Echelon form of a matrix
- To: mathgroup at smc.vnet.net
- Subject: [mg28476] Echelon form of a matrix
- From: "Rasmus Debitsch" <debitsch at zeiss.de>
- Date: Fri, 20 Apr 2001 04:24:24 -0400 (EDT)
- Sender: owner-wri-mathgroup at wolfram.com
Hello Mathgroup. To solve a problem in robotics, I'm want to use resultants of polynomial systems. In "Mathematica in Education and Research", Vol.6 No.3 1997 one can found an instructive article "Elimination with the Dixon Resultant" by Nakos and Williams. Working with their implementation of the algorithms, it turns out, that the computation of the echolon form of a matrix by using elementary row operations without scaling is the main performance gap of the algorithm. The elemination step for symbolic matrices generates very long expressions and is very time comsuming. I have the strong feeling, that somewhere is a build in Mathematica function, which does the job much faster. But I haven't found this function yet. One candidate is RowReduce -- but I haven't found a way to use it for this special elemination process. I have attached the implementation of the elimination procedure an an example. << LinearAlgebra`MatrixManipulation` Clear[DixonGE,DixonPivot]; DixonPivot[ matrix_?MatrixQ, options___?OptionQ ]:=Module[{ i=1,j=1, n,m,zerotest }, zerotest=GEZeroTest/.Flatten[{options}]/.Options[Dixon]; {n,m}=Dimensions[matrix]; While[ j<m&&VectorQ[matrix[[All,j]], zerotest[#]&], j++]; While[ i<n&&zerotest[matrix[[i,j]]], i++]; {i,j} ]; DixonGE[ matrix_?MatrixQ, options___?OptionQ ]:=Module[{ n,m,i,j,matrixGE,matS,q,qr, verbose,print,simplify,zerotest }, verbose=Verbose/.Flatten[{options}]/.Options[Dixon]; print=VerbosePrint/.Flatten[{options}]/.Options[Dixon]; simplify=GESimplify/.Flatten[{options}]/.Options[Dixon]; zerotest=GEZeroTest/.Flatten[{options}]/.Options[Dixon]; {n,m}=Dimensions[matrix]; If[n<2, Return[matrix] ]; If[verbose,print["DixonGE ",n," ",m]]; Fold[ Function[{mat,row}, {i,j}=DixonPivot[TakeMatrix[mat,{row,row},{n,m}]]+{row-1,row-1}; If[!VectorQ[{i,j},IntegerQ], mat, If[i!=row, matS=mat[[Range[n]/.{row->i,i->row}]]; matS[[i]]*=-1, matS=mat; ]; If[verbose, print["DixonGE:"," row ",row," pivot ",{i,j}]; ]; q=matS[[row,j]]; If[Not[zerotest[q]], qr=matS[[row]]/q; MapAt[simplify[#-#[[j]] qr]&,matS, Transpose[{Range[row+1,n]}]], matS ] ] ], matrix, Range[1,n-1] ] ]; Clear[m, a, b, c]; m={{-270*a*b, 36*b^2, 21*a^2*c}, {36*b^2, 108*a*b, 0}, {0, 9*b^2*c, 27*a*b*c}, {9*b^2*c, 27*a*b*c, 0}}; DixonGE[m, Verbose->True, VerbosePrint->Print, GESimplify->Together, GEZeroTest->(Simplify[#===0]&) ] The typical matrix size for my special problems ist 50x60. The resulting expressions have leaf counts up to 1000000. Regards Rasmus -- Rasmus Debitsch Carl Zeiss Lithos GmbH Carl Zeiss Strasse D-73447 Oberkochen eMail : debitsch at zeiss.de