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== 8.2#h(0.6em)Systems of Linear Equations in Three Variables


    Some problems involve three (or more) unknown quantities, and efficient techniques for solving linear systems in many variables are available. In this section, we solve systems of three linear equations in three variables.


    
      
=== #math.equation(block: false, alt: "3 times 3")[$3 × 3$] Linear Systems


      A solution to an equation in three variables, such as


      #math.equation(block: true, alt: "x plus 2 y minus 3 z equals minus 4")[$x + 2 y − 3 z = − 4$]
      is an ordered triple of numbers that satisfies the equation. For example, #math.equation(block: false, alt: "open parenthesis 0 , minus 2 , 0 close parenthesis")[$( 0 , − 2 , 0 )$] and #math.equation(block: false, alt: "open parenthesis minus 1 , 0 , 1 close parenthesis")[$( − 1 , 0 , 1 )$] are solutions to the equation above, but #math.equation(block: false, alt: "open parenthesis 1 , 1 , 1 close parenthesis")[$( 1 , 1 , 1 )$] is not. You can verify this by substituting the coordinates into the equation to see if a true statement results.


      #math.equation(block: true, alt: "For open parenthesis 0 , minus 2 , 0 close parenthesis :, 0 plus, 2 open parenthesis minus 2 close parenthesis, minus, 3 open parenthesis 0 close parenthesis, equals minus 4, True; For open parenthesis minus 1 , 0 , 1 close parenthesis :, minus 1 plus, 2 open parenthesis 0 close parenthesis, minus, 3 open parenthesis 1 close parenthesis, equals minus 4, True; For open parenthesis 1 , 1 , 1 close parenthesis :, 1 plus, 2 open parenthesis 1 close parenthesis, minus, 3 open parenthesis 1 close parenthesis, equals minus 4, Not true")[$& "For " ( 0 , − 2 , 0 ) : & 0 + & 2 ( − 2 ) & − & 3 ( 0 ) & = − 4 & #hide($b l a n k$) "True" &  \  & "For " ( − 1 , 0 , 1 ) : & − 1 + & 2 ( 0 ) & − & 3 ( 1 ) & = − 4 & #hide($b l a n k$) "True" &  \  & "For " ( 1 , 1 , 1 ) : & 1 + & 2 ( 1 ) & − & 3 ( 1 ) & = − 4 & #hide($b l a n k$) "Not true" &$]
      As with the two-variable case, a single linear equation in three variables has infinitely many solutions.


      An ordered triple #math.equation(block: false, alt: "open parenthesis x , y , z close parenthesis")[$( x , y , z )$] can be represented geometrically as a point in space using a three-dimensional Cartesian coordinate system, as shown below. In this coordinate system, the graph of a linear equation in three variables is a plane, and the fact that there are infinitely many solutions to the equation tells us that that there are infinitely many points in the corresponding plane.


      #figure(figph[point in 3D space], alt: "point in 3D space", caption: none)


      A solution to a #emph[system] of three linear equations in three variables is an ordered triple that satisfies each equation in the system. That triple represents a point that must lie on all three graphs. The figure below shows the different ways in which three planes may intersect in space.


      #figure(figph[8 cases of how 3 planes can intersect], alt: "8 cases of how 3 planes can intersect", caption: none)


      - In figure (a), the three planes intersect in a single point, so the corresponding system of three equations has a unique solution.
- In figures (b), (c), and (d), the intersection is either a line or an entire plane, so the corresponding system has infinitely many solutions. Such a system is called #strong[dependent].
- In figures (e), (f), (g), and (h), the three planes have no common intersection, so the corresponding system has no solution. In this case, the system is said to be #strong[inconsistent].


      It is impractical to solve #math.equation(block: false, alt: "3 times 3")[$3 × 3$] systems by graphing. Even when technology for producing three-dimensional graphs is available, we cannot read coordinates on such graphs with any confidence. Thus, we will restrict our attention to algebraic methods of solving such systems.


      
        What is a solution to a 3x3 linear system?


        \_\_\_\_\_


      
      
        What is a solution to a 3x3 linear system?


      
    
    
      
=== Back-Substitution


      When we review our algebraic methods for #math.equation(block: false, alt: "2 times 2")[$2 × 2$] systems—substitution and linear combinations—we find features common to both. In both methods, we obtain an equation in one variable. Once we have solved for that variable, we substitute the value into an earlier equation to find the other variable.


      One strategy for solving a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] system extends this idea to include a third variable and a third equation. The following special case illustrates the substitution part of the procedure.


      #examplebox("Example 1")[][
Solve the system


          #math.equation(block: true, alt: "x plus 2 y, plus, 3 z, equals, 2; minus 2 y, minus, 4 z, equals, minus 2; 3 z, equals, minus 3")[$x + 2 y & + & 3 z & = & 2 \ − 2 y & − & 4 z & = & − 2 \  &  & 3 z & = & − 3$]
        
        #solutionbox[
The third equation involves only the variable #math.equation(block: false, alt: "z")[$z$], so we solve that equation to find #math.equation(block: false, alt: "z equals minus 1")[$z = − 1$]. Then we substitute #math.equation(block: false, alt: "minus 1")[$− 1$] for #math.equation(block: false, alt: "z")[$z$] in the second equation and solve for #math.equation(block: false, alt: "y")[$y$].


          #math.equation(block: true, alt: "minus 2 y minus 4 open parenthesis minus 1 close parenthesis, equals minus 2; minus 2 y plus 4, equals minus 2; minus 2 y, equals minus 6; y, equals 3")[$− 2 y − 4 ( − 1 ) & = − 2 \ − 2 y + 4 & = − 2 \ − 2 y & = − 6 \ y & = 3$]
          Finally, we substitute #math.equation(block: false, alt: "minus 1")[$− 1$] for #math.equation(block: false, alt: "z")[$z$] and #math.equation(block: false, alt: "3")[$3$] for #math.equation(block: false, alt: "y")[$y$] into the first equation to find #math.equation(block: false, alt: "x")[$x$].


          #math.equation(block: true, alt: "x plus 2 open parenthesis 3 close parenthesis plus 3 open parenthesis minus 1 close parenthesis, equals 2; x plus 6 minus 3, equals 2; x, equals minus 1")[$x + 2 ( 3 ) + 3 ( − 1 ) & = 2 \ x + 6 − 3 & = 2 \ x & = − 1$]
          The solution is the ordered triple #math.equation(block: false, alt: "open parenthesis minus 1 , 3 , minus 1 close parenthesis")[$( − 1 , 3 , − 1 )$]. You should verify that this triple satisfies all three equations of the system.
]
]


      The technique used in Example is called #strong[back-substitution]. It works in the special case where one of the equations involves exactly one variable, and a second equation involves that same variable and just one other variable. A #math.equation(block: false, alt: "3 times 3")[$3 × 3$] linear system with these properties is said to be in #strong[triangular form]. If we can transform a system into triangular form, we can use back-substitution to complete the solution.


      
        Use back-substitution to solve the system


        #math.equation(block: true, alt: "2 x plus 2 y, plus, z, equals, 10; y, minus, 4 z, equals, 9; 3 z, equals, minus 6")[$2 x + 2 y & + & z & = & 10 \ y & − & 4 z & = & 9 \  &  & 3 z & = & − 6$]
        Solution: \_\_\_\_\_


        Enter you solution as an ordered triple.


        #solutionbox[
#math.equation(block: true, alt: "open parenthesis 5 , 1 , minus 2 close parenthesis")[$( 5 , 1 , − 2 )$]
]


      
      
        Use back-substitution to solve the system


        #math.equation(block: true, alt: "2 x plus 2 y, plus, z, equals, 10; y, minus, 4 z, equals, 9; 3 z, equals, minus 6")[$2 x + 2 y & + & z & = & 10 \ y & − & 4 z & = & 9 \  &  & 3 z & = & − 6$]
        #solutionbox[
#math.equation(block: true, alt: "open parenthesis 5 , 1 , minus 2 close parenthesis")[$( 5 , 1 , − 2 )$]
]


      
      
        What sort of system can be solved by back-substitution?


        \_\_\_\_\_


        #solutionbox[
A triangular system
]


      
      
        What sort of system can be solved by back-substitution?


