/* Some spline algorithms Copyright 2018 Ahmet Inan */ #pragma once namespace DSP { template class UniformNaturalCubicSpline { OTYPE A[KNOTS-1], B[KNOTS-1], C[KNOTS-1], D[KNOTS-1]; ITYPE x0, dx; public: UniformNaturalCubicSpline() = default; UniformNaturalCubicSpline(const OTYPE *Y, ITYPE x0 = 0, ITYPE dx = 1, int STRIDE = 1) : x0(x0), dx(dx) { ITYPE U[KNOTS-1]; U[0] = ITYPE(0); OTYPE Z[KNOTS-1]; Z[0] = ITYPE(0); for (int i = 1; i < KNOTS - 1; ++i) { ITYPE l = ITYPE(4) - U[i-1]; U[i] = ITYPE(1) / l; Z[i] = (ITYPE(3) * (Y[(i+1)*STRIDE] - ITYPE(2) * Y[i*STRIDE] + Y[(i-1)*STRIDE]) - Z[i-1]) / l; } OTYPE c(ITYPE(0)); for (int i = KNOTS - 2; i >= 0; --i) { A[i] = Y[i * STRIDE]; C[i] = Z[i] - U[i] * c; B[i] = Y[(i+1)*STRIDE] - Y[i*STRIDE] - (c + ITYPE(2) * C[i]) / ITYPE(3); D[i] = (c - C[i]) / ITYPE(3); c = C[i]; } } OTYPE operator () (ITYPE x) { ITYPE tx = (x - x0) / dx; int k = tx; ITYPE t = tx - ITYPE(k); if (k < 0) { t = tx; k = 0; } if (k >= KNOTS - 1) { t = tx - ITYPE(KNOTS-2); k = KNOTS-2; } return A[k] + t * (B[k] + t * (C[k] + t * D[k])); } }; template struct CubicHermiteSpline { static constexpr ITYPE h00(ITYPE t) { return (ITYPE(1) + ITYPE(2) * t) * (ITYPE(1) - t) * (ITYPE(1) - t); } static constexpr ITYPE h10(ITYPE t) { return t * (ITYPE(1) - t) * (ITYPE(1) - t); } static constexpr ITYPE h01(ITYPE t) { return t * t * (ITYPE(3) - ITYPE(2) * t); } static constexpr ITYPE h11(ITYPE t) { return t * t * (t - ITYPE(1)); } static constexpr OTYPE left(const ITYPE *X, const OTYPE *Y) { return (Y[0] - Y[-1]) / (X[0] - X[-1]); } static constexpr OTYPE right(const ITYPE *X, const OTYPE *Y) { return (Y[1] - Y[0]) / (X[1] - X[0]); } static constexpr OTYPE central(const ITYPE *X, const OTYPE *Y) { return ITYPE(0.5) * (left(X, Y) + right(X, Y)); } static constexpr OTYPE eval(const ITYPE *X, const OTYPE *Y, ITYPE t, int k, int n) { return k < 1 ? h00(t) * Y[0] + h10(t) * (X[1]-X[0]) * right(X, Y) + h01(t) * Y[1] + h11(t) * (X[1]-X[0]) * central(X+1, Y+1) : k < n-2 ? h00(t) * Y[k] + h10(t) * (X[k+1]-X[k]) * central(X+k, Y+k) + h01(t) * Y[k+1] + h11(t) * (X[k+1]-X[k]) * central(X+k+1, Y+k+1) : h00(t) * Y[n-2] + h10(t) * (X[n-1]-X[n-2]) * central(X+n-2, Y+n-2) + h01(t) * Y[n-1] + h11(t) * (X[n-1]-X[n-2]) * left(X+n-1, Y+n-1); } static OTYPE eval(const ITYPE *X, const OTYPE *Y, ITYPE x, int n) { int k = std::lower_bound(X, X+n, x) - X; return k < 1 ? eval(X, Y, (x - X[0]) / (X[1] - X[0]), 0, n) : k < n ? eval(X, Y, (x - X[k-1]) / (X[k] - X[k-1]), k-1, n) : eval(X, Y, (x - X[n-2]) / (X[n-1] - X[n-2]), n-1, n); } static constexpr OTYPE left(const OTYPE *Y) { return Y[0] - Y[-1]; } static constexpr OTYPE right(const OTYPE *Y) { return Y[1] - Y[0]; } static constexpr OTYPE central(const OTYPE *Y) { return ITYPE(0.5) * (Y[1] - Y[-1]); } static constexpr OTYPE eval(const OTYPE *Y, ITYPE t, int k, int n) { return k < 1 ? h00(t) * Y[0] + h10(t) * right(Y) + h01(t) * Y[1] + h11(t) * central(Y+1) : k < n-2 ? h00(t) * Y[k] + h10(t) * central(Y+k) + h01(t) * Y[k+1] + h11(t) * central(Y+k+1) : h00(t) * Y[n-2] + h10(t) * central(Y+n-2) + h01(t) * Y[n-1] + h11(t) * left(Y+n-1); } static OTYPE eval(const OTYPE *Y, ITYPE x, int n, ITYPE x0 = 0, ITYPE dx = 1) { ITYPE tx = (x - x0) / dx; int k = tx; ITYPE t = tx - ITYPE(k); return k < 0 ? eval(Y, tx, 0, n) : k < n-1 ? eval(Y, t, k, n) : eval(Y, tx-ITYPE(n-2), n-2, n); } }; }