6#ifndef THEORETICA_INTEGRATION_H
7#define THEORETICA_INTEGRATION_H
9#include "../core/constants.h"
10#include "../core/function.h"
11#include "../polynomial/polynomial.h"
12#include "../polynomial/orthogonal.h"
23 template<
typename Field = real>
24 inline polynomial<Field>
integral(
const polynomial<Field>& p) {
27 P.coeff.resize(p.size() + 1);
30 for (
unsigned int i = 0; i < p.size(); ++i)
31 P[i + 1] = p[i] / Field(i + 1);
50 for (
unsigned int i = 0; i < p.size(); ++i) {
52 const unsigned int pos = p.size() - i - 1;
53 P_a = a * (p[pos] / (pos + 1) + P_a);
54 P_b = b * (p[pos] / (pos + 1) + P_b);
69 template<
typename RealFunction>
78 const real dx = (b - a) / steps;
81 for (
unsigned int i = 0; i < steps; ++i)
82 res += f(a + (i + 0.5) * dx);
96 template<
typename RealFunction>
105 const real dx = (b - a) / steps;
108 res += 0.5 * (f(a) + f(b));
110 for (
unsigned int i = 1; i < steps; ++i)
111 res += f(a + i * dx);
125 template<
typename RealFunction>
134 const real dx = (b - a) / (
real) steps;
143 for (
unsigned int i = 2; i < steps; i += 2)
144 res += 2 * f(a + i * dx);
146 for (
unsigned int i = 1; i < steps; i += 2)
147 res += 4 * f(a + i * dx);
149 return res * dx / 3.0;
162 template<
typename RealFunction>
166 unsigned int iter = 8) {
168 const unsigned int MAX_ROMBERG_ITER = 16;
169 real T[MAX_ROMBERG_ITER][MAX_ROMBERG_ITER];
171 if (iter > MAX_ROMBERG_ITER) {
176 T[0][0] = (f(a) + f(b)) * (b - a) / 2.0;
178 for (
unsigned int j = 1; j < iter; ++j) {
184 for (
unsigned int k = 1; k <= j; ++k) {
185 const uint64_t coeff = uint64_t(1) << (2 * k);
186 T[j][k] = (coeff * T[j][k - 1] - T[j - 1][k - 1]) / (coeff - 1);
191 return T[iter - 1][iter - 1];
203 template<
typename RealFunction>
207 real tolerance = CALCULUS_INTEGRAL_TOL) {
209 const unsigned int MAX_ROMBERG_ITER = 16;
210 real T[MAX_ROMBERG_ITER][MAX_ROMBERG_ITER];
212 T[0][0] = (f(a) + f(b)) * (b - a) / 2.0;
214 for (
unsigned int j = 1; j < MAX_ROMBERG_ITER; ++j) {
220 for (
unsigned int k = 1; k <= j; ++k) {
221 const uint64_t coeff = uint64_t(1) << (2 * k);
222 T[j][k] = (coeff * T[j][k - 1] - T[j - 1][k - 1]) / (coeff - 1);
226 if(
abs(T[j][j] - T[j - 1][j - 1]) < tolerance)
231 return T[MAX_ROMBERG_ITER - 1][MAX_ROMBERG_ITER - 1];
240 template<
typename RealFunction>
242 RealFunction f,
const std::vector<real>& x,
const std::vector<real>& w) {
244 if(x.size() != w.size()) {
251 for (
int i = 0; i < x.size(); ++i)
252 res += w[i] * f(x[i]);
264 template<
typename RealFunction>
266 RealFunction f,
real* x,
real* w,
unsigned int n) {
270 for (
unsigned int i = 0; i < n; ++i)
271 res += w[i] * f(x[i]);
284 template<
typename RealFunction>
286 RealFunction f,
real* x,
real* w,
unsigned int n,
291 for (
unsigned int i = 0; i < n; ++i)
292 res += w[i] * f(x[i]) * Winv(x[i]);
307 template<
typename RealFunction>
311 const real mean = (b + a) / 2.0;
312 const real halfdiff = (b - a) / 2.0;
316 for (
int i = n - 1; i >= 0; --i)
317 res += w[i] * f(halfdiff * x[i] + mean);
319 return res * halfdiff;
332 template<
typename RealFunction>
335 const std::vector<real>& x,
const std::vector<real>& w) {
337 const real mean = (b + a) / 2.0;
338 const real halfdiff = (b - a) / 2.0;
342 for (
int i = x.size() - 1; i >= 0; --i)
343 res += w[i] * f(halfdiff * x[i] + mean);
345 return res * halfdiff;
357 template<
typename RealFunction>
359 RealFunction f,
real a,
real b,
const std::vector<real>& x) {
377 template<
typename RealFunction>
382 tables::legendre_roots_2, tables::legendre_weights_2, 2);
break;
384 tables::legendre_roots_4, tables::legendre_weights_4, 4);
break;
386 tables::legendre_roots_8, tables::legendre_weights_8, 8);
break;
388 tables::legendre_roots_16, tables::legendre_weights_16, 16);
break;
402 template<
typename RealFunction>
417 template<
typename RealFunction>
419 RealFunction f,
real a,
real b,
const std::vector<real>& x) {
428 for (
int i = x.size() - 1; i >= 0; --i)
429 res += weights[i] * (exp_a * f(x[i] + a) - exp_b * f(x[i] + b));
443 template<
typename RealFunction>
448 tables::laguerre_roots_2, tables::laguerre_weights_2, 2);
break;
450 tables::laguerre_roots_4, tables::laguerre_weights_4, 4);
break;
452 tables::laguerre_roots_8, tables::laguerre_weights_8, 8);
break;
454 tables::laguerre_roots_16, tables::laguerre_weights_16, 16);
break;
471 template<
typename RealFunction>
486 template<
typename RealFunction>
491 tables::hermite_roots_2, tables::hermite_weights_2, 2);
break;
493 tables::hermite_roots_4, tables::hermite_weights_4, 4);
break;
495 tables::hermite_roots_8, tables::hermite_weights_8, 8);
break;
497 tables::hermite_roots_16, tables::hermite_weights_16, 16);
break;
512 real tol = CALCULUS_INTEGRAL_TOL,
unsigned int max_iter = 100) {
515 real x_n = a + step_sz;
526 while(
abs(delta) > tol && i <= max_iter) {
550 template<
typename RealFunction>
565 template<
typename RealFunction>
#define TH_MATH_ERROR(F_NAME, VALUE, EXCEPTION)
TH_MATH_ERROR is a macro which throws exceptions or modifies errno (depending on which compilation op...
