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PolynomialUtils.hpp
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1// -*- mode: C++; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*-
2// vi: set et ts=4 sw=4 sts=4:
3/*
4 This file is part of the Open Porous Media project (OPM).
5
6 OPM is free software: you can redistribute it and/or modify
7 it under the terms of the GNU General Public License as published by
8 the Free Software Foundation, either version 2 of the License, or
9 (at your option) any later version.
10
11 OPM is distributed in the hope that it will be useful,
12 but WITHOUT ANY WARRANTY; without even the implied warranty of
13 MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
14 GNU General Public License for more details.
15
16 You should have received a copy of the GNU General Public License
17 along with OPM. If not, see <http://www.gnu.org/licenses/>.
18
19 Consult the COPYING file in the top-level source directory of this
20 module for the precise wording of the license and the list of
21 copyright holders.
22*/
27#ifndef OPM_POLYNOMIAL_UTILS_HH
28#define OPM_POLYNOMIAL_UTILS_HH
29
31
32#include <algorithm>
33#include <cmath>
34#include <numbers>
35
36namespace Opm {
51template <class Scalar, class SolContainer>
52unsigned invertLinearPolynomial(SolContainer& sol,
53 Scalar a,
54 Scalar b)
55{
56 if (std::abs(scalarValue(a)) < 1e-30)
57 return 0;
58
59 sol[0] = -b/a;
60 return 1;
61}
62
79template <class Scalar, class SolContainer>
80unsigned invertQuadraticPolynomial(SolContainer& sol,
81 Scalar a,
82 Scalar b,
83 Scalar c)
84{
85 // check for a line
86 if (std::abs(scalarValue(a)) < 1e-30)
87 return invertLinearPolynomial(sol, b, c);
88
89 // discriminant
90 Scalar Delta = b*b - 4*a*c;
91 if (Delta < 0)
92 return 0; // no real roots
93
94 Delta = sqrt(Delta);
95 sol[0] = (- b + Delta)/(2*a);
96 sol[1] = (- b - Delta)/(2*a);
97
98 // sort the result
99 if (sol[0] > sol[1])
100 std::swap(sol[0], sol[1]);
101 return 2; // two real roots
102}
103
105template <class Scalar, class SolContainer>
106void invertCubicPolynomialPostProcess_(SolContainer& sol,
107 int numSol,
108 Scalar a,
109 Scalar b,
110 Scalar c,
111 Scalar d)
112{
113 // do one Newton iteration on the analytic solution if the
114 // precision is increased
115 for (int i = 0; i < numSol; ++i) {
116 Scalar x = sol[i];
117 Scalar fOld = d + x*(c + x*(b + x*a));
118
119 Scalar fPrime = c + x*(2*b + x*3*a);
120 if (std::abs(scalarValue(fPrime)) < 1e-30)
121 continue;
122 x -= fOld/fPrime;
123
124 Scalar fNew = d + x*(c + x*(b + x*a));
125 if (std::abs(scalarValue(fNew)) < std::abs(scalarValue(fOld)))
126 sol[i] = x;
127 }
128}
130
148template <class Scalar, class SolContainer>
149unsigned invertCubicPolynomial(SolContainer* sol,
150 Scalar a,
151 Scalar b,
152 Scalar c,
153 Scalar d)
154{
155 // reduces to a quadratic polynomial
156 if (std::abs(scalarValue(a)) < 1e-30)
157 return invertQuadraticPolynomial(sol, b, c, d);
158
159 // normalize the polynomial
160 b /= a;
161 c /= a;
162 d /= a;
163 a = 1;
164
165 // get rid of the quadratic term by subsituting x = t - b/3
166 Scalar p = c - b*b/3;
167 Scalar q = d + (2*b*b*b - 9*b*c)/27;
168
169 if (std::abs(scalarValue(p)) > 1e-30 && std::abs(scalarValue(q)) > 1e-30) {
170 // At this point
171 //
172 // t^3 + p*t + q = 0
173 //
174 // with p != 0 and q != 0 holds. Introducing the variables u and v
175 // with the properties
176 //
177 // u + v = t and 3*u*v + p = 0
178 //
179 // leads to
180 //
181 // u^3 + v^3 + q = 0 .
182 //
183 // multiplying both sides with u^3 and taking advantage of the
184 // fact that u*v = -p/3 leads to
185 //
186 // u^6 + q*u^3 - p^3/27 = 0
187 //
188 // Now, substituting u^3 = w yields
189 //
190 // w^2 + q*w - p^3/27 = 0
191 //
192 // This is a quadratic equation with the solutions
193 //
194 // w = -q/2 + sqrt(q^2/4 + p^3/27) and
195 // w = -q/2 - sqrt(q^2/4 + p^3/27)
196 //
197 // Since w is equivalent to u^3 it is sufficient to only look at
198 // one of the two cases. Then, there are still 2 cases: positive
199 // and negative discriminant.
