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1 Simultaneous Linear Equations Gaussian Elimination
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One of the most popular techniques for solving simultaneous linear equations of the form Consists of 2 steps 1. Forward Elimination of Unknowns. 2. Back Substitution
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Forward Elimination The goal of Forward Elimination is to transform the coefficient matrix into an Upper Triangular Matrix
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Forward Elimination Linear Equations A set of n equations and n unknowns..
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Forward Elimination Transform to an Upper Triangular Matrix Step 1: Eliminate x 1 in 2 nd equation using equation 1 as the pivot equation Which will yield
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Forward Elimination Zeroing out the coefficient of x 1 in the 2 nd equation. Subtract this equation from 2 nd equation Pivot = (a(2,1)/a(1,1)) For i=1:var+1 i:all element in the same equation a(2,i) = a(2,i) - (pivot * a(1,i) ) end
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This procedure is repeated for the remaining equations to reduce the set of equations as... For j=1+1:var j: all equations 1: to eleminate x1 Pivot = (a( j,1)/a(1,1)) For i=1:var+1 a( j,i) = a( j,i) - (pivot * a(1,i) ) End end
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Forward Elimination Step 2: Eliminate x 2 in the 3 rd equation. Equivalent to eliminating x 1 in the 2 nd equation using equation 2 as the pivot equation. This procedure is repeated for the remaining equations to reduce the set of equations
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Forward Elimination Continue this procedure by using the third equation as the pivot equation and so on. For nx=1:var-1 xn:all the x in all equations For j=nx+1:var j: all equations Pivot = (a( j,nx)/a(nx, nx)) For i=1:var+1 i:all element in the same equation a( j,i) = a( j,i) - (pivot * a(nx,i) ) End end
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At the end of (n-1) Forward Elimination steps, the system of equations will look like:..
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Forward Elimination At the end of the Forward Elimination steps
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Back Substitution The goal of Back Substitution is to solve each of the equations using the upper triangular matrix. Example of a system of 3 equations
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Back Substitution Start with the last equation because it has only one unknown Solve the second from last equation using x n solved for previously. This solves for x n-1.
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Back Substitution Representing Back Substitution for all equations by formula For i=n-1, n-2,….,1 and
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For z= var : -1 : 1 sum= 0 For w=z+1 : 1 : var Sum =sum+(a(z,w)*x(w)) End X(z)= (a(z,4)- sum) / a(z,z) end
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Example: Rocket Velocity The upward velocity of a rocket is given at three different times Time, tVelocity, v s m/s 5106.8 8177.2 12279.2
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Example: Rocket Velocity Forward Elimination: Step 1 Yields
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Example: Rocket Velocity Yields Forward Elimination: Step 1
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Example: Rocket Velocity Yields This is now ready for Back Substitution Forward Elimination: Step 2
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Example: Rocket Velocity Back Substitution: Solve for a 3 using the third equation
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Example: Rocket Velocity Back Substitution: Solve for a 2 using the second equation
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Example: Rocket Velocity Back Substitution: Solve for a 1 using the first equation
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Example: Rocket Velocity Solution: The solution vector is The polynomial that passes through the three data points is then:
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Example: Rocket Velocity Solution: Substitute each value of t to find the corresponding velocity
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