views:

104

answers:

2

Hi,

[Screenshot below]

I was using ListPlot to draw a smooth line through some data points. But I want to be able to work with the 1st and 2nd derivative of the plot, so I thought I'd create an actual "function" using Interpolation. But as you can see in the picture, it's not smooth. There are some strange spikes when I do Plot[Interpolation[...]...]. I'm wondering how ListPlot get's it's interpolated function, and how I can get the same thing, using Interpolation[] or some other method.

thanks,
Rob

Here is some text for copy/paste:

myPoints = {{0.,3.87},{1.21,4.05},{2.6,4.25},{4.62,4.48},{7.24,4.73},{9.66,4.93},
{12.48,5.14},{14.87,5.33},{17.34,5.55},{19.31,5.78},{20.78,6.01},{22.08,6.34},
{22.82,6.7},{23.2,7.06},{23.41,7.54},{23.52,8.78},{23.59,9.59},{23.62,9.93},
{23.72,10.24},{23.88,10.56},{24.14,10.85},{24.46,11.05},{24.81,11.2},
{25.73,11.44},{27.15,11.63}}

ListPlot[myPoints, Joined -> True, Mesh -> Full] 

Plot[Interpolation[myPoints][x], {x, 0, 27.2}] 

The last one has spikes.

Edit...

Gleno pointed out that my List plot is linear.  But what about when both have 
InterpolationOrder -> 3?
ListPlot[myPoints, Joined -> True, Mesh -> Full, InterpolationOrder -> 3]
Plot[Interpolation[myPoints, InterpolationOrder -> 3][x], {x, 0, 27.2}]

Mathematica ListPlot Screenshot

+1  A: 

Sorry to dissapoint you, but the answer is very simple. ListLinePlot / ListPlot just draws a straight line

Plot[Interpolation[myPoints, InterpolationOrder -> 1][x], {x, 0, 27.2}]

produces the same un-hacky line. You may also have varying deress of success applying second order interpolation and using Splines.

Plot[Interpolation[myPoints, InterpolationOrder -> 2, Method -> "Spline"][x], {x, 0, 27.2}]
Gleno
Ah, I didn't notice that those were actually straight. But what about when you add interpolationOrder -> 3 to both of them? (I tried to add some code to this comment... bad idea... let me edit the question.)
Rob N
Okay, with InterpolationOrder -> 3 on both of them, I get a smooth curve with rounded segments on the ListPlot, but a hacky curve with the Plot[Interpolation[...
Rob N
+2  A: 

I believe that the method used by ListPlot for interpolation is to interpolate each coordinate as a function of the list index. Something like the following looks a lot like the output from ListPlot[...,InterpolationOrder->3]:

With[{
  xyInterpolation=Interpolation[#,InterpolationOrder->3]&/@Transpose[myPoints]},
  ParametricPlot[Through[xyInterpolation[i]],{i,1,Length[myPoints]}]
]

From such an interpolation you should be able to grab your derivatives via implicit differentiation, e.g. dx/dy == (dx/dt)/(dy/dt). A delight to flaunt that notation in a place where it might make some mathematicians puke :)

Janus
Thanks, this is just what I was looking for.
Rob N