        + Any linear system
+ A triangular system
+ A dependent system
+ A complex system


      
    
    
      
=== Gaussian Reduction


      We can use linear combinations to reduce a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] system to triangular form and then use back-substitution to find the solutions. Our strategy will be to eliminate one of the variables from each of the three equations by considering them in pairs. This results in a #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system that we can solve using elimination. As an example, consider the system


      #math.equation(block: true, alt: "x, plus, 2 y, minus, 3 z, equals, minus 4, open parenthesis 1 close parenthesis; 2 x, minus, y, plus, z, equals, 3, open parenthesis 2 close parenthesis; 3 x, plus, 2 y, plus, z, equals, 10, open parenthesis 3 close parenthesis")[$x & + & 2 y & − & 3 z & = & − 4 & #hide($b l a n k b l a n k$) ( 1 ) \ 2 x & − & y & + & z & = & 3 & #hide($b l a n k b l a n k$) ( 2 ) \ 3 x & + & 2 y & + & z & = & 10 & #hide($b l a n k b l a n k$) ( 3 )$]
      + This system is already in standard form. We can choose any one of the three variables to eliminate first. For this example, we will eliminate #math.equation(block: false, alt: "x")[$x$].
+ Choose two of the equations, say (1) and (2), and use a linear combination: We multiply Equation (1) by #math.equation(block: false, alt: "minus 2")[$− 2$] and add the result to Equation (2) to produce Equation (4).#figure(table(
  columns: 9, align: left, inset: 6pt,
  table.header([#math.equation(block: false, alt: "minus 2 x")[$− 2 x$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "4 y")[$4 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "6 z")[$6 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "8")[$8$]], [$#hide($b l a n k$)$], [#math.equation(block: false, alt: "minus 2 times open parenthesis 1 close parenthesis")[$− 2 × ( 1 )$]]),
  [#math.equation(block: false, alt: "2 x")[$2 x$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "y")[$y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "z")[$z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "3")[$3$]], [], [#math.equation(block: false, alt: "open parenthesis 2 close parenthesis")[$( 2 )$]],
  [], [], [#math.equation(block: false, alt: "minus 5 y")[$− 5 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "7 z")[$7 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "11")[$11$]], [], [#math.equation(block: false, alt: "open parenthesis 4 close parenthesis")[$( 4 )$]],
))
+ Now we have an equation involving only two variables. But we need two equations in two unknowns to find the solution. So we choose a different pair of equations, say (1) and (3), and eliminate #math.equation(block: false, alt: "x")[$x$] again. We multiply Equation (1) by #math.equation(block: false, alt: "minus 3")[$− 3$] and add the result to Equation (3) to obtain Equation (5).#figure(table(
  columns: 9, align: left, inset: 6pt,
  table.header([#math.equation(block: false, alt: "minus 3 x")[$− 3 x$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "6 y")[$6 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "9 z")[$9 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "12")[$12$]], [$#hide($b l a n k$)$], [#math.equation(block: false, alt: "minus 3 times open parenthesis 1 close parenthesis")[$− 3 × ( 1 )$]]),
  [#math.equation(block: false, alt: "3 x")[$3 x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "2 y")[$2 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "z")[$z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "10")[$10$]], [], [#math.equation(block: false, alt: "open parenthesis 3 close parenthesis")[$( 3 )$]],
  [], [], [#math.equation(block: false, alt: "minus 4 y")[$− 4 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "10 z")[$10 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "22")[$22$]], [], [#math.equation(block: false, alt: "open parenthesis 5 close parenthesis")[$( 5 )$]],
))
+ We now form a #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system with our new Equations (4) and (5).
			#math.equation(block: true, alt: "minus 5 y, plus, 7 z, equals 11 open parenthesis 4 close parenthesis; minus 4 y, plus, 10 z, equals 22 open parenthesis 5 close parenthesis")[$− 5 y & + & 7 z & = 11 #hide($b l a n k b l a n k$) ( 4 ) \ − 4 y & + & 10 z & = 22 #hide($b l a n k b l a n k$) ( 5 )$]
	We eliminate either #math.equation(block: false, alt: "y")[$y$] or #math.equation(block: false, alt: "z")[$z$] to obtain an equation in a single variable. If we choose to eliminate #math.equation(block: false, alt: "y")[$y$], we add #math.equation(block: false, alt: "4")[$4$] times Equation (4) to #math.equation(block: false, alt: "minus 5")[$− 5$] times Equation (5) to obtain Equation (6).#figure(table(
  columns: 7, align: left, inset: 6pt,
  table.header([#math.equation(block: false, alt: "minus 20 y")[$− 20 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "28 z")[$28 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "44")[$44$]], [$#hide($b l a n k$)$], [#math.equation(block: false, alt: "4 times open parenthesis 4 close parenthesis")[$4 × ( 4 )$]]),
  [#math.equation(block: false, alt: "20 y")[$20 y$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "50 z")[$50 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "minus 110")[$− 110$]], [], [#math.equation(block: false, alt: "minus 5 times open parenthesis 5 close parenthesis")[$− 5 × ( 5 )$]],
  [], [], [#math.equation(block: false, alt: "minus 22 z")[$− 22 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "minus 66")[$− 66$]], [], [#math.equation(block: false, alt: "open parenthesis 6 close parenthesis")[$( 6 )$]],
))
+ Now we can start solving for the variables. To keep things organized, we form a triangular system: Choose one of the original equations (in three variables), one of the equations from our #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system, and our final equation in one variable. We choose Equations (1), (4), and (6).
		#math.equation(block: true, alt: "x, plus, 2 y, minus, 3 z, equals, minus 4, open parenthesis 1 close parenthesis; minus 5 y, plus, 7 z, equals, 11, open parenthesis 4 close parenthesis; minus 22 z, equals, minus 66, open parenthesis 6 close parenthesis")[$x & + & 2 y & − & 3 z & = & − 4 & #hide($b l a n k b l a n k$) ( 1 ) \  &  & − 5 y & + & 7 z & = & 11 & #hide($b l a n k b l a n k$) ( 4 ) \  &  &  &  & − 22 z & = & − 66 & #hide($b l a n k b l a n k$) ( 6 )$] #linebreak() This new system is in triangular form, and it has the same solutions as the original system. We complete the solution by back-substitution. Solve Equation (6) to find #math.equation(block: false, alt: "z equals 3")[$z = 3$]. Substituting #math.equation(block: false, alt: "3")[$3$] for #math.equation(block: false, alt: "z")[$z$] in Equation (4), we find
		#math.equation(block: true, alt: "minus 5 y plus 7 open parenthesis 3 close parenthesis, equals 11; minus 5 y plus 21, equals 11; minus 5 y, equals minus 10; y, equals 2")[$− 5 y + 7 ( 3 ) & = 11 \ − 5 y + 21 & = 11 \ − 5 y & = − 10 \ y & = 2$] #linebreak() Finally, we substitute #math.equation(block: false, alt: "3")[$3$] for #math.equation(block: false, alt: "z")[$z$] and #math.equation(block: false, alt: "2")[$2$] for #math.equation(block: false, alt: "y")[$y$] into Equation (1) to find
		#math.equation(block: true, alt: "x plus 2 open parenthesis 2 close parenthesis minus 3 open parenthesis 3 close parenthesis, equals minus 4; x plus 4 minus 9, equals minus 4; x, equals 1")[$x + 2 ( 2 ) − 3 ( 3 ) & = − 4 \ x + 4 − 9 & = − 4 \ x & = 1$]
		The solution to the system is the ordered triple #math.equation(block: false, alt: "open parenthesis 1 , 2 , 3 close parenthesis")[$( 1 , 2 , 3 )$]. You can verify that this triple satisfies all three of the original equations.


      
        After we eliminate one variable from a pair of equations, what is the next step?


        \_\_\_\_\_


        #solutionbox[
Eliminate the same variable from a different pair of equations.
]


      
      
        After we eliminate one variable from a pair of equations, what is the next step?


        + Eliminate a different variable from the same pair of equations.
+ Eliminate the same variable from a different pair of equations.
+ Eliminate a different variable from a different pair of equations.
+ Substitute into the third equation.


      
      The method described above for putting a linear system into triangular form is called #strong[Gaussian reduction], after the German mathematician Carl Gauss. We summarize our method for solving a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] linear system as follows.


