1 | <?php |
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2 | /** |
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3 | * @package JAMA |
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4 | * |
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5 | * For an m-by-n matrix A with m >= n, the LU decomposition is an m-by-n |
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6 | * unit lower triangular matrix L, an n-by-n upper triangular matrix U, |
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7 | * and a permutation vector piv of length m so that A(piv,:) = L*U. |
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8 | * If m < n, then L is m-by-m and U is m-by-n. |
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9 | * |
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10 | * The LU decompostion with pivoting always exists, even if the matrix is |
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11 | * singular, so the constructor will never fail. The primary use of the |
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12 | * LU decomposition is in the solution of square systems of simultaneous |
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13 | * linear equations. This will fail if isNonsingular() returns false. |
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14 | * |
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15 | * @author Paul Meagher |
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16 | * @author Bartosz Matosiuk |
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17 | * @author Michael Bommarito |
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18 | * @version 1.1 |
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19 | * @license PHP v3.0 |
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20 | */ |
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21 | class PHPExcel_Shared_JAMA_LUDecomposition { |
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22 | |
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23 | const MatrixSingularException = "Can only perform operation on singular matrix."; |
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24 | const MatrixSquareException = "Mismatched Row dimension"; |
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25 | |
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26 | /** |
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27 | * Decomposition storage |
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28 | * @var array |
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29 | */ |
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30 | private $LU = array(); |
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31 | |
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32 | /** |
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33 | * Row dimension. |
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34 | * @var int |
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35 | */ |
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36 | private $m; |
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37 | |
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38 | /** |
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39 | * Column dimension. |
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40 | * @var int |
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41 | */ |
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42 | private $n; |
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43 | |
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44 | /** |
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45 | * Pivot sign. |
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46 | * @var int |
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47 | */ |
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48 | private $pivsign; |
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49 | |
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50 | /** |
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51 | * Internal storage of pivot vector. |
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52 | * @var array |
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53 | */ |
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54 | private $piv = array(); |
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55 | |
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56 | |
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57 | /** |
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58 | * LU Decomposition constructor. |
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59 | * |
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60 | * @param $A Rectangular matrix |
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61 | * @return Structure to access L, U and piv. |
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62 | */ |
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63 | public function __construct($A) { |
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64 | if ($A instanceof PHPExcel_Shared_JAMA_Matrix) { |
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65 | // Use a "left-looking", dot-product, Crout/Doolittle algorithm. |
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66 | $this->LU = $A->getArray(); |
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67 | $this->m = $A->getRowDimension(); |
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68 | $this->n = $A->getColumnDimension(); |
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69 | for ($i = 0; $i < $this->m; ++$i) { |
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70 | $this->piv[$i] = $i; |
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71 | } |
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72 | $this->pivsign = 1; |
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73 | $LUrowi = $LUcolj = array(); |
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74 | |
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75 | // Outer loop. |
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76 | for ($j = 0; $j < $this->n; ++$j) { |
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77 | // Make a copy of the j-th column to localize references. |
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78 | for ($i = 0; $i < $this->m; ++$i) { |
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79 | $LUcolj[$i] = &$this->LU[$i][$j]; |
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80 | } |
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81 | // Apply previous transformations. |
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82 | for ($i = 0; $i < $this->m; ++$i) { |
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83 | $LUrowi = $this->LU[$i]; |
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84 | // Most of the time is spent in the following dot product. |
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85 | $kmax = min($i,$j); |
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86 | $s = 0.0; |
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87 | for ($k = 0; $k < $kmax; ++$k) { |
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88 | $s += $LUrowi[$k] * $LUcolj[$k]; |
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89 | } |
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90 | $LUrowi[$j] = $LUcolj[$i] -= $s; |
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91 | } |
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92 | // Find pivot and exchange if necessary. |
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93 | $p = $j; |
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94 | for ($i = $j+1; $i < $this->m; ++$i) { |
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95 | if (abs($LUcolj[$i]) > abs($LUcolj[$p])) { |
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96 | $p = $i; |
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97 | } |
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98 | } |
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99 | if ($p != $j) { |
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100 | for ($k = 0; $k < $this->n; ++$k) { |
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101 | $t = $this->LU[$p][$k]; |
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102 | $this->LU[$p][$k] = $this->LU[$j][$k]; |
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103 | $this->LU[$j][$k] = $t; |
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104 | } |
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105 | $k = $this->piv[$p]; |
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106 | $this->piv[$p] = $this->piv[$j]; |
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107 | $this->piv[$j] = $k; |
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108 | $this->pivsign = $this->pivsign * -1; |
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109 | } |
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110 | // Compute multipliers. |
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111 | if (($j < $this->m) && ($this->LU[$j][$j] != 0.0)) { |
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112 | for ($i = $j+1; $i < $this->m; ++$i) { |
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113 | $this->LU[$i][$j] /= $this->LU[$j][$j]; |
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114 | } |
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115 | } |
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116 | } |
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117 | } else { |
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118 | throw new PHPExcel_Calculation_Exception(PHPExcel_Shared_JAMA_Matrix::ArgumentTypeException); |
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119 | } |
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120 | } // function __construct() |
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121 | |
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122 | |
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123 | /** |
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124 | * Get lower triangular factor. |
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125 | * |
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126 | * @return array Lower triangular factor |
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127 | */ |
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128 | public function getL() { |
