Skip to main content

graphics - Visualisation of the field of algebraic numbers in the complex plane



Hot to plot the field of algebraic numbers in the complex plane?


enter image description here



In this picture, the color of a point indicates the degree of the polynomial of which it’s a root:


red = rational numbers


green = roots of quadratic polynomials,


blue = roots of cubic polynomials


yellow = roots of quartic polynomials, and so on



I tried first few steps:



data = Table[(-b + Sqrt[b^2 - 4 a c])/(2 a), {a, 1, 100}, {b, -100, 100}, {c, -100, 100}];

ListPlot[{Re[#], Im[#]} & /@ data, AxesOrigin -> {0, 0},
PlotStyle -> [Green, PointSize[.02]]]

but it doesn't work..


Thank you in advance to any one who may be able to give me some ideas



Answer



Your code works fine, but it's missing half the roots, and a Flattening of the list of numbers prior to applying Re and Im helps. Adding those in:


data = Flatten[

Table[{(-b + Sqrt[b^2 - 4 a c])/(2 a), (-b -
Sqrt[b^2 - 4 a c])/(2 a)}, {a, 1, 20}, {b, -20, 20}, {c, -20,
20}]];
ListPlot[{Re[#], Im[#]} & /@ data, PlotRange -> {{-3, 3}, {-3, 3}},
AspectRatio -> 1]

gets you this:


enter image description here


Which is pretty nice!


If you'd like to generate images more like the one in the Wiki article or my examples, you can do the following steps:





  1. Generate a list of complex roots of polynomials of some order N, where the vector of polynomial coefficients $\mathbf{v}=(a_0,\ldots,a_N)$ satisfies $|\mathbf{v}|\leq R$ for some cutoff radius $R$.




  2. Convert each root into a 2d coordinate by taking the real and imaginary parts.




  3. Create a sparse array, and increment the element at each root's coordinate by $\frac{1}{|\mathbf{v}|^2}$. That way, roots of simple polynomials (ie, polynomials whose coefficient vectors lie near the origin in $\mathbb{R}^{N+1}$) are "brightest", and roots of complicated polynomials (ie, polynomials whose coefficient vectors lie near the surface of the hypersphere) are dimmer. You'll need to translate, scale, and round the coordinates to be positive integers, as matrix indices must be positive integers.





  4. Blur the sparse array. The raw sparse array isn't pretty, and blurring will reveal make it obvious which points are bright, and which are dim. Using the built-in GaussianFilter is the quickest way, but it's not the best-looking. My preferred way is to FFT-convolve with a Lorentz-like distribution $\left(\frac{\gamma^2}{\gamma^2+x^2+y^2}\right)^\alpha$, where $\alpha$ determines the tail heaviness; $\alpha=1.15$ works pretty good.




  5. Colorize the resulting array $M$ and render it using Image. One easy way is to feed Image the tensor-product $M\otimes\mathbf{c}$ where $\mathbf{c}$ is some 3-element RGB vector. In Mathematica 10, TensorProduct preserves PackedArrays, whereas in older versions it doesn't, so beware of RAM consumption if you're using an older version and want large images. Incidentally, that link has some examples of algebraic number plots.




Here's an example you can get from the above:


enter image description here


IIRC the green points are $N=3$ (cubics), and the yellow ones are $N=2$ (quadratics).



Similar with just quartics (I added additional red lighting for points near the origin):


enter image description here


And a large image of monic cubics where the linear coefficient is restricted to be an 8th root of unity:


https://www.flickr.com/photos/104348204@N05/11637086656/sizes/o/


Example Code


Here's some code to do the above:


https://www.dropbox.com/s/ushalt5feb19wal/Root%20Generator.nb?dl=0 https://www.dropbox.com/s/wo4405fb73yrxgp/Root%20Visualizer.nb?dl=0


The "Root Generator" generates roots, converts them into a sparse array, and exports it to a file (steps 1-3). The "Root Visualizer" imports the files, and renders them (steps 4-5). It's got decent comments/instructions inside, but you may need to tweak the parameters to get what you want.


Comments

Popular posts from this blog

functions - Get leading series expansion term?

Given a function f[x] , I would like to have a function leadingSeries that returns just the leading term in the series around x=0 . For example: leadingSeries[(1/x + 2)/(4 + 1/x^2 + x)] x and leadingSeries[(1/x + 2 + (1 - 1/x^3)/4)/(4 + x)] -(1/(16 x^3)) Is there such a function in Mathematica? Or maybe one can implement it efficiently? EDIT I finally went with the following implementation, based on Carl Woll 's answer: lds[ex_,x_]:=( (ex/.x->(x+O[x]^2))/.SeriesData[U_,Z_,L_List,Mi_,Ma_,De_]:>SeriesData[U,Z,{L[[1]]},Mi,Mi+1,De]//Quiet//Normal) The advantage is, that this one also properly works with functions whose leading term is a constant: lds[Exp[x],x] 1 Answer Update 1 Updated to eliminate SeriesData and to not return additional terms Perhaps you could use: leadingSeries[expr_, x_] := Normal[expr /. x->(x+O[x]^2) /. a_List :> Take[a, 1]] Then for your examples: leadingSeries[(1/x + 2)/(4 + 1/x^2 + x), x] leadingSeries[Exp[x], x] leadingSeries[(1/x + 2 + (1 - 1/x...

How to thread a list

I have data in format data = {{a1, a2}, {b1, b2}, {c1, c2}, {d1, d2}} Tableform: I want to thread it to : tdata = {{{a1, b1}, {a2, b2}}, {{a1, c1}, {a2, c2}}, {{a1, d1}, {a2, d2}}} Tableform: And I would like to do better then pseudofunction[n_] := Transpose[{data2[[1]], data2[[n]]}]; SetAttributes[pseudofunction, Listable]; Range[2, 4] // pseudofunction Here is my benchmark data, where data3 is normal sample of real data. data3 = Drop[ExcelWorkBook[[Column1 ;; Column4]], None, 1]; data2 = {a #, b #, c #, d #} & /@ Range[1, 10^5]; data = RandomReal[{0, 1}, {10^6, 4}]; Here is my benchmark code kptnw[list_] := Transpose[{Table[First@#, {Length@# - 1}], Rest@#}, {3, 1, 2}] &@list kptnw2[list_] := Transpose[{ConstantArray[First@#, Length@# - 1], Rest@#}, {3, 1, 2}] &@list OleksandrR[list_] := Flatten[Outer[List, List@First[list], Rest[list], 1], {{2}, {1, 4}}] paradox2[list_] := Partition[Riffle[list[[1]], #], 2] & /@ Drop[list, 1] RM[list_] := FoldList[Transpose[{First@li...

front end - keyboard shortcut to invoke Insert new matrix

I frequently need to type in some matrices, and the menu command Insert > Table/Matrix > New... allows matrices with lines drawn between columns and rows, which is very helpful. I would like to make a keyboard shortcut for it, but cannot find the relevant frontend token command (4209405) for it. Since the FullForm[] and InputForm[] of matrices with lines drawn between rows and columns is the same as those without lines, it's hard to do this via 3rd party system-wide text expanders (e.g. autohotkey or atext on mac). How does one assign a keyboard shortcut for the menu item Insert > Table/Matrix > New... , preferably using only mathematica? Thanks! Answer In the MenuSetup.tr (for linux located in the $InstallationDirectory/SystemFiles/FrontEnd/TextResources/X/ directory), I changed the line MenuItem["&New...", "CreateGridBoxDialog"] to read MenuItem["&New...", "CreateGridBoxDialog", MenuKey["m", Modifiers-...