      #notebox("Note", rgb("#8a94a6"), rgb("#556666"), rgb("#f7f8fa"))[
#emph[Steps for Solving a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] Linear System]


        + Clear each equation of fractions and put it in standard form.
+ Choose two of the equations and eliminate one of the variables by forming a linear combination.
+ Choose a different pair of equations and eliminate the #emph[same] variable.
+ Form a #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system with the equations found in steps (2) and (3). Eliminate one of the variables from this #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system by using a linear combination.
+ Form a triangular system by choosing among the previous equations. Use back-substitution to solve the triangular system.
]


      #examplebox("Example 2")[][
Solve the system


          #math.equation(block: true, alt: "x, plus, 2 y, minus, z, equals, minus 3, open parenthesis 1 close parenthesis; the fraction 1 over 3 x, minus, y, plus, the fraction 1 over 3 z, equals, 2, open parenthesis 2 close parenthesis; x, plus, the fraction 1 over 2 y, plus, z, equals, the fraction 5 over 2, open parenthesis 3 close parenthesis")[$x & + & 2 y & − & z & = & − 3 & #hide($b l a n k b l a n k$) ( 1 ) \ frac(1, 3) x & − & y & + & frac(1, 3) z & = & 2 & #hide($b l a n k b l a n k$) ( 2 ) \ x & + & frac(1, 2) y & + & z & = & frac(5, 2) & #hide($b l a n k b l a n k$) ( 3 )$]
        
        #solutionbox[
Follow the steps outlined above.


          + We multiply each side of Equation (2) by #math.equation(block: false, alt: "3")[$3$], and each side of Equation (3) by #math.equation(block: false, alt: "2")[$2$], to obtain the equivalent system		
				#math.equation(block: true, alt: "x, plus, 2 y, minus, z, equals, minus 3, open parenthesis 1 close parenthesis; x, minus, 3 y, plus, z, equals, 6, open parenthesis 2 a close parenthesis; 2 x, plus, y, plus, 2 z, equals, 5, open parenthesis 3 a close parenthesis")[$x & + & 2 y & − & z & = & − 3 & #hide($b l a n k b l a n k$) ( 1 ) \ x & − & 3 y & + & z & = & 6 & #hide($b l a n k b l a n k$) ( 2 "a" ) \ 2 x & + & y & + & 2 z & = & 5 & #hide($b l a n k b l a n k$) ( 3 "a" )$]
+ We eliminate #math.equation(block: false, alt: "z")[$z$] from Equations (1) and (2a) by adding them together.#figure(table(
  columns: 9, align: left, inset: 6pt,
  table.header([#math.equation(block: false, alt: "x")[$x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "2 y")[$2 y$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "z")[$z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "minus 3")[$− 3$]], [$#hide($b l a n k$)$], [#math.equation(block: false, alt: "open parenthesis 1 close parenthesis")[$( 1 )$]]),
  [#math.equation(block: false, alt: "x")[$x$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "3 y")[$3 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "z")[$z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "6")[$6$]], [], [#math.equation(block: false, alt: "open parenthesis 2 a close parenthesis")[$( 2 "a" )$]],
  [#math.equation(block: false, alt: "2 x")[$2 x$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "y")[$y$]], [], [], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "3")[$3$]], [], [#math.equation(block: false, alt: "open parenthesis 4 close parenthesis")[$( 4 )$]],
))
+ We eliminate #math.equation(block: false, alt: "z")[$z$] from Equations (1) and (3a): We multiply Equation (1) by #math.equation(block: false, alt: "2")[$2$] and add the result to Equation (3a).#figure(table(
  columns: 9, align: left, inset: 6pt,
  table.header([#math.equation(block: false, alt: "2 x")[$2 x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "4 y")[$4 y$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "2 z")[$2 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "minus 6")[$− 6$]], [$#hide($b l a n k$)$], [#math.equation(block: false, alt: "open parenthesis 1 a close parenthesis")[$( 1 "a" )$]]),
  [#math.equation(block: false, alt: "2 x")[$2 x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "y")[$y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "2 z")[$2 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "5")[$5$]], [], [#math.equation(block: false, alt: "open parenthesis 3 a close parenthesis")[$( 3 "a" )$]],
  [#math.equation(block: false, alt: "4 x")[$4 x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "5 y")[$5 y$]], [], [], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "minus 1")[$− 1$]], [], [#math.equation(block: false, alt: "open parenthesis 5 close parenthesis")[$( 5 )$]],
))
+ We form the #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system consisting of Equations (4) and (5).
				#math.equation(block: true, alt: "2 x, minus, y, equals, 3, open parenthesis 4 close parenthesis; 4 x, plus, 5 y, equals, minus 1, open parenthesis 5 close parenthesis")[$2 x & − & y & = & 3 & #hide($b l a n k b l a n k$) ( 4 ) \ 4 x & + & 5 y & = & − 1 & #hide($b l a n k b l a n k$) ( 5 )$]
+ We form a triangular system using Equations (1), (4), and (6).
				#math.equation(block: true, alt: "x, plus, 2 y, minus, z, equals, minus 3, open parenthesis 1 close parenthesis; 2 x, minus, y, equals, 3, open parenthesis 4 close parenthesis; 7 y, equals, minus 7, open parenthesis 6 close parenthesis")[$x & + & 2 y & − & z & = & − 3 & #hide($b l a n k b l a n k$) ( 1 ) \ 2 x & − & y &  &  & = & 3 & #hide($b l a n k b l a n k$) ( 4 ) \  &  & 7 y &  &  & = & − 7 & #hide($b l a n k b l a n k$) ( 6 )$]
		We use back-substitution to find the solution. You can verify that the ordered triple #math.equation(block: false, alt: "open parenthesis 1 , minus 1 , 2 close parenthesis")[$( 1 , − 1 , 2 )$] satisfies all three of the original equations of the system.
]
]


      
        Use Gaussian reduction to solve the system


        #math.equation(block: true, alt: "x, minus, 2 y, plus, z, equals, minus 1, open parenthesis 1 close parenthesis; the fraction 2 over 3 x, plus, the fraction 1 over 3 y, minus, z, equals, 1, open parenthesis 2 close parenthesis; 3 x, plus, 3 y, minus, 2 z, equals, 10, open parenthesis 3 close parenthesis")[$x & − & 2 y & + & z & = & − 1 & #hide($b l a n k b l a n k$) ( 1 ) \ frac(2, 3) x & + & frac(1, 3) y & − & z & = & 1 & #hide($b l a n k b l a n k$) ( 2 ) \ 3 x & + & 3 y & − & 2 z & = & 10 & #hide($b l a n k b l a n k$) ( 3 )$]
        Follow the steps suggested below:


        + Clear the fractions from Equation (2). \_\_\_\_\_
+ Eliminate #math.equation(block: false, alt: "z")[$z$] from Equations (1) and (2). \_\_\_\_\_
+ Eliminate #math.equation(block: false, alt: "z")[$z$] from Equations (1) and (3). \_\_\_\_\_
+ Eliminate #math.equation(block: false, alt: "x")[$x$] from your new #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system. \_\_\_\_\_
+ Form a triangular system and solve by back-substitution. #linebreak() Solution: \_\_\_\_\_ Give your answer as an ordered triple.


        #solutionbox[
+ #math.equation(block: false, alt: "2 x plus y minus 3 z equals 3")[$2 x + y − 3 z = 3$]
+ #math.equation(block: false, alt: "5 x minus 5 y equals 0")[$5 x − 5 y = 0$]
+ #math.equation(block: false, alt: "5 x minus y equals 8")[$5 x − y = 8$]
+ #math.equation(block: false, alt: "4 y equals 8")[$4 y = 8$]
+ #math.equation(block: false, alt: "open parenthesis 2 , 2 , 1 close parenthesis")[$( 2 , 2 , 1 )$]
]


      
      
        Use Gaussian reduction to solve the system


        #math.equation(block: true, alt: "x, minus, 2 y, plus, z, equals, minus 1, open parenthesis 1 close parenthesis; the fraction 2 over 3 x, plus, the fraction 1 over 3 y, minus, z, equals, 1, open parenthesis 2 close parenthesis; 3 x, plus, 3 y, minus, 2 z, equals, 10, open parenthesis 3 close parenthesis")[$x & − & 2 y & + & z & = & − 1 & #hide($b l a n k b l a n k$) ( 1 ) \ frac(2, 3) x & + & frac(1, 3) y & − & z & = & 1 & #hide($b l a n k b l a n k$) ( 2 ) \ 3 x & + & 3 y & − & 2 z & = & 10 & #hide($b l a n k b l a n k$) ( 3 )$]
        Follow the steps suggested below:


        + Clear the fractions from Equation (2).
+ Eliminate #math.equation(block: false, alt: "z")[$z$] from Equations (1) and (2).
+ Eliminate #math.equation(block: false, alt: "z")[$z$] from Equations (1) and (3).
+ Eliminate #math.equation(block: false, alt: "x")[$x$] from your new #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system.
+ Form a triangular system and solve by back-substitution.