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129 | for ($i = 0; $i < $this->m; ++$i) { |
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130 | for ($j = 0; $j < $this->n; ++$j) { |
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131 | if ($i > $j) { |
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132 | $L[$i][$j] = $this->LU[$i][$j]; |
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133 | } elseif ($i == $j) { |
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134 | $L[$i][$j] = 1.0; |
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135 | } else { |
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136 | $L[$i][$j] = 0.0; |
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137 | } |
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138 | } |
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139 | } |
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140 | return new PHPExcel_Shared_JAMA_Matrix($L); |
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141 | } // function getL() |
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142 | |
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143 | |
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144 | /** |
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145 | * Get upper triangular factor. |
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146 | * |
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147 | * @return array Upper triangular factor |
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148 | */ |
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149 | public function getU() { |
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150 | for ($i = 0; $i < $this->n; ++$i) { |
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151 | for ($j = 0; $j < $this->n; ++$j) { |
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152 | if ($i <= $j) { |
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153 | $U[$i][$j] = $this->LU[$i][$j]; |
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154 | } else { |
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155 | $U[$i][$j] = 0.0; |
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156 | } |
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157 | } |
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158 | } |
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159 | return new PHPExcel_Shared_JAMA_Matrix($U); |
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160 | } // function getU() |
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161 | |
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162 | |
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163 | /** |
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164 | * Return pivot permutation vector. |
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165 | * |
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166 | * @return array Pivot vector |
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167 | */ |
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168 | public function getPivot() { |
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169 | return $this->piv; |
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170 | } // function getPivot() |
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171 | |
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172 | |
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173 | /** |
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174 | * Alias for getPivot |
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175 | * |
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176 | * @see getPivot |
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177 | */ |
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178 | public function getDoublePivot() { |
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179 | return $this->getPivot(); |
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180 | } // function getDoublePivot() |
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181 | |
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182 | |
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183 | /** |
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184 | * Is the matrix nonsingular? |
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185 | * |
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186 | * @return true if U, and hence A, is nonsingular. |
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187 | */ |
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188 | public function isNonsingular() { |
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189 | for ($j = 0; $j < $this->n; ++$j) { |
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190 | if ($this->LU[$j][$j] == 0) { |
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191 | return false; |
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192 | } |
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193 | } |
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194 | return true; |
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195 | } // function isNonsingular() |
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196 | |
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197 | |
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198 | /** |
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199 | * Count determinants |
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200 | * |
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201 | * @return array d matrix deterninat |
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202 | */ |
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203 | public function det() { |
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204 | if ($this->m == $this->n) { |
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205 | $d = $this->pivsign; |
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206 | for ($j = 0; $j < $this->n; ++$j) { |
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207 | $d *= $this->LU[$j][$j]; |
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208 | } |
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209 | return $d; |
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210 | } else { |
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211 | throw new PHPExcel_Calculation_Exception(PHPExcel_Shared_JAMA_Matrix::MatrixDimensionException); |
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212 | } |
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213 | } // function det() |
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214 | |
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215 | |
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216 | /** |
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217 | * Solve A*X = B |
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218 | * |
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219 | * @param $B A Matrix with as many rows as A and any number of columns. |
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220 | * @return X so that L*U*X = B(piv,:) |
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221 | * @PHPExcel_Calculation_Exception IllegalArgumentException Matrix row dimensions must agree. |
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222 | * @PHPExcel_Calculation_Exception RuntimeException Matrix is singular. |
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223 | */ |
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224 | public function solve($B) { |
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225 | if ($B->getRowDimension() == $this->m) { |
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226 | if ($this->isNonsingular()) { |
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227 | // Copy right hand side with pivoting |
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228 | $nx = $B->getColumnDimension(); |
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229 | $X = $B->getMatrix($this->piv, 0, $nx-1); |
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230 | // Solve L*Y = B(piv,:) |
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231 | for ($k = 0; $k < $this->n; ++$k) { |
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232 | for ($i = $k+1; $i < $this->n; ++$i) { |
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233 | for ($j = 0; $j < $nx; ++$j) { |
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234 | $X->A[$i][$j] -= $X->A[$k][$j] * $this->LU[$i][$k]; |
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235 | } |
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236 | } |
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237 | } |
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238 | // Solve U*X = Y; |
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239 | for ($k = $this->n-1; $k >= 0; --$k) { |
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240 | for ($j = 0; $j < $nx; ++$j) { |
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241 | $X->A[$k][$j] /= $this->LU[$k][$k]; |
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242 | } |
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243 | for ($i = 0; $i < $k; ++$i) { |
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244 | for ($j = 0; $j < $nx; ++$j) { |
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245 | $X->A[$i][$j] -= $X->A[$k][$j] * $this->LU[$i][$k]; |
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246 | } |
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247 | } |
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248 | } |
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249 | return $X; |
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250 | } else { |
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251 | throw new PHPExcel_Calculation_Exception(self::MatrixSingularException); |
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252 | } |
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253 | } else { |
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254 | throw new PHPExcel_Calculation_Exception(self::MatrixSquareException); |
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255 | } |
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256 | } // function solve() |
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257 | |
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258 | } // class PHPExcel_Shared_JAMA_LUDecomposition |
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