200 Scalar wDisc = q*q/4 + p*p*p/27;
201 if (wDisc >= 0) { // the positive discriminant case:
202 // calculate the cube root of - q/2 + sqrt(q^2/4 + p^3/27)
203 Scalar u = - q/2 + sqrt(wDisc);
204 if (u < 0) u = - pow(-u, 1.0/3);
205 else u = pow(u, 1.0/3);
206
207 // at this point, u != 0 since p^3 = 0 is necessary in order
208 // for u = 0 to hold, so
209 sol[0] = u - p/(3*u) - b/3;
210 // does not produce a division by zero. the remaining two
211 // roots of u are rotated by +- 2/3*pi in the complex plane
212 // and thus not considered here
213 invertCubicPolynomialPostProcess_(sol, 1, a, b, c, d);
214 return 1;
215 }
216 else { // the negative discriminant case:
217 Scalar uCubedRe = - q/2;
218 Scalar uCubedIm = sqrt(-wDisc);
219 // calculate the cube root of - q/2 + sqrt(q^2/4 + p^3/27)
220 Scalar uAbs = pow(sqrt(uCubedRe*uCubedRe + uCubedIm*uCubedIm), 1.0/3);
221 Scalar phi = atan2(uCubedIm, uCubedRe)/3;
222
223 // calculate the length and the angle of the primitive root
224
225 // with the definitions from above it follows that
226 //
227 // x = u - p/(3*u) - b/3
228 //
229 // where x and u are complex numbers. Rewritten in polar form
230 // this is equivalent to
231 //
232 // x = |u|*e^(i*phi) - p*e^(-i*phi)/(3*|u|) - b/3 .
233 //
234 // Factoring out the e^ terms and subtracting the additional
235 // terms, yields
236 //
237 // x = (e^(i*phi) + e^(-i*phi))*(|u| - p/(3*|u|)) - y - b/3
238 //
239 // with
240 //
241 // y = - |u|*e^(-i*phi) + p*e^(i*phi)/(3*|u|) .
242 //
243 // The crucial observation is the fact that y is the conjugate
244 // of - x + b/3. This means that after taking advantage of the
245 // relation
246 //
247 // e^(i*phi) + e^(-i*phi) = 2*cos(phi)
248 //
249 // the equation
250 //
251 // x = 2*cos(phi)*(|u| - p / (3*|u|)) - conj(x) - 2*b/3
252 //
253 // holds. Since |u|, p, b and cos(phi) are real numbers, it
254 // follows that Im(x) = - Im(x) and thus Im(x) = 0. This
255 // implies
256 //
257 // Re(x) = x = cos(phi)*(|u| - p / (3*|u|)) - b/3 .
258 //
259 // Considering the fact that u is a cubic root, we have three
260 // values for phi which differ by 2/3*pi. This allows to
261 // calculate the three real roots of the polynomial:
262 for (int i = 0; i < 3; ++i) {
263 sol[i] = cos(phi)*(uAbs - p/(3*uAbs)) - b/3;
264 phi += 2*std::numbers::pi/3;
265 }
266
267 // post process the obtained solution to increase numerical
268 // precision
269 invertCubicPolynomialPostProcess_(sol, 3, a, b, c, d);
270
271 // sort the result
272 std::sort(sol, sol + 3);
273
274 return 3;
275 }
276 }
277 // Handle some (pretty unlikely) special cases required to avoid
278 // divisions by zero in the code above...
279 else if (std::abs(scalarValue(p)) < 1e-30 && std::abs(scalarValue(q)) < 1e-30) {
280 // t^3 = 0, i.e. triple root at t = 0
281 sol[0] = sol[1] = sol[2] = 0.0 - b/3;
282 return 3;
283 }
284 else if (std::abs(scalarValue(p)) < 1e-30 && std::abs(scalarValue(q)) > 1e-30) {
285 // t^3 + q = 0,
286 //
287 // i. e. single real root at t=curt(q)
288 Scalar t;
289 if (-q > 0) t = pow(-q, 1./3);
290 else t = - pow(q, 1./3);
291 sol[0] = t - b/3;
292
293 return 1;
294 }
295
296 assert(std::abs(scalarValue(p)) > 1e-30 && std::abs(scalarValue(q)) > 1e-30);
297
298 // t^3 + p*t = 0 = t*(t^2 + p),
299 //
300 // i. e. roots at t = 0, t^2 + p = 0
301 if (p > 0) {
302 sol[0] = 0.0 - b/3;
303 return 1; // only a single real root at t=0
304 }
305
306 // two additional real roots at t = sqrt(-p) and t = -sqrt(-p)
307 sol[0] = -sqrt(-p) - b/3;;
308 sol[1] = 0.0 - b/3;
309 sol[2] = sqrt(-p) - b/3;
310
311 return 3;
312}
313
331template <class Scalar, class SolContainer>
332unsigned cubicRoots(SolContainer* sol,
333 Scalar a,
334 Scalar b,
335 Scalar c,
336 Scalar d)
337{
338 // reduces to a quadratic polynomial
339 if (std::abs(scalarValue(a)) < 1e-30)
340 return invertQuadraticPolynomial(sol, b, c, d);
341
342 // We need to reduce the cubic equation to its "depressed cubic" form (however strange that sounds)
343 // Depressed cubic form: t^3 + p*t + q, where x = t - b/3*a is the transform we use when we have
344 // roots for t. p and q are defined below.