        #solutionbox[
+ #math.equation(block: false, alt: "2 x plus y minus 3 z equals 3")[$2 x + y − 3 z = 3$]
+ #math.equation(block: false, alt: "5 x minus 5 y equals 0")[$5 x − 5 y = 0$]
+ #math.equation(block: false, alt: "5 x minus y equals 8")[$5 x − y = 8$]
+ #math.equation(block: false, alt: "4 y equals 8")[$4 y = 8$]
+ #math.equation(block: false, alt: "open parenthesis 2 , 2 , 1 close parenthesis")[$( 2 , 2 , 1 )$]
]


      
      
        What should you do if one of the original equations in a 3x3 system is "missing" one of the variables?


        \_\_\_\_\_


      
      
        What should you do if one of the original equations in a 3x3 system is "missing" one of the variables?


      
    
    
      
=== Inconsistent and Dependent Systems


      The results in Systems of Linear Equations in Two Variables for identifying dependent and inconsistent systems can be extended to #math.equation(block: false, alt: "3 times 3")[$3 × 3$] linear systems. If at any step in forming linear combinations we obtain an equation of the form


      #math.equation(block: true, alt: "0 x plus 0 y plus 0 z equals k , open parenthesis k not equal to 0 close parenthesis")[$0 x + 0 y + 0 z = k , #hide($b l a n k$) ( k ≠ 0 )$]
      then the system is inconsistent and has no solution. If we obtain an equation of the form


      #math.equation(block: true, alt: "0 x plus 0 y plus 0 z equals 0")[$0 x + 0 y + 0 z = 0$]
      then the system is dependent and has infinitely many solutions.


      #examplebox("Example 3")[][
Solve the system


          #math.equation(block: true, alt: "3 x, plus, y, minus, 2 z, equals, 1, open parenthesis 1 close parenthesis; 6 x, plus, 2 y, minus, 4 z, equals, 5, open parenthesis 2 close parenthesis; minus 2 x, minus, y, plus, 3 z, equals, minus 1, open parenthesis 3 close parenthesis")[$3 x & + & y & − & 2 z & = & 1 & #hide($b l a n k$) & ( 1 ) \ 6 x & + & 2 y & − & 4 z & = & 5 & #hide($b l a n k$) & ( 2 ) \ − 2 x & − & y & + & 3 z & = & − 1 & #hide($b l a n k$) & ( 3 )$]
        
        #solutionbox[
To eliminate #math.equation(block: false, alt: "y")[$y$] from Equations (1) and (2), we multiply Equation (1) by #math.equation(block: false, alt: "minus 2")[$− 2$] and add the result to Equation (2).


          #figure(table(
  columns: 7, align: left, inset: 6pt,
  table.header([#math.equation(block: false, alt: "minus 6 x")[$− 6 x$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "2 y")[$2 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "4 z")[$4 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "minus 2")[$− 2$]]),
  [#math.equation(block: false, alt: "6 x")[$6 x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "2 y")[$2 y$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "4 z")[$4 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "5")[$5$]],
  [#math.equation(block: false, alt: "0 x")[$0 x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "0 y")[$0 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "0 z")[$0 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "3")[$3$]],
))


          Since the resulting equation has no solution, the system is #emph[inconsistent].
]
]


      
        Decide whether the system is inconsistent, dependent, or consistent and independent.


        #math.equation(block: true, alt: "x, plus, 3 y, minus, z, equals, 4; minus 2 x, minus, 6 y, plus, 2 z, equals, 1; x, plus, 2 y, minus, z, equals, 3")[$x & + & 3 y & − & z & = & 4 \ − 2 x & − & 6 y & + & 2 z & = & 1 \ x & + & 2 y & − & z & = & 3$]
        \_\_\_\_\_


        #solutionbox[
Inconsistent
]


      
      
        Decide whether the system is inconsistent, dependent, or consistent and independent.


        #math.equation(block: true, alt: "x, plus, 3 y, minus, z, equals, 4; minus 2 x, minus, 6 y, plus, 2 z, equals, 1; x, plus, 2 y, minus, z, equals, 3")[$x & + & 3 y & − & z & = & 4 \ − 2 x & − & 6 y & + & 2 z & = & 1 \ x & + & 2 y & − & z & = & 3$]
        #solutionbox[
Inconsistent
]


      
      #examplebox("Example 4")[][
Solve the system


          #math.equation(block: true, alt: "minus x, plus, 3 y, minus, z, equals, minus 2, open parenthesis 1 close parenthesis; 2 x, plus, y, minus, 4 z, equals, 6, open parenthesis 2 close parenthesis; 2 x, minus, 6 y, plus, 2 z, equals, 4, open parenthesis 3 close parenthesis")[$− x & + & 3 y & − & z & = & − 2 & #hide($b l a n k$) & ( 1 ) \ 2 x & + & y & − & 4 z & = & 6 & #hide($b l a n k$) & ( 2 ) \ 2 x & − & 6 y & + & 2 z & = & 4 & #hide($b l a n k$) & ( 3 )$]
        
        #solutionbox[
To eliminate #math.equation(block: false, alt: "x")[$x$] from Equations (1) and (3), we multiply Equation (1) by 2 and add Equation (3).


          #figure(table(
  columns: 7, align: left, inset: 6pt,
  table.header([#math.equation(block: false, alt: "minus 2 x")[$− 2 x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "6 y")[$6 y$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "2 z")[$2 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "minus 4")[$− 4$]]),
  [#math.equation(block: false, alt: "2 x")[$2 x$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "6 y")[$6 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "2 z")[$2 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "4")[$4$]],
  [#math.equation(block: false, alt: "0 x")[$0 x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "0 y")[$0 y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "0 z")[$0 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "0")[$0$]],
))


          Since the resulting equation vanishes, the system is dependent and has infinitely many solutions.
]
]


      
        What does it mean if you obtain an equation of the form #math.equation(block: false, alt: "0 x plus 0 y plus 0 z equals k")[$0 x + 0 y + 0 z = k$], #math.equation(block: false, alt: "k not equal to 0")[$k ≠ 0$]?


        \_\_\_\_\_


        #solutionbox[
The system has no solution.
]


      
      
        What does it mean if you obtain an equation of the form #math.equation(block: false, alt: "0 x plus 0 y plus 0 z equals k")[$0 x + 0 y + 0 z = k$], #math.equation(block: false, alt: "k not equal to 0")[$k ≠ 0$]?


        + The system has no solution.
+ The system is dependent.
+ The solution is #math.equation(block: false, alt: "open parenthesis 0 , 0 , 0 close parenthesis")[$( 0 , 0 , 0 )$].
+ The system is triangular.


      
      
        Decide whether the system is inconsistent, dependent, or consistent and independent.


        #math.equation(block: true, alt: "a minus c, equals 2; 2 a plus b, equals 5; a plus b plus c, equals 3")[$a − c & = 2 \ 2 a + b & = 5 \ a + b + c & = 3$]
        \_\_\_\_\_


        #solutionbox[
Dependent
]


      
      
        Decide whether the system is inconsistent, dependent, or consistent and independent.


        #math.equation(block: true, alt: "a minus c, equals 2; 2 a plus b, equals 5; a plus b plus c, equals 3")[$a − c & = 2 \ 2 a + b & = 5 \ a + b + c & = 3$]
        #solutionbox[
Dependent
]


      
      
        Explain how you know immediately that the following system is dependent:


        #math.equation(block: true, alt: "x plus y plus z equals 3; 2 x plus 2 y plus 2 z equals 6; minus x minus y minus z equals minus 3")[$x + y + z = 3 \ 2 x + 2 y + 2 z = 6 \ − x − y − z = − 3$]
        \_\_\_\_\_


      
      
        Explain how you know immediately that the following system is dependent:


        #math.equation(block: true, alt: "x plus y plus z equals 3; 2 x plus 2 y plus 2 z equals 6; minus x minus y minus z equals minus 3")[$x + y + z = 3 \ 2 x + 2 y + 2 z = 6 \ − x − y − z = − 3$]
      
    
    
      
=== Applications


      Here are some problems that can be modeled by a system of three linear equations. When writing such systems, we must be careful to find three independent equations describing the conditions of the problem.


