Lab 2 Solving Systems of Linear Equations in Matrix Form with rref Learning Goals Determine the solution of a system of equations from the augmented matrix Determine the reduced row echelon form of the augmented matrix, rref Keywords: system of linear equations, matrix form or system of linear equations, augmented matrix, rref Example 1: Solve the system of linear equations in the two variables x and y x 2x y 4y 4 14 The matrix form of this equation, AX B , the matrix of coefficients times the vector of variables set equal to the right hand side vector of constants, is written as 1 2 1 4 x y 4 14 The matrix form, the vector form, and the augmented matrix form, respectively, for the system of equations are 1 1 x 4 2 4 y 14 Matrix form 1 1 4 y 2 4 14 Vector form of equations x 1 1 4 2 4 14 Augmented form The augmented matrix will be entered into the MATLAB and the rref command will be used to help find the solution. The rref command computes the reduced row echelon form of a matrix. We will store our augmented matrix into the 2 3 (two rows and three columns) matrix A . The MATLAB commands to complete the problem with the associated MATLAB results follow. A=[1 -1 4;2 4 14] A= 1 -1 4 2 4 14 rref(A) ans = 1 0 5 0 1 1 The reduced row echelon form of the augmented matrix means that the original problem has been transformed to a system of equations where the solution is easy to determine. The rref 11 Lab 2 Solving Systems with rref version of the augmented matrix has 2 pivots and no free variables so the system of equations will have a unique solution. The equation form of the rref result is: 5 1 x y Solution type: Unique solution; solution: x 5, y 1. The solution of the system of equations is the ordered pair 5,1 . The equations will both be true at the same time if x 5 and y 1 . Graphically, this means that the two equations represent straight lines that intersect at exactly one point. The solution, in vector form, is 5 1 x y Example 2: Solve the system of linear equations in the two variables x and y y 3y 2x 3x 12 To put the system of equations into matrix form and then the augmented matrix form we need to rewrite the system so that the x ’s and the y ’s are lined up on one side of the equation and the constant part is on the other side. 3x 2x y 3y 0 12 The matrix, vector, and augmented matrix forms, respectively, of the equations are 3 1 x 0 2 3 y 12 Matrix form 3 1 0 y 2 3 12 Vector form of equations x 3 1 0 2 3 12 Augmented form Enter the augmented matrix into the MATLAB and use the rref command to help find the solution of the system of equations. MATLAB displays 1 0 0 1 1.0909 3.2727 Again: 2 pivots and no free variables so the system of equations has a unique solution. 12 Lab 2 Solving Systems with rref Solution type: Unique solution; solution: x 1.0909 , y 3.2727 . 12 36 The exact solutions are x and y . To display the answer in fraction form (as 11 11 rational numbers) enter format rat, then redo the rref work. The solution is the ordered pair, 12 36 , . Graphically, the equations represent two straight lines that intersect at exactly one 11 11 point, a unique solution. Example 3: Solve the system of linear equations in the two variables x and y 2x 6x y 3y 4 6 The matrix and augmented matrix forms of the equations are 2 6 1 x 4 3 y 6 Matrix form 2 1 4 6 3 6 Augmented form Enter the augmented matrix into the MATLAB and use the rref command to help find the solution of the system of equations. MATLAB displays 1 0 -.5 0 0 1 The rref version of the augmented matrix has 1 pivot and 1 free variable so the system of equations will not have a unique solution. From the reduced row echelon form of the augmented matrix, our original problem has been transformed to one of the form x 0.5 y 0 0 1 Solution type: Contradiction; solution: No Solution or inconsistent. There are no pairs of x, y that satisfy both equations at the same time. Graphically, the equations represent parallel lines with no points in common. Example 4: Solve the system of linear equations in the two variables x and y 4x 2y y 8x 2 4 The matrix and augmented matrix forms of the equations are 13 Lab 2 Solving Systems with rref 4 1 x 2 4 1 2 8 2 y 4 8 2 4 Enter the augmented matrix into the MATLAB and use the rref command to help find the solution of the system of equations. MATLAB displays 1 -0.25 0 0 0.5 0 The transformed equations are: 0.25 y 0 x 0.5 0 The rref result indicates 1 pivot and 1 free variable so no unique solution. Solution type: Consistent and dependent or Identity; solution: x 0.25 y 0.5, y ( y is any real number). Alternately, one may write: x 0.25t 0.5, t or x, y | x 0.25t , t . Some sample solutions: x 1, y 2, x 2, y 10 . Vector form of solution. The vector form of the solutions is determined from the transformed equations that are written using the rref version of the augmented matrix. The regular variables are solved in terms of the free variables from the transformed equations and the free variables set equal to themselves. The vector form of the solution is: 0.25 y 0.5 y x y Parametric form of solution. The general solution of AX B is X vh p , where vh is the solution of the homogeneous problem, AX 0 , and p is the particular part of the solution due to a nonzero right hand side vector, B . The parametric form of the solution to the linear system of equations AX B with the parameter t is: x y t 0.25 1 0.5 , t 0 ; then : vh t 0.25 ,p 1 0.5 0 Example 5: Three equations with three unknowns. Solve the system of linear equations in the three variables x , y , and z . x y 4z 4 2x 4x 4y z 3z 14 8 The matrix and vector forms of the equations and the augmented matrix of the