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package Math::Interpolate; |
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3
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require 5.004_01; |
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5
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1
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1
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1684
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use strict; |
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2
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1
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38
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6
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1
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1
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5
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use Exporter; |
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1
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2
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1
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51
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7
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1
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1
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813
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use Math::IntervalSearch qw(interval_search); |
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1
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12
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1
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78
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8
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1
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1
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7
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use vars qw(@EXPORT_OK @ISA $VERSION); |
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2
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1
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2050
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9
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10
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@EXPORT_OK = qw(derivatives constant_interpolate |
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linear_interpolate robust_interpolate); |
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@ISA = qw(Exporter); |
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$VERSION = '1.06'; |
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$VERSION = eval $VERSION; |
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15
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16
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sub derivatives { |
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17
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1004
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1004
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1
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1445
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my $X = shift; |
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18
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1004
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50
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1913
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return unless defined($X); |
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19
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1004
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50
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1920
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return unless ref($X); |
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20
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21
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1004
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1220
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my $Y = shift; |
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22
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1004
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50
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1791
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return unless defined($Y); |
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23
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1004
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50
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1844
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return unless ref($Y); |
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24
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25
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1004
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1217
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my $num_x = @$X; |
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26
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1004
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1091
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my $num_y = @$Y; |
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27
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28
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1004
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50
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1765
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return unless $num_x == $num_y; |
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29
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30
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1004
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50
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1898
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if ( $num_x < 2 ) { |
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31
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0
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0
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return (); |
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32
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} |
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33
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34
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# Set up the derivative array. |
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35
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1004
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1129
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my @deriv; |
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36
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37
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# If there for two input points, use a straight line as the derivative. |
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38
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1004
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100
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1833
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if ( $num_x == 2 ) { |
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39
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1
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4
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$deriv[0] = ($Y->[1] - $Y->[0]) / ($X->[1] - $X->[0]); |
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40
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1
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2
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$deriv[1] = $deriv[0]; |
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41
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1
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5
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return @deriv; |
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42
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} |
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43
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44
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# Calculate the derivatives for the interior points. This loop uses |
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45
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# a total of 6 points to calculate the derivative at any one |
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46
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# point. And when the loop moves along in increasing array |
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47
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# position, the same data point is used three times. So instead of |
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48
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# reading the correct value from the array three times, just shift |
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49
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# the values down by copying them from one variable to the next. |