      #examplebox("Example 5")[][
One angle of a triangle measures #math.equation(block: false, alt: "4 degrees")[$4^(∘)$] less than twice the second angle, and the third angle is #math.equation(block: false, alt: "20 degrees")[$20^(∘)$] greater than the sum of the first two. Find the measure of each angle.


        
        #solutionbox[
+ We represent the measure of each angle by a separate variable.
				#math.equation(block: true, alt: "First angle:, x; Second angle:, y; Third angle:, z")[$& "First angle: " &  & x \  & "Second angle: " &  & y \  & "Third angle:" &  & z$]
+ We write the conditions stated in the problem as three equations.
				#math.equation(block: true, alt: "x equals 2 y minus 4; z equals x plus y plus 20; x plus y plus z equals 180")[$x = 2 y − 4 \ z = x + y + 20 \ x + y + z = 180$]
		(The third equation states the fact that the sum of the angles of a triangle is #math.equation(block: false, alt: "180 degrees")[$180^(∘)$].)
+ We follow the steps for solving a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] linear system. #linebreak() i. 		We write the three equations in standard form.
						#math.equation(block: true, alt: "x, minus, 2 y, equals, minus 4, open parenthesis 1 close parenthesis; x, plus, y, minus, z, equals, minus 20, open parenthesis 2 close parenthesis; x, plus, y, plus, z, equals, 180, open parenthesis 3 close parenthesis")[$x & − & 2 y &  &  & = & − 4 & #hide($b l a n k$) & ( 1 ) \ x & + & y & − & z & = & − 20 & #hide($b l a n k$) & ( 2 ) \ x & + & y & + & z & = & 180 & #hide($b l a n k$) & ( 3 )$]		 #linebreak() ii-iii. Since Equation (1) has no #math.equation(block: false, alt: "z")[$z$]-term, it will be most efficient to eliminate the variable #math.equation(block: false, alt: "z")[$z$] from Equations (2) and (3). We add these two equations.#figure(table(
  columns: 9, align: left, inset: 6pt,
  table.header([#math.equation(block: false, alt: "x")[$x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "y")[$y$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "z")[$z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "minus 20")[$− 20$]], [], [#math.equation(block: false, alt: "open parenthesis 2 close parenthesis")[$( 2 )$]]),
  [#math.equation(block: false, alt: "x")[$x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "y")[$y$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "2 z")[$2 z$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "4")[$4$]], [], [#math.equation(block: false, alt: "open parenthesis 3 close parenthesis")[$( 3 )$]],
  [#math.equation(block: false, alt: "2 x")[$2 x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "2 y")[$2 y$]], [], [], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "160")[$160$]], [], [#math.equation(block: false, alt: "open parenthesis 4 close parenthesis")[$( 4 )$]],
))

 #linebreak() iv. We form a #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system from Equations (1) and (4). We add the two equations to eliminate the variable #math.equation(block: false, alt: "y")[$y$], yielding#figure(table(
  columns: 7, align: left, inset: 6pt,
  table.header([#math.equation(block: false, alt: "x")[$x$]], [#math.equation(block: false, alt: "minus")[$−$]], [#math.equation(block: false, alt: "2 y")[$2 y$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "minus 4")[$− 4$]], [], [#math.equation(block: false, alt: "open parenthesis 1 close parenthesis")[$( 1 )$]]),
  [#math.equation(block: false, alt: "2 x")[$2 x$]], [#math.equation(block: false, alt: "plus")[$+$]], [#math.equation(block: false, alt: "2 y")[$2 y$]], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "160")[$160$]], [], [#math.equation(block: false, alt: "open parenthesis 4 close parenthesis")[$( 4 )$]],
  [#math.equation(block: false, alt: "3 x")[$3 x$]], [], [], [#math.equation(block: false, alt: "equals")[$=$]], [#math.equation(block: false, alt: "156")[$156$]], [], [#math.equation(block: false, alt: "open parenthesis 5 close parenthesis")[$( 5 )$]],
))

 #linebreak() v. We form a triangular system using Equations (3), (1), and (5). We use back-substitution to complete the solution.
					#math.equation(block: true, alt: "x, plus, y, plus, z, equals, 180, open parenthesis 2 close parenthesis; x, minus, 2 y, equals, minus 4, open parenthesis 1 close parenthesis; 3 x, equals, 156, open parenthesis 5 close parenthesis")[$x & + & y & + & z & = & 180 #hide($b l a n k b l a n k$) & ( 2 ) \ x & − & 2 y &  &  & = & − 4 #hide($b l a n k b l a n k$) & ( 1 ) \ 3 x &  &  &  &  & = & 156 #hide($b l a n k b l a n k$) & ( 5 )$]
			We divide both sides of Equation (5) by #math.equation(block: false, alt: "3")[$3$] to find #math.equation(block: false, alt: "x equals 52")[$x = 52$]. We substitute #math.equation(block: false, alt: "52")[$52$] for #math.equation(block: false, alt: "x")[$x$] in Equation (1) and solve for #math.equation(block: false, alt: "y")[$y$] to find
					#math.equation(block: true, alt: "52 minus 2 y, equals minus 4; y, equals 28")[$52 − 2 y & = − 4 \ y & = 28$]
			We substitute #math.equation(block: false, alt: "52")[$52$] for #math.equation(block: false, alt: "x")[$x$] and #math.equation(block: false, alt: "28")[$28$] for #math.equation(block: false, alt: "y")[$y$] in Equation (3) to find
					#math.equation(block: true, alt: "52 plus 28 plus z, equals 180; z, equals 100")[$52 + 28 + z & = 180 \ z & = 100$]
+ The angles measure #math.equation(block: false, alt: "52 degrees")[$52^(∘)$], #math.equation(block: false, alt: "28 degrees")[$28^(∘)$], and #math.equation(block: false, alt: "100 degrees")[$100^(∘)$].
]
]


      
        A manufacturer of office supplies makes three types of file cabinet: two-drawer, four-drawer, and horizontal. The manufacturing process is divided into three phases: assembly, painting, and finishing.


        - A two-drawer cabinet requires 3 hours to assemble, 1 hour to paint, and 1 hour to finish.
- The four-drawer model takes 5 hours to assemble, 90 minutes to paint, and 2 hours to finish.
- The horizontal cabinet takes 4 hours to assemble, 1 hour to paint, and 3 hours to finish.


        The manufacturer employs enough workers for 500 hours of assembly time, 150 hours of painting, and 230 hours of finishing per week. How many of each type of file cabinet should he make in order to use all the hours available?


        + Represent the number of each model of file cabinet by a different variable.#figure(table(
  columns: 2, align: left, inset: 6pt,
  table.header([Number of two-drawer cabinets:], [#math.equation(block: false, alt: "x")[$x$]]),
  [Number of four-drawer cabinets:], [#math.equation(block: false, alt: "y")[$y$]],
  [Number of horizontal cabinets:], [#math.equation(block: false, alt: "z")[$z$]],
))
+ Organize the information into a table. (Convert all times to hours.)#figure(table(
  columns: 5, align: left, inset: 6pt,
  table.header([], [2-Drawer], [4-Drawer], [Horizontal], [Total available]),
  [Assembly], [\_\_\_\_\_], [\_\_\_\_\_], [\_\_\_\_\_], [\_\_\_\_\_],
  [Painting], [\_\_\_\_\_], [\_\_\_\_\_], [\_\_\_\_\_], [\_\_\_\_\_],
  [Finishing], [\_\_\_\_\_], [\_\_\_\_\_], [\_\_\_\_\_], [\_\_\_\_\_],
))