Definition error.h:238
Roots and weights for Gaussian quadrature.
Main namespace of the library which contains all functions and objects.
Definition algebra.h:27
std::vector< real > hermite_weights(const std::vector< real > &roots)
Hermite weights for Gauss-Hermite quadrature of n-th order.
Definition orthogonal.h:316
double real
A real number, defined as a floating point type.
Definition constants.h:207
dual2 abs(dual2 x)
Compute the absolute value of a second order dual number.
Definition dual2_functions.h:198
dual2 exp(dual2 x)
Compute the exponential of a second order dual number.
Definition dual2_functions.h:138
std::vector< real > legendre_weights(const std::vector< real > &roots)
Legendre weights for Gauss-Legendre quadrature of n-th order.
Definition orthogonal.h:274
std::vector< real > laguerre_weights(const std::vector< real > &roots)
Laguerre weights for Gauss-Laguerre quadrature of n-th order.
Definition orthogonal.h:295
auto sum(const Vector &X)
Compute the sum of a vector of real values using pairwise summation to reduce round-off error.
Definition dataset.h:219
real integral_inf_riemann(real_function f, real a, real step_sz=1, real tol=CALCULUS_INTEGRAL_TOL, unsigned int max_iter=100)
Integrate a function from a point up to infinity by integrating it by steps, stopping execution when ...
Definition integral.h:510
TH_CONSTEXPR real nan()
Return a quiet NaN number in floating point representation.
Definition error.h:78
real integral_romberg(RealFunction f, real a, real b, unsigned int iter=8)
Approximate the definite integral of an arbitrary function using Romberg's method accurate to the giv...
Definition integral.h:163
constexpr int CALCULUS_INTEGRAL_STEPS
Default number of steps for integral approximation.
Definition constants.h:291
real integral_gauss(RealFunction f, const std::vector< real > &x, const std::vector< real > &w)
Use Gaussian quadrature using the given points and weights.
Definition integral.h:241
@ InvalidArgument
Invalid argument.
@ NoConvergence
Algorithm did not converge.
@ DivByZero
Division by zero.
real integral_laguerre(RealFunction f, const std::vector< real > &x)
Use Gauss-Laguerre quadrature of arbitrary degree to approximate an integral over [0,...
Definition integral.h:403
real integral_trapezoid(RealFunction f, real a, real b, unsigned int steps=CALCULUS_INTEGRAL_STEPS)
Approximate the definite integral of an arbitrary function using the trapezoid method.
Definition integral.h:97
real integral_romberg_tol(RealFunction f, real a, real b, real tolerance=CALCULUS_INTEGRAL_TOL)
Approximate the definite integral of an arbitrary function using Romberg's method to the given tolera...
Definition integral.h:204
polynomial< Field > integral(const polynomial< Field > &p)
Compute the indefinite integral of a polynomial.
Definition integral.h:24
real integral_hermite(RealFunction f, const std::vector< real > &x)
Use Gauss-Hermite quadrature of arbitrary degree to approximate an integral over (-inf,...
Definition integral.h:472
real integral_simpson(RealFunction f, real a, real b, unsigned int steps=CALCULUS_INTEGRAL_STEPS)
Approximate the definite integral of an arbitrary function using Simpson's method.
Definition integral.h:126
real integral_legendre(RealFunction f, real a, real b, real *x, real *w, unsigned int n)
Use Gauss-Legendre quadrature of arbitrary degree to approximate a definite integral providing the ro...
Definition integral.h:308
std::function< real(real)> real_function
Function pointer to a real function of real variable.
Definition function.h:20
TH_CONSTEXPR real inf()
Get positive infinity in floating point representation.
Definition error.h:100
real integral_midpoint(RealFunction f, real a, real b, unsigned int steps=CALCULUS_INTEGRAL_STEPS)
Approximate the definite integral of an arbitrary function using the midpoint method.
Definition integral.h:70
std::vector< real > legendre_roots(unsigned int n)
Roots of the n-th Legendre polynomial.
Definition orthogonal.h:249