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50
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1003
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1035
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my $xi; |
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51
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1003
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1349
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my $xj = $X->[0]; |
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52
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1003
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1406
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my $xk = $X->[1]; |
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53
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1003
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1066
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my $yi; |
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54
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1003
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1155
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my $yj = $Y->[0]; |
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55
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1003
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1309
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my $yk = $Y->[1]; |
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56
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57
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1003
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2393
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for (my $i=1; $i<$num_x-1; ++$i) { |
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58
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3009
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3366
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$xi = $xj; |
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59
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3009
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3136
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$xj = $xk; |
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60
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3009
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4138
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$xk = $X->[$i+1]; |
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61
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3009
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2989
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$yi = $yj; |
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62
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3009
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3137
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$yj = $yk; |
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63
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3009
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3537
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$yk = $Y->[$i+1]; |
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64
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65
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3009
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5473
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my $r1 = ($xk - $xj)*($xk - $xj) + ($yk - $yj)*($yk - $yj); |
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66
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3009
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4811
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my $r2 = ($xj - $xi)*($xj - $xi) + ($yj - $yi)*($yj - $yi); |
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67
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68
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3009
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10777
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$deriv[$i] = |
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69
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( ($yj - $yi)*$r1 + ($yk - $yj)*$r2 ) / |
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70
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( ($xj - $xi)*$r1 + ($xk - $xj)*$r2 ); |
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71
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} |
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72
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73
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# Calculate the derivative at the first point, (x(0),y(0)). |
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74
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1003
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1149
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my $i = 0; |
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75
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1003
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1086
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my $j = 1; |
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76
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1003
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2002
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my $slope = ($Y->[$j] - $Y->[$i])/($X->[$j] - $X->[$i]); |
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77
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1003
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100
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66
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6486
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if ( (($slope >= 0) && ($slope >= $deriv[$j])) || |
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66
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33
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78
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(($slope <= 0) && ($slope <= $deriv[$j])) ) { |
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79
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1
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4
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$deriv[0] = 2*$slope - $deriv[1]; |
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80
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} |
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81
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else { |
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82
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1002
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2448
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$deriv[0] = $slope + (abs($slope) * ($slope - $deriv[1])) / |
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83
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(abs($slope) + abs($slope - $deriv[1]) ); |
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84
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} |
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85
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86
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# Calculate the derivative at the last point. |
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87
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1003
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1196
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$i = $num_x - 2; |
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88
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1003
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1209
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$j = $num_x - 1; |
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89
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1003
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2097
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$slope = ($Y->[$j] - $Y->[$i])/($X->[$j] - $X->[$i]); |
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90
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1003
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100
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66
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5067
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if ( (($slope >= 0) && ($slope >= $deriv[$i])) || |
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33
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66
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91
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(($slope <= 0) && ($slope <= $deriv[$i])) ) { |
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92
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1002
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1704
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$deriv[$j] = 2*$slope - $deriv[$i]; |
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93
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} |
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94
