r(û) = ((|ux/a|^(2/e)+|uy/b|^(2/e))^(e/n) + |uz/c|^(2/n))^(-n/2). | ||
| # There is NO simple closed form: for concave superquadrics the closest surface point | ||
| # sits at a transcendental, off-symmetry direction (the symmetry-direction minimum | ||
| # over-estimates by a few % for e≠n). So minimise r(û) over a dense direction grid. | ||
| # An over-large rₘᵢₙ — e.g. min(a,b,c), which ignores the body-diagonal/face dimples — | ||
| # makes the IITM Mie-init sphere poke outside the particle and gives wrong cross | ||
| # sections, so a small shrink (below) keeps it safely inscribed. | ||
| e = Float64(s.e) | ||
| n = Float64(s.n) | ||
| a = Float64(s.a) | ||
| b = Float64(s.b) | ||
| c = Float64(s.c) | ||
| M = 90 | ||
| rmn = Inf | ||
| for i in 0:M, j in 0:M | ||
| ϑ = i * (π / 2) / M | ||
| φ = j * (π / 2) / M | ||
| ux = sin(ϑ) * cos(φ) | ||
| uy = sin(ϑ) * sin(φ) | ||
| uz = cos(ϑ) | ||
| Σ = (ux / a)^(2 / e) + (uy / b)^(2 / e) | ||
| g = Σ^(e / n) + (uz / c)^(2 / n) | ||
| rmn = min(rmn, g^(-n / 2)) | ||
| end | ||
| # The grid minimum can only OVER-estimate the true minimum (it may miss the exact | ||
| # closest direction between nodes). rₘᵢₙ must never exceed the true inscribed radius — | ||
| # an over-large value pokes the Mie-init sphere outside the particle — so shrink by a | ||
| # margin comfortably larger than the grid error. | ||
| return oftype(s.a, 0.99 * rmn) | ||
| end | ||
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| function Base.:∈(x, s::SuperEllipsoid) | ||
| inner = (abs(x[1]) / s.a)^(2 / s.e) + (abs(x[2]) / s.b)^(2 / s.e) | ||
| return inner^(s.e / s.n) + (abs(x[3]) / s.c)^(2 / s.n) <= 1 | ||
| end | ||
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| refractive_index(s::SuperEllipsoid, x) = x ∈ s ? s.m : one(s.m) | ||
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| @testitem "SuperEllipsoid e=n=1 (a=b) reduces to a spheroid (IITM)" begin | ||
| using TransitionMatrices: SuperEllipsoid, Spheroid, transition_matrix, IITM, | ||
| calc_Csca, calc_Cext | ||
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| m = complex(1.5) | ||
| # a=b, e=n=1 ⇒ the super-ellipsoid IS a spheroid. Compare both through the SAME IITM | ||
| # solver with a matched explicit rₘᵢₙ: tests the geometric reduction directly (to | ||
| # machine precision), robust to the rₘᵢₙ default and cross-method discretisation. | ||
| slv = IITM(5, 60, 200, 100; rₘᵢₙ = 0.6) | ||
| 𝐓sph = transition_matrix(Spheroid(1.0, 2.0, m), 2π, slv) | ||
| 𝐓se = transition_matrix(SuperEllipsoid(1.0, 1.0, 2.0, 1.0, 1.0, m), 2π, slv) | ||
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| @test abs(calc_Csca(𝐓sph) - calc_Csca(𝐓se)) < 1e-10 | ||
| @test abs(calc_Cext(𝐓sph) - calc_Cext(𝐓se)) < 1e-10 | ||
| end | ||
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| @testitem "SuperEllipsoid geometry predicates (incl. e,n<1 rmax branch)" begin | ||
| using TransitionMatrices: SuperEllipsoid | ||
| for (e, n) in ((0.7, 1.5), (1.0, 1.0), (2.0, 2.5)) # e<1 hits the hypot rmax branch | ||
| s = SuperEllipsoid(1.0, 1.2, 0.8, e, n, complex(1.5)) | ||
| @test TransitionMatrices.rmax(s) ≥ TransitionMatrices.rmin(s) > 0 | ||
| @test [0.0, 0.0, 0.0] ∈ s | ||
| @test [5.0, 0.0, 0.0] ∉ s | ||
| @test TransitionMatrices.refractive_index(s, [0.0, 0.0, 0.0]) == complex(1.5) | ||
| @test TransitionMatrices.refractive_index(s, [5.0, 0.0, 0.0]) == one(complex(1.5)) | ||
| end | ||
| end | ||
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