183 lines
5.0 KiB
C
183 lines
5.0 KiB
C
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/*
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----
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This file is part of SECONDO.
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Copyright (C) 2019,
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Faculty of Mathematics and Computer Science,
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Database Systems for New Applications.
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SECONDO is free software; you can redistribute it and/or modify
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it under the terms of the GNU General Public License as published by
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the Free Software Foundation; either version 2 of the License, or
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(at your option) any later version.
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SECONDO is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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GNU General Public License for more details.
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You should have received a copy of the GNU General Public License
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along with SECONDO; if not, write to the Free Software
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Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
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----
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//[<] [\ensuremath{<}]
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//[>] [\ensuremath{>}]
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\setcounter{tocdepth}{3}
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\tableofcontents
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1 MathUtils class
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*/
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#pragma once
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#include <array>
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#include <vector>
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#include <cmath>
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#include <algorithm>
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#include <iostream>
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namespace pointcloud2 {
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class MathUtils {
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public:
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/* initializes the random number generator with the given seed.
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* If seed is 0, the current time will be used; otherwise
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* the results of any consecutive getRnd() calls will be reproducible */
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static void initializeRnd(unsigned seed);
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/* returns a random number in [0.0, 1.0[ */
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static double getRnd();
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/* returns a random number in [min, max[ */
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static double getRnd(const double min, const double max);
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/* returns a random int in [0, size - 1] */
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static size_t getRndInt(const size_t size);
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};
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/*
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2 Matrix class
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*/
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template<int colCount>
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class Matrix {
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std::vector<std::array<double, colCount>> _mat;
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public:
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Matrix(std::vector<std::array<double, colCount>> mat)
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: _mat(mat) {
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}
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double get(const size_t line, const size_t column) const {
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return _mat[line][column];
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}
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void print() const {
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for (size_t i = 0; i < _mat.size(); ++i) {
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for (int j = 0; j < colCount; ++j)
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std::cout << _mat[i][j] << " ";
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std::cout << std::endl;
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}
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std::cout << std::endl;
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}
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void swapLines(const unsigned index1, const unsigned index2) {
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std::iter_swap(_mat.begin() + index1, _mat.begin() + index2);
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}
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void multiplyLine(const unsigned index, const double multiplicand) {
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auto& line = _mat[index];
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for(int i = 0; i < colCount; ++i)
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line[i] *= multiplicand;
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}
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/* adds to factor * lineSource to lineDest, starting from startColumn
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* (assuming that left of startColumn everything is 0.0) */
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void addToLine(const unsigned lineDest,
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const unsigned lineSource, const double factor, const
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unsigned startColumn) {
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auto& source = _mat[lineSource];
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auto& dest = _mat[lineDest];
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for (int i = startColumn; i < colCount; ++i)
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dest[i] += factor * source[i];
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}
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};
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template class Matrix<4>;
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template class Matrix<5>;
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/*
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Solves the linear system presented by the given (unknownCount)
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equations. If the linear system cannot be solved, an empty vector
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is returned. unknownCount is the number of equations; the augmented
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matrix has an extra column, therefore unknownCount + 1 columns.
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Example of usage:
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----
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auto res = solveLinearSystem<3>(
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{{0, 0, 1, 2}, {3, -1, 5, 2}, {1, 2, 3, 1}});
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std::cout << res[0] << ", " << res[1] << ", " << res[2] << std::endl;
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----
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*/
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template<size_t unknownCount>
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std::vector<double> solveLinearSystem(
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std::vector<std::array<double, unknownCount + 1>> eqs) {
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assert (eqs.size() == unknownCount);
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Matrix<unknownCount + 1> mat(eqs);
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std::vector<double> results;
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// iterate over lines
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size_t lineCount = unknownCount;
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for (size_t i = 0; i < lineCount; ++ i) {
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// if the element on the diagonal is 0, try to swap with
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// a line below i
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if (mat.get(i, i) == 0.0) {
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bool found = false;
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for (size_t j = i + 1; j < lineCount; ++j) {
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if (mat.get(j, i) != 0.0) {
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mat.swapLines(i, j);
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found = true;
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break;
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}
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}
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if (!found)
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return results;
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}
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// make the diagonal element 1.0
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mat.multiplyLine(i, 1 / mat.get(i, i));
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// eliminate the elements below mat[i][i]
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for (size_t j = i + 1; j < lineCount; ++j)
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mat.addToLine(j, i, -mat.get(j, i), i);
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}
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// compile the results
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results.resize(unknownCount);
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for (int res = lineCount - 1; res >= 0; --res) { // must be int!! size_t
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// is always >= 0 ...
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size_t i(res);
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double result = mat.get(i, unknownCount);
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for (size_t j = i + 1; j < unknownCount; ++j)
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result -= mat.get(i, j) * results[j];
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results[i] = result;
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}
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return results;
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}
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std::string formatInt(const long num);
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} /* namespace pointcloud2 */
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