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else { |
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95
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1
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19
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$deriv[$j] = $slope + (abs($slope) * ($slope - $deriv[$i])) / |
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96
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(abs($slope) + abs($slope - $deriv[$i]) ); |
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97
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} |
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98
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99
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1003
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4272
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@deriv; |
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100
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} |
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101
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102
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sub constant_interpolate { |
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103
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8
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8
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1
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13
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my $x = shift; |
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104
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8
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50
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15
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return unless defined($x); |
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105
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106
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8
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11
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my $X = shift; |
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107
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8
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50
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17
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return unless defined($X); |
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108
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8
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50
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15
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return unless ref($X); |
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109
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110
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8
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10
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my $Y = shift; |
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111
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8
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50
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29
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return unless defined($Y); |
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112
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8
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50
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15
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return unless ref($Y); |
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113
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114
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8
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10
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my $num_x = @$X; |
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115
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8
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10
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my $num_y = @$Y; |
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116
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8
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50
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16
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return unless $num_x == $num_y; |
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117
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118
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# Find where the point to be interpolated lies in the input sequence. |
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119
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# If the x value lies outside of the X sequence, use the value at either |
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120
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# the beginning or the end of the sequence. |
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121
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8
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18
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my $j = interval_search($x, $X); |
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122
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8
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100
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26
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if ( $j < 0 ) { |
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50
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123
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1
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1
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$j = 0; |
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124
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} |
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125
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elsif ( $j > $num_x - 1 ) { |
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126
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0
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0
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$j = $num_x - 1; |
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127
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} |
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128
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129
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# Return the Y value at the point. |
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130
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8
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38
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$Y->[$j]; |
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131
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} |
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132
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133
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sub linear_interpolate { |
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134
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2003
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2003
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1
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147157
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my $x = shift; |
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135
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2003
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50
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4237
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return unless defined($x); |
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136
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137
|
2003
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2431
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my $X = shift; |
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138
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2003
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50
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|
3514
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return unless defined($X); |
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139
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2003
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50
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3874
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return unless ref($X); |
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140
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141
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2003
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2322
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my $Y = shift; |
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142
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2003
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50
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3427