equations are 14 Lab 2 Solving Systems with rref 1 2 4 1 4 x 4 4 1 y 14 0 3 z 8 Matrix form 1 1 4 4 x 2 y 4 z 1 14 4 0 3 8 Vector form of equations 1 1 4 4 2 4 1 14 4 0 3 8 Augmented form The augmented matrix is entered into MATLAB and the rref command applied to determine the solution of the system of equations. Store the augmented matrix into the 3 4 (three rows and four columns) matrix A using the EDIT option of the MATLAB MATRIX menus. MATLAB commands and results are A=[1 -1 4 4;2 4 -1 14;4 0 3 8] A= 1 -1 4 4 2 4 -1 14 4 0 3 8 rref(A) ans = 1.0000 0 0 0.7143 0 1.0000 0 3.5714 0 0 1.0000 1.7143 The rref version of the augmented matrix has 3 pivots with no free variables so the system of equations will have a unique solution. Solution type: Unique solution. Solution: x 0.714285 , y 3.57142 , z 1.71428 . Vector form of the solution: x y z .714285... 3.57142... 1.71428... The solution of the system of equations is the ordered triple 0.714285 , 3.57142 ,1.71428 , that is, the equations will all be true at the same time if x 0.714285 , y 3.57142 , and z 1.71428 . Geometrically the three equations represent three planes that intersect at exactly one point. The general solution of AX so the parametric form of the solution to the linear system above is: x y z 0 t 0 0 0.714285 3.57142 1.71428 0.714285 3.57142 1.71428 ; with : vh 0 0 ,p 0 B is X vh p, 0.714285 3.57142 1.71428 Note: Here the homogeneous part of the solution is the zero vector since AX B has a unique solution for any right hand side. This also means that AX 0 has only the zero solution X 0 . Thus the particular solution is the unique solution of the problem for right hand side B . 15 Lab 2 Solving Systems with rref Exercises Solve the following systems of equations using augmented matrices and the rref command in MATLAB. Determine the augmented matrix, the equivalent form as transformed by rref, write down the new transformed system of equations from the rref result, and the solution, if any. Also write out the vector form of the equations and the solution in parametric form. Identify the particular, p, and homogeneous, vh , parts of the vector form. Indicate the number of pivots and circle the pivot columns of the augmented matrix. 1. Determine: augmented matrix, rref equivalent form, and the solution, if any. x y 3 Augmented matrix: 2x y 3 rref result: new equation from rref result: Number of pivots ____ Free variables ______ Solution: x ___________ y Solution type: ________________ ____________ Vector form of solution: p= , vh = Parametric form of solution: 2. Determine: augmented matrix, rref equivalent form, and the solution, if any. 10 x 15 y 20 Augmented matrix: 2x rref result: 3y 4 new equation from rref result: Number of pivots ____ Free variables ______ Solution type: ________________ Solution: x ___________ y ____________ Vector form of solution: Parametric form of solution: 16 p= , vh = Lab 2 Solving Systems with rref 3. Determine: augmented matrix, rref equivalent form, and the solution, if any. 4x 6 y 3 2x 3 y Augmented matrix: rref result: Number of pivots ____ Free variables ______ Solution: x ___________ y 3 new equation from rref result: Solution type: ________________ ____________ Vector form of solution: p= , vh = Parametric form of solution: 4. Determine: augmented matrix, rref equivalent form, and the solution, if any. x y z 4 2x 4 y 6z 6 x 3y 2z 2 Augmented matrix: rref result: new equation from rref result: Number of pivots ____ Free variables ______ Solution: x ___________ y Vector form of solution: Solution type: ________________ ____________ z ___________________ p= , vh = Parametric form of solution: 17 Lab 2 Solving Systems with rref 5. Determine: augmented matrix, rref equivalent form, and the solution, if any. x y z 4 2x 4z 5 2x 4z 5 Augmented matrix: rref result: new equation from rref result: Number of pivots ____ Free variables ______ Solution: x ___________ y Solution type: ________________ ____________ z Vector form of solution: ___________________ p= , vh = Parametric form of solution: 6. Determine: augmented matrix, rref equivalent form, and the solution, if any. x1 x2 2 x3 5 2 x1 x2 x1 8 x2 Augmented matrix: 18 , vh = x3 3 x1 5 x2 12 x3 41 rref result: new equation from rref result: Number of pivots ____ Free variables ______ Vector form of solution: p= 1 Solution type: ________________ , Parametric form of solution: Lab 2 Solving Systems with rref 7. Determine: augmented matrix, rref equivalent form, and the solution, if any. 3x1 x2 x3 2 x4 2 x1 2 x2 Augmented matrix: x3 x4 1 x1 3x2 2 x3 4 x4 6 rref result: new equation from rref result: Number of pivots ____ Free variables ______ Solution type: ________________ Solution: _________________________________________ Vector form of solution: p= , vh = Parametric form of solution: Challenge Problem 1. Determine a value(s) of the right hand side number of equation 4 of Problem 6 so the new system of equations has a unique solution, that is, replace 41 with a number that results in a consistent system of equations. Write out the new system of equations, the rref result and the solution. Provide a printout of your MATLAB work. Challenge Problem 2. Determine new equations, to add a 4th equation to the system of equations of problem 7, so that: a. the 4th equation leads to a new system of equations with a unique solution. b. the 4th equation leads to a new system of equations that is inconsistent. In each case write out the new system of equations and the equations from the rref result that illustrate the stated conditions. Print your MATLAB work to corroborate that your equations satisfy the stated conditions. 19