 #linebreak() Write three equations describing the time constraints in each of the three manufacturing phases. For example, the assembly phase requires #math.equation(block: false, alt: "3 x")[$3 x$] hours for the two-drawer cabinets, #math.equation(block: false, alt: "5 y")[$5 y$] hours for the four-drawer cabinets, and #math.equation(block: false, alt: "4 z")[$4 z$] hours for the horizontal cabinets, and the sum of these times should be the time available, #math.equation(block: false, alt: "500")[$500$] hours.#figure(table(
  columns: 3, align: left, inset: 6pt,
  table.header([Assembly time:], [\_\_\_\_\_], [#math.equation(block: false, alt: "open parenthesis 1 close parenthesis")[$( 1 )$]]),
  [Painting time:], [\_\_\_\_\_], [#math.equation(block: false, alt: "open parenthesis 2 close parenthesis")[$( 2 )$]],
  [Finishing time:], [\_\_\_\_\_], [#math.equation(block: false, alt: "open parenthesis 3 close parenthesis")[$( 3 )$]],
))
+ Solve the system. Follow the steps suggested below.
                + Clear the fractions from the second equation. #linebreak() \_\_\_\_\_  (2)
+ Subtract Equation (1) from #math.equation(block: false, alt: "3")[$3$] times Equation (3) to obtain a new Equation (4). #linebreak() \_\_\_\_\_  (4)
+ Subtract Equation (2) from twice Equation (3) to obtain a new Equation (5). #linebreak() \_\_\_\_\_ (5)
+ Equations (4) and (5) form a #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system in #math.equation(block: false, alt: "y")[$y$] and #math.equation(block: false, alt: "z")[$z$]. Subtract Equation (5) from Equation (4) to obtain a new Equation (6). #linebreak() \_\_\_\_\_ (6)
+ Form a triangular system with Equations (3), (4), and (6). Use back-substitution to complete the solution. #linebreak() \_\_\_\_\_ Enter the solution as an ordered triple.
+ You should have found the following solution: The manufacturer should make #math.equation(block: false, alt: "60")[$60$] two-drawer cabinets, #math.equation(block: false, alt: "40")[$40$] four-drawer cabinets, and #math.equation(block: false, alt: "30")[$30$] horizontal cabinets.


        #solutionbox[
#figure(table(
  columns: 3, align: left, inset: 6pt,
  table.header([Assembly time:], [#math.equation(block: false, alt: "eq1")[$"eq1"$]], [#math.equation(block: false, alt: "open parenthesis 1 close parenthesis")[$( 1 )$]]),
  [Painting time:], [#math.equation(block: false, alt: "eq2")[$"eq2"$]], [#math.equation(block: false, alt: "open parenthesis 2 close parenthesis")[$( 2 )$]],
  [Finishing time:], [#math.equation(block: false, alt: "eq3")[$"eq3"$]], [#math.equation(block: false, alt: "open parenthesis 3 close parenthesis")[$( 3 )$]],
))


          Clear the fractions from the second equation.


          #math.equation(block: false, alt: "eq2a open parenthesis 2 close parenthesis")[$"eq2a" #h(1em) ( 2 )$]; then:


          #math.equation(block: true, alt: "eq4 open parenthesis 4 close parenthesis")[$"eq4" #h(1em) ( 4 )$],


          #math.equation(block: true, alt: "eq5 open parenthesis 5 close parenthesis")[$"eq5" #h(1em) ( 5 )$],


          #math.equation(block: true, alt: "eq6 open parenthesis 6 close parenthesis")[$"eq6" #h(1em) ( 6 )$]


          #math.equation(block: false, alt: "x equals 60")[$x = 60$], #math.equation(block: false, alt: "y equals 40")[$y = 40$], #math.equation(block: false, alt: "z equals 30")[$z = 30$], so the solution is #math.equation(block: false, alt: "open parenthesis 60 , 40 , 30 close parenthesis")[$( 60 , 40 , 30 )$].
]


      
      
        A manufacturer of office supplies makes three types of file cabinet: two-drawer, four-drawer, and horizontal. The manufacturing process is divided into three phases: assembly, painting, and finishing.


        - A two-drawer cabinet requires 3 hours to assemble, 1 hour to paint, and 1 hour to finish.
- The four-drawer model takes 5 hours to assemble, 90 minutes to paint, and 2 hours to finish.
- The horizontal cabinet takes 4 hours to assemble, 1 hour to paint, and 3 hours to finish.


        The manufacturer employs enough workers for 500 hours of assembly time, 150 hours of painting, and 230 hours of finishing per week. How many of each type of file cabinet should he make in order to use all the hours available?


        + Represent the number of each model of file cabinet by a different variable.#figure(table(
  columns: 2, align: left, inset: 6pt,
  table.header([Number of two-drawer cabinets:], [#math.equation(block: false, alt: "x")[$x$]]),
  [Number of four-drawer cabinets:], [#math.equation(block: false, alt: "y")[$y$]],
  [Number of horizontal cabinets:], [#math.equation(block: false, alt: "z")[$z$]],
))
+ Organize the information into a table. (Convert all times to hours.)#figure(table(
  columns: 5, align: left, inset: 6pt,
  table.header([], [2-Drawer], [4-Drawer], [Horizontal], [Total available]),
  [Assembly], [$#hide($000$)$], [$#hide($000$)$], [$#hide($000$)$], [$#hide($000$)$],
  [Painting], [], [], [], [],
  [Finishing], [], [], [], [],
))

 #linebreak() Write three equations describing the time constraints in each of the three manufacturing phases. For example, the assembly phase requires #math.equation(block: false, alt: "3 x")[$3 x$] hours for the two-drawer cabinets, #math.equation(block: false, alt: "5 y")[$5 y$] hours for the four-drawer cabinets, and #math.equation(block: false, alt: "4 z")[$4 z$] hours for the horizontal cabinets, and the sum of these times should be the time available, #math.equation(block: false, alt: "500")[$500$] hours.#figure(table(
  columns: 3, align: left, inset: 6pt,
  table.header([Assembly time:], [$#hide($00000000000000000000$)$], [#math.equation(block: false, alt: "open parenthesis 1 close parenthesis")[$( 1 )$]]),
  [Painting time:], [$#hide($00000000000000000000$)$], [#math.equation(block: false, alt: "open parenthesis 2 close parenthesis")[$( 2 )$]],
  [Finishing time:], [$#hide($00000000000000000000$)$], [#math.equation(block: false, alt: "open parenthesis 3 close parenthesis")[$( 3 )$]],
))
+ Solve the system. Follow the steps suggested below.
                + Clear the fractions from the second equation.
+ Subtract Equation (1) from #math.equation(block: false, alt: "3")[$3$] times Equation (3) to obtain a new Equation (4).
+ Subtract Equation (2) from twice Equation (3) to obtain a new Equation (5).
+ Equations (4) and (5) form a #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system in #math.equation(block: false, alt: "y")[$y$] and #math.equation(block: false, alt: "z")[$z$]. Subtract Equation (5) from Equation (4) to obtain a new Equation (6).
+ Form a triangular system with Equations (3), (4), and (6). Use back-substitution to complete the solution.
+ You should have found the following solution: The manufacturer should make #math.equation(block: false, alt: "60")[$60$] two-drawer cabinets, #math.equation(block: false, alt: "40")[$40$] four-drawer cabinets, and #math.equation(block: false, alt: "30")[$30$] horizontal cabinets.


        #solutionbox[
#math.equation(block: true, alt: "3 x, plus, 5 y, plus, 4 z, equals 500; x, plus, 1.5 y, plus, z, equals 150; x, plus, 2 y, plus, 3 z, equals 230")[$3 x & + & 5 y & + & 4 z & = 500 \ x & + & 1.5 y & + & z & = 150 \ x & + & 2 y & + & 3 z & = 230$]
          #math.equation(block: false, alt: "x equals 60")[$x = 60$], #math.equation(block: false, alt: "y equals 40")[$y = 40$], #math.equation(block: false, alt: "z equals 30")[$z = 30$], so the solution is #math.equation(block: false, alt: "open parenthesis 60 , 40 , 30 close parenthesis")[$( 60 , 40 , 30 )$].
]


      
    
    
      
=== Section Summary


      
        
==== Vocabulary


        Look up the definitions of new terms in the Glossary.


        - Ordered triple
- Gaussian reduction
- Triangular form
- Back-substitution


      
      
        
==== CONCEPTS


        + The solution to a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] linear system is an #strong[ordered triple].
+ A #math.equation(block: false, alt: "3 times 3")[$3 × 3$] system in #strong[triangular form] can be solved by #strong[back-substitution].
+ #strong[Gaussian reduction] is a generalized form of the elimination method that can be used to reduce a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] linear system to triangular form.
+ #notebox("Note", rgb("#8a94a6"), rgb("#556666"), rgb("#f7f8fa"))[
#emph[Steps for Solving a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] Linear System]

+ Clear each equation of fractions and put it in standard form.
+ Choose two of the equations and eliminate one of the variables by forming a linear combination.
+ Choose a different pair of equations and eliminate the #emph[same] variable.
+ Form a #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system with the equations found in steps (2) and (3). Eliminate one of the variables from this #math.equation(block: false, alt: "2 times 2")[$2 × 2$] system by using a linear combination.
+ Form a triangular system by choosing among the previous equations. Use back-substitution to solve the triangular system.
]
+ #math.equation(block: false, alt: "3 times 3")[$3 × 3$] linear systems may be #strong[inconsistent] or #strong[dependent].