|
return unless defined($Y); |
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143
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2003
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50
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3565
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return unless ref($Y); |
|
144
|
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145
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2003
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2589
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my $num_x = @$X; |
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146
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2003
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|
2118
|
my $num_y = @$Y; |
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147
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2003
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50
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3582
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return unless $num_x == $num_y; |
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148
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149
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# Find where the point to be interpolated lies in the input sequence. |
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150
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# If the point lies outside, then coerce the index value to be legal for |
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151
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# the routine to work. Remember, this is only an interpreter, not an |
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152
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# extrapolator. |
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153
|
2003
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4873
|
my $j = interval_search($x, $X); |
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154
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2003
|
100
|
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5568
|
if ( $j < 0 ) { |
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100
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155
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1
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1
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$j = 0; |
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156
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} |
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157
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elsif ( $j >= $num_x - 1 ) { |
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158
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2
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6
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$j = $num_x - 2; |
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159
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} |
|
160
|
2003
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2496
|
my $k = $j + 1; |
|
161
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162
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# Calculate the linear slope between the two points. |
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163
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2003
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|
4024
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my $dy = ($Y->[$k] - $Y->[$j]) / ($X->[$k] - $X->[$j]); |
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164
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165
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# Use the straight line between the two points to interpolate. |
|
166
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2003
|
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3594
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my $y = $dy*($x - $X->[$j]) + $Y->[$j]; |
|
167
|
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168
|
2003
|
100
|
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|
6528
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return wantarray ? ($y, $dy) : $y; |
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169
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} |
|
170
|
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|
171
|
|
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|
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|
|
sub robust_interpolate { |
|
172
|
2002
|
|
|
2002
|
1
|
6901
|
my $x = shift; |
|
173
|
2002
|
50
|
|
|
|
3651
|
return unless defined($x); |
|
174
|
|
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|
175
|
2002
|
|
|
|
|
2458
|
my $X = shift; |
|
176
|
2002
|
50
|
|
|
|
3457
|
return unless defined($X); |
|
177
|
2002
|
50
|
|
|
|
3851
|
return unless ref($X); |
|
178
|
|
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|
179
|
2002
|
|
|
|
|
2337
|
my $Y = shift; |
|
180
|
2002
|
50
|
|
|
|
3455
|
return unless defined($Y); |
|
181
|
2002
|
50
|
|
|
|
3592
|
return unless ref($Y); |
|
182
|
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|
|
183
|
2002
|
|
|
|
|
2482
|
my $num_x = @$X; |
|
184
|
2002
|
|
|
|
|
2118
|
my $num_y = @$Y; |
|
185
|
2002
|
50
|
|
|
|
3437
|
return unless $num_x == $num_y; |
|
186
|
|
|
|
|
|
|
|
|
187
|
|
|
|
|
|
|
# Calculate the derivative if it wasn't passed in. |
|
188
|
2002
|
|
|
|
|
2190
|
my $dY = shift; |
|
189
|
2002
|
100
|
66
|
|
|
9315
|
unless (defined($dY) and ref($dY)) { |
|
190
|
1001
|
|
|
|
|
1787
|
$dY = [ derivatives($X, $Y) ]; |
|
191
|
|
|
|
|
|
|
} |
|
192
|
|
|
|
|
|
|
|
|
193
|
|
|
|
|
|
|
# Find where the point to be interpolated lies in the input |
|
194
|
|
|
|
|
|
|
# sequence. If the point lies outside, then coerce the index value |
|
195
|
|
|
|
|
|
|
# to be legal for the routine to work. Remember, this is only an |
|
196
|
|
|
|
|
|
|
# interpreter, not an extrapolator. |
|
197
|
2002
|
|
|
|
|
5344
|
my $j = interval_search($x, $X); |
|
198
|
2002
|
50
|
|
|
|
5283
|
if ( $j < 0 ) { |
|
|
|
100
|
|
|
|
|
|
|
199
|
0
|
|
|
|
|
0
|
$j = 0; |
|
200
|
|
|
|
|
|
|
} |
|
201
|
|
|
|
|
|
|
elsif ( $j >= $num_x - 1 ) { |
|
202
|
2
|
|
|
|
|
6
|
$j = $num_x - 2; |
|
203
|
|
|
|
|
|
|
} |
|
204
|
2002
|
|
|
|
|
2569
|
my $k = $j + 1; |
|
205
|
|
|
|
|
|
|
|
|
206
|
|
|
|
|
|
|
# Calculate a few variables that will be used frequently. |
|
207
|
2002
|
|
|
|
|
2745
|
my $xj = $X->[$j]; |
|
208
|
2002
|
|
|
|
|
2357
|
my $xk = $X->[$k]; |
|
209
|
2002
|
|
|
|
|
2247
|
my $yj = $Y->[$j]; |
|
210
|
2002
|
|
|
|
|
2516
|
my $yk = $Y->[$k]; |
|
211
|
2002
|
|
|
|
|
2982
|
my $slope = ($yk - $yj) / ($xk - $xj); |
|
212
|
2002
|
|
|
|
|
3442
|
my $y0 = $yj + $slope * ($x - $xj); |
|
213
|
2002
|
|
|
|
|
3348
|
my $dely0 = $yj + $dY->[$j] * ($x - $xj) - $y0; |
|
214
|
2002
|
|
|
|
|
3048
|
my $dely1 = $yk + $dY->[$k] * ($x - $xk) - $y0; |
|
215
|
|
|
|
|
|
|
|
|
216
|
|
|
|
|
|
|
# Calculate the derivatives of the three variables above with respest |
|
217
|
|
|
|
|
|
|
# to x. |
|
218
|
2002
|
|
|
|
|
2276
|
my $d_y0 = $slope; |
|
219
|
2002
|
|
|
|
|
2988
|
my $d_dely0 = $dY->[$j] - $d_y0; |
|
220
|
2002
|
|
|
|
|
2627
|
my $d_dely1 = $dY->[$k] - $d_y0; |
|
221
|
|
|
|
|
|
|
|
|
222
|
|
|
|
|
|
|
# Calculate the interpolated y and dy values. |
|
223
|
2002
|
|
|
|
|
2329
|
my $dely_sign = $dely0*$dely1; |
|
224
|
2002
|
|
|
|
|
2132
|
my $y; |
|
225
|
|
|
|
|
|
|
my $dy; |
|
226
|
2002
|
100
|
|
|
|
4317
|
if ($dely_sign == 0) { |
|
227
|
10
|
|
|
|
|
570
|
$y = $y0; |
|
228
|
10
|
|
|
|
|
12
|
$dy = $d_y0; |
|
229
|
10
|
50
|
|
|
|
51
|
return wantarray ? ($y0, $d_y0) : $y0; |
|
230
|
|
|
|
|
|
|
} |
|
231
|
|
|
|
|
|
|
|
|
232
|
1992
|
|
|
|
|
2381
|
my $dely_sum = $dely0 + $dely1; |
|
233
|
1992
|
100
|
|
|
|
8121
|
if ($dely_sign > 0) { |
|
234
|
1395
|
|
|
|
|
1852
|
$y = $y0 + $dely_sign/$dely_sum; |
|
235
|
1395
|
|
|
|
|
3203
|
$dy = $d_y0 + ($dely_sum*($dely0*$d_dely1 + $d_dely0*$dely1) - |
|
236
|
|
|
|
|
|
|
$dely_sign*($d_dely0 + $d_dely1)) / ($dely_sum*$dely_sum); |
|
237
|
|
|
|
|
|
|
} |
|
238
|
|
|
|
|
|
|
else { |
|
239
|
597
|
|
|
|
|
835
|
my $x_tmp = 2*$x - $xj - $xk; |
|
240
|
597
|
|
|
|
|
1024
|
$y = $y0 + $dely_sign*$x_tmp/(($dely0 - $dely1)*($xk - $xj)); |
|
241
|
597
|
|
|
|
|
2111
|
$dy = $d_y0 + (($dely0 - $dely1)*($xk - $xj)* |
|
242
|
|
|
|
|
|
|
($d_dely0*$dely1*$x_tmp + |
|
243
|
|
|
|
|
|
|
$dely0*$d_dely1*$x_tmp + |
|
244
|
|
|
|
|
|
|
$dely_sign*2) - |
|
245
|
|
|
|
|
|
|
$dely_sign*$x_tmp* |
|
246
|
|
|
|
|
|
|
(($xk - $xj)*($d_dely0 - $d_dely1))) / |
|
247
|
|
|
|
|
|
|
(($dely0 - $dely1)*($dely0 - $dely1)*($xk - $xj)*($xk - $xj)); |
|
248
|
|
|
|
|
|
|
} |
|
249
|
|
|
|
|
|
|
|
|
250
|
1992
|
50
|
|
|
|
7658
|
return wantarray ? ($y, $dy) : $y; |
|
251
|
|
|
|
|
|
|
} |
|
252
|
|
|
|
|
|
|
|
|
253
|
|
|
|
|
|
|
sub degenerate { |
|
254
|
0
|
|
|
0
|
0
|
|
my ($x1, $y1, $dy1, $x2, $y2, $dy2) = @_; |
|
255
|
0
|
|
|
|
|
|
my $slope = ($y2 - $y1)/($x2 - $x1); |
|
256
|
0
|
0
|
|
|
|
|
(sleep == $dy1) && ($dy1 != $dy2); |
|
257
|
|
|
|
|
|
|
} |
|
258
|
|
|
|
|
|
|
|
|
259
|
|
|
|
|
|
|
1; |
|
260
|
|
|
|
|
|
|
|
|
261
|
|
|
|
|
|
|
__END__ |