345 // Formula for p and q:
346 Scalar p = (3.0 * a * c - b * b) / (3.0 * a * a);
347 Scalar q = (2.0 * b * b * b - 9.0 * a * b * c + 27.0 * d * a * a) / (27.0 * a * a * a);
348
349 // Check if we have three or one real root by looking at the discriminant, and solve accordingly with
350 // correct formula
351 Scalar discr = 4.0 * p * p * p + 27.0 * q * q;
352 if (discr < 0.0) {
353 // Find three real roots of a depressed cubic, using the trigonometric method
354 // Help calculation
355 Scalar theta = (1.0 / 3.0) * acos( ((3.0 * q) / (2.0 * p)) * sqrt(-3.0 / p) );
356
357 // Calculate the three roots
358 sol[0] = 2.0 * sqrt(-p / 3.0) * cos( theta ) - b / (3.0 * a);
359 sol[1] = 2.0 * sqrt(-p / 3.0) * cos( theta - ((2.0 * std::numbers::pi) / 3.0) ) - b / (3.0 * a);
360 sol[2] = 2.0 * sqrt(-p / 3.0) * cos( theta - ((4.0 * std::numbers::pi) / 3.0) ) - b / (3.0 * a);
361
362 // Sort in ascending order
363 std::sort(sol, sol + 3);
364
365 // Return confirmation of three roots
366
367 return 3;
368 }
369 else if (discr > 0.0) {
370
371 // Find one real root of a depressed cubic using hyperbolic method. Different solutions depending on
372 // sign of p
373 Scalar t = 0;
374 if (p < 0) {
375 // Help calculation
376 Scalar theta = (1.0 / 3.0) * acosh( ((-3.0 * abs(q)) / (2.0 * p)) * sqrt(-3.0 / p) );
377
378 // Root
379 t = ( (-2.0 * abs(q)) / q ) * sqrt(-p / 3.0) * cosh(theta);
380 }
381 else if (p > 0) {
382 // Help calculation
383 Scalar theta = (1.0 / 3.0) * asinh( ((3.0 * q) / (2.0 * p)) * sqrt(3.0 / p) );
384 // Root
385 t = -2.0 * sqrt(p / 3.0) * sinh(theta);
386
387 }
388 else {
389 throw std::runtime_error(" p = 0 in cubic root solver!");
390 }
391
392 // Transform t to output solution
393 sol[0] = t - b / (3.0 * a);
394 return 1;
395
396 }
397 else {
398 // The discriminant, 4*p^3 + 27*q^2 = 0, thus we have simple (real) roots
399 // If p = 0 then also q = 0, and t = 0 is a triple root
400 if (p == 0) {
401 sol[0] = sol[1] = sol[2] = 0.0 - b / (3.0 * a);
402 }
403 // If p != 0, the we have a simple root and a double root
404 else {
405 sol[0] = (3.0 * q / p) - b / (3.0 * a);
406 sol[1] = sol[2] = (-3.0 * q) / (2.0 * p) - b / (3.0 * a);
407 std::sort(sol, sol + 3);
408 }
409 return 3;
410 }
411}
412} // end Opm
413
414#endif
A traits class which provides basic mathematical functions for arbitrary scalar floating point values...
This class implements a small container which holds the transmissibility mulitpliers for all the face...
Definition Exceptions.hpp:30
unsigned invertQuadraticPolynomial(SolContainer &sol, Scalar a, Scalar b, Scalar c)
Invert a quadratic polynomial analytically.
Definition PolynomialUtils.hpp:80
unsigned invertLinearPolynomial(SolContainer &sol, Scalar a, Scalar b)
Invert a linear polynomial analytically.
Definition PolynomialUtils.hpp:52
unsigned cubicRoots(SolContainer *sol, Scalar a, Scalar b, Scalar c, Scalar d)
Invert a cubic polynomial analytically.
Definition PolynomialUtils.hpp:332
unsigned invertCubicPolynomial(SolContainer *sol, Scalar a, Scalar b, Scalar c, Scalar d)
Invert a cubic polynomial analytically.
Definition PolynomialUtils.hpp:149