      
      
        
==== STUDY QUESTIONS


        + How can you check whether an ordered triple #math.equation(block: false, alt: "open parenthesis a , b , c close parenthesis")[$( a , b , c )$] is a solution of a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] system?
+ In order to solve by back-substitution, does the shortest equation in a triangular system have to be at the bottom?
+ After you have eliminated one variable from two of the equations in a #math.equation(block: false, alt: "3 times 3")[$3 × 3$]  linear system, what is the next step?
+ How would you start Gaussian reduction on a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] linear system if the first equation has only two variables?


      
      
        
==== SKILLS


        Practice each skill in the Homework problems listed.


        + Solve a triangular system by back-substitution: \#1–6
+ Solve a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] linear system by Gaussian reduction: \#7–20
+ Identify inconsistent and dependent systems: \#21–30
+ Write a solve a #math.equation(block: false, alt: "3 times 3")[$3 × 3$] linear system to solve an applied problem: \#31–40


      
    
    
      
=== Homework 8.2


      Use back-substitution to solve Problems 1–6.


      
        #math.equation(block: true, alt: "x plus y plus z, equals 2; 3 y plus z, equals 5; minus 4 y, equals minus 8")[$x + y + z & = 2 \ 3 y + z & = 5 \ − 4 y & = − 8$]


        
          #math.equation(block: true, alt: "open parenthesis 1 , 2 , minus 1 close parenthesis")[$( 1 , 2 , − 1 )$]


        
      
      
        #math.equation(block: true, alt: "2 x, plus, 3 y, minus, z, equals minus 7; y, minus, 2 z, equals minus 6; 5 z, equals 15")[$2 x & + & 3 y & − & z & = − 7 \  &  & y & − & 2 z & = − 6 \  &  &  &  & 5 z & = " " 15$]


      
      
        #math.equation(block: true, alt: "2 x minus y minus z, equals 6; 5 y plus 3 z, equals minus 8; 13 y, equals minus 13")[$2 x − y − z & = 6 \ 5 y + 3 z & = − 8 \ 13 y & = − 13$]


        
          #math.equation(block: true, alt: "open parenthesis 2 , minus 1 , minus 1 close parenthesis")[$( 2 , − 1 , − 1 )$]


        
      
      
        #math.equation(block: true, alt: "x plus y plus z, equals 1; x plus 4 y, equals 1; 3 x, equals 3")[$x + y + z & = 1 \ x + 4 y & = 1 \ 3 x & = 3$]


      
      
        #math.equation(block: true, alt: "2 x plus z, equals 5; 3 y plus 2 z, equals 6; 5 x, equals 20")[$2 x + z & = 5 \ 3 y + 2 z & = 6 \ 5 x & = 20$]


        
          #math.equation(block: true, alt: "open parenthesis 4 , 4 , minus 3 close parenthesis")[$( 4 , 4 , − 3 )$]


        
      
      
        #math.equation(block: true, alt: "3 x minus y, equals 6; x minus 2 z, equals minus 7; 13 x, equals 13")[$3 x − y & = 6 \ x − 2 z & = − 7 \ 13 x & = 13$]


      
      Use Gaussian reduction to solve Problems 7–20.


      
        #math.equation(block: true, alt: "x, plus, y, plus, z, equals 0; 2 x, minus, 2 y, plus, z, equals 8; 3 x, plus, 2 y, plus, z, equals 2")[$x & + & y & + & z & = 0 \ 2 x & − & 2 y & + & z & = 8 \ 3 x & + & 2 y & + & z & = 2$]


        
          #math.equation(block: true, alt: "open parenthesis 2 , minus 2 , 0 close parenthesis")[$( 2 , − 2 , 0 )$]


        
      
      
        #math.equation(block: true, alt: "x, minus, 2 y, plus, 4 z, equals minus 3; 3 x, plus, y, minus, 2 z, equals 12; 2 x, plus, y, minus, 3 z, equals 11")[$x & − & 2 y & + & 4 z & = − 3 \ 3 x & + & y & − & 2 z & = 12 \ 2 x & + & y & − & 3 z & = 11$]


      
      
        #math.equation(block: true, alt: "4 x plus z, equals 3; 2 x minus y, equals 2; 3 y plus 2 z, equals 0")[$4 x + z & = 3 \ 2 x − y & = 2 \ 3 y + 2 z & = 0$]


        
          #math.equation(block: true, alt: "open parenthesis 0 , minus 2 , 3 close parenthesis")[$( 0 , − 2 , 3 )$]


        
      
      
        #math.equation(block: true, alt: "3 y plus z, equals 3; minus 2 x plus 3 y, equals 7; 3 x plus 2 z, equals minus 6")[$3 y + z & = 3 \ − 2 x + 3 y & = 7 \ 3 x + 2 z & = − 6$]


      
      
        #math.equation(block: true, alt: "2 x, plus, 3 y, minus, 2 z, equals 5; 3 x, minus, 2 y, minus, 5 z, equals 5; 5 x, plus, 2 y, plus, 3 z, equals minus 9")[$2 x & + & 3 y & − & 2 z & = 5 \ 3 x & − & 2 y & − & 5 z & = 5 \ 5 x & + & 2 y & + & 3 z & = − 9$]


        
          #math.equation(block: true, alt: "open parenthesis minus 1 , 1 , minus 2 close parenthesis")[$( − 1 , 1 , − 2 )$]


        
      
      
        #math.equation(block: true, alt: "3 x, minus, 4 y, plus, 2 z, equals 20; 4 x, plus, 3 y, minus, 3 z, equals minus 4; 2 x, minus, 5 y, plus, 5 z, equals 24")[$3 x & − & 4 y & + & 2 z & = 20 \ 4 x & + & 3 y & − & 3 z & = − 4 \ 2 x & − & 5 y & + & 5 z & = 24$]


      
      
        #math.equation(block: true, alt: "4 x, plus, 6 y, plus, 3 z, equals minus 3; 2 x, minus, 3 y, minus, 2 z, equals 5; minus 6 x, plus, 6 y, plus, 2 z, equals minus 5")[$4 x & + & 6 y & + & 3 z & = − 3 \ 2 x & − & 3 y & − & 2 z & = 5 \ − 6 x & + & 6 y & + & 2 z & = − 5$]


        
          #math.equation(block: true, alt: "open parenthesis the fraction 1 over 2 , the fraction 2 over 3 , minus 3 close parenthesis")[$( display(frac(1, 2)) , display(frac(2, 3)) , − 3 )$]


        
      
      
        #math.equation(block: true, alt: "3 x, plus, 4 y, plus, 6 z, equals 2; minus 2 x, plus, 2 y, minus, 3 z, equals 1; 4 x, minus, 10 y, plus, 9 z, equals 0")[$3 x & + & 4 y & + & 6 z & = 2 \ − 2 x & + & 2 y & − & 3 z & = 1 \ 4 x & − & 10 y & + & 9 z & = 0$]


      
      
        #math.equation(block: true, alt: "x, minus, the fraction 1 over 2 y, minus, the fraction 1 over 2 z, equals 4; x, minus, the fraction 3 over 2 y, minus, 2 z, equals 3; the fraction 1 over 4 x, plus, the fraction 1 over 4 y, minus, the fraction 1 over 4 z, equals 0")[$x & − & display(frac(1, 2)) y & − & display(frac(1, 2)) z & = 4 \ x & − & display(frac(3, 2)) y & − & 2 z & = 3 \ display(frac(1, 4)) x & + & display(frac(1, 4)) y & − & display(frac(1, 4)) z & = 0$]


        
          #math.equation(block: true, alt: "open parenthesis 4 , minus 2 , 2 close parenthesis")[$( 4 , − 2 , 2 )$]


        
      
      
        #math.equation(block: true, alt: "x, plus, 2 y, minus, the fraction 1 over 2 z, equals 0; x, plus, the fraction 3 over 5 y, minus, the fraction 2 over 5 z, equals the fraction 1 over 5; 4 x, minus, 7 y, minus, 7 z, equals 6")[$x & + & 2 y & − & display(frac(1, 2)) z & = 0 \ x & + & display(frac(3, 5)) y & − & display(frac(2, 5)) z & = display(frac(1, 5)) \ 4 x & − & 7 y & − & 7 z & = 6$]


      
      
        #math.equation(block: true, alt: "x, plus, y, minus, z, equals 2; the fraction 1 over 2 x, minus, y, plus, the fraction 1 over 2 z, equals minus the fraction 1 over 2; x, plus, the fraction 1 over 3 y, minus, the fraction 2 over 3 z, equals the fraction 4 over 3")[$x & + & y & − & z & = 2 \ display(frac(1, 2)) x & − & y & + & display(frac(1, 2)) z & = − display(frac(1, 2)) \ x & + & display(frac(1, 3)) y & − & display(frac(2, 3)) z & = display(frac(4, 3))$]


        
          #math.equation(block: true, alt: "open parenthesis 1 , 1 , 0 close parenthesis")[$( 1 , 1 , 0 )$]


        
      
      
        #math.equation(block: true, alt: "x, plus, y, minus, 2 z, equals 3; x, minus, the fraction 1 over 3 y, plus, the fraction 1 over 3 z, equals the fraction 5 over 3; the fraction 1 over 2 x, minus, the fraction 1 over 2 y, minus, z, equals the fraction 3 over 2")[$x & + & y & − & 2 z & = 3 \ x & − & display(frac(1, 3)) y & + & display(frac(1, 3)) z & = display(frac(5, 3)) \ display(frac(1, 2)) x & − & display(frac(1, 2)) y & − & z & = display(frac(3, 2))$]


      
      
        #math.equation(block: true, alt: "x, equals minus y; x plus z, equals the fraction 5 over 6; y minus 2 z, equals minus the fraction 7 over 6")[$x & = − y \ x + z & = display(frac(5, 6)) \ y − 2 z & = − display(frac(7, 6))$]


        
          #math.equation(block: true, alt: "open parenthesis the fraction 1 over 2 , the fraction minus 1 over 2 , the fraction 1 over 3 close parenthesis")[$( display(frac(1, 2)) , display(frac(− 1, 2)) , display(frac(1, 3)) )$]


        
      
      
        #math.equation(block: true, alt: "x, equals y plus the fraction 1 over 2; y, equals z plus the fraction 5 over 4; 2 z, equals x minus the fraction 7 over 4")[$x & = y + display(frac(1, 2)) \ y & = z + display(frac(5, 4)) \ 2 z & = x − display(frac(7, 4))$]


      
      Solve the systems in Problems 21–30. If the system is inconsistent or dependent, say so.


      
        #math.equation(block: true, alt: "3 x, minus, 2 y, plus, z, equals 6; 2 x, plus, y, minus, z, equals 2; 4 x, plus, 2 y, minus, 2 z, equals 3")[$3 x & − & 2 y & + & z & = 6 \ 2 x & + & y & − & z & = 2 \ 4 x & + & 2 y & − & 2 z & = 3$]


        
          Inconsistent


        
      
      
        #math.equation(block: true, alt: "x minus 2 y plus z, equals 5; minus x plus y, equals minus 2; y minus z, equals minus 3")[$x − 2 y + z & = 5 \ − x + y & = − 2 \ y − z & = − 3$]


      
      
        #math.equation(block: true, alt: "2 x, plus, 3 y, minus, z, equals minus 2; x, minus, y, plus, the fraction 1 over 2 z, equals 2; 4 x, minus, the fraction 1 over 3 y, plus, 2 z, equals 8")[$2 x & + & 3 y & − & z & = − 2 \ x & − & y & + & display(frac(1, 2)) z & = 2 \ 4 x & − & display(frac(1, 3)) y & + & 2 z & = 8$]


        
          #math.equation(block: true, alt: "open parenthesis the fraction 1 over 2 , 0 , 3 close parenthesis")[$( display(frac(1, 2)) , 0 , 3 )$]


        
      
      
        #math.equation(block: true, alt: "3 x, plus, 6 y, plus, 2 z, equals minus 2; the fraction 1 over 2 x, minus, 3 y, minus, z, equals 1; 4 x, plus, y, plus, the fraction 1 over 3 z, equals minus the fraction 1 over 3")[$3 x & + & 6 y & + & 2 z & = − 2 \ display(frac(1, 2)) x & − & 3 y & − & z & = 1 \ 4 x & + & y & + & display(frac(1, 3)) z & = − display(frac(1, 3))$]


      
      
        #math.equation(block: true, alt: "x, equals 2 y minus 7; y, equals 4 z plus 3; z, equals 3 x plus y")[$x & = 2 y − 7 \ y & = 4 z + 3 \ z & = 3 x + y$]


        
          #math.equation(block: true, alt: "open parenthesis minus 1 , 3 , 0 close parenthesis")[$( − 1 , 3 , 0 )$]


        
      
      
        #math.equation(block: true, alt: "x, equals y plus z; y, equals 2 x minus z; z, equals 3 x minus y")[$x & = y + z \ y & = 2 x − z \ z & = 3 x − y$]


      
      
        #math.equation(block: true, alt: "the fraction 1 over 2 x plus y, equals the fraction 1 over 2 z; x minus y, equals minus z minus 2; minus x minus 2 y, equals minus z plus the fraction 4 over 3")[$display(frac(1, 2)) x + y & = display(frac(1, 2)) z \ x − y & = − z − 2 \ − x − 2 y & = − z + display(frac(4, 3))$]


        
          Inconsistent


        
      
      
        #math.equation(block: true, alt: "x, equals the fraction 1 over 2 y minus the fraction 1 over 2 z plus 1; x, equals 2 y plus z minus 1; x, equals the fraction 1 over 2 y minus the fraction 1 over 2 z plus the fraction 1 over 4")[$x & = display(frac(1, 2)) y − display(frac(1, 2)) z + 1 \ x & = 2 y + z − 1 \ x & = display(frac(1, 2)) y − display(frac(1, 2)) z + display(frac(1, 4))$]


      
      
        #math.equation(block: true, alt: "x minus y, equals 0; 2 x plus 2 y plus z, equals 5; 2 x plus y minus the fraction 1 over 2 z, equals 0")[$x − y & = 0 \ 2 x + 2 y + z & = 5 \ 2 x + y − display(frac(1, 2)) z & = 0$]


        
          #math.equation(block: true, alt: "open parenthesis the fraction 1 over 2 , the fraction 1 over 2 , 3 close parenthesis")[$( display(frac(1, 2)) , display(frac(1, 2)) , 3 )$]


        
      
      
        #math.equation(block: true, alt: "x plus y, equals 1; 2 x minus y plus z, equals minus 1; x minus 3 y minus z, equals minus the fraction 2 over 3")[$x + y & = 1 \ 2 x − y + z & = − 1 \ x − 3 y − z & = − display(frac(2, 3))$]


      
      Solve Problems 31–40 by using a system of equations.


      + Identify three unknown quantities and choose variables to represent them.
+ If appropriate, make a table organizing the information in the problem.
+ Write three equations about the variables in the problem.
+ Solve the system and answer the question in the problem.


      
        A box contains \$#math.equation(block: false, alt: "6.25")[$6.25$] in nickels, dimes, and quarters. There are #math.equation(block: false, alt: "85")[$85$] coins in all, with #math.equation(block: false, alt: "3")[$3$] times as many nickels as dimes. How many coins of each kind are there?


        
          #math.equation(block: false, alt: "60")[$60$] nickels, #math.equation(block: false, alt: "20")[$20$] dimes, #math.equation(block: false, alt: "5")[$5$] quarters


        
      
      
        Vanita has \$#math.equation(block: false, alt: "446")[$446$] in #math.equation(block: false, alt: "10")[$10$]-dollar, #math.equation(block: false, alt: "5")[$5$]-dollar, and #math.equation(block: false, alt: "1")[$1$]-dollar bills. There are #math.equation(block: false, alt: "94")[$94$] bills in all, with #math.equation(block: false, alt: "10")[$10$] more #math.equation(block: false, alt: "5")[$5$]-dollar bills than #math.equation(block: false, alt: "10")[$10$]-dollar bills. How many bills of each kind does she have?


      
      
        The perimeter of a triangle is #math.equation(block: false, alt: "155")[$155$] inches. Side #math.equation(block: false, alt: "x")[$x$] is #math.equation(block: false, alt: "20")[$20$] inches shorter than side #math.equation(block: false, alt: "y")[$y$], and side #math.equation(block: false, alt: "y")[$y$] is #math.equation(block: false, alt: "5")[$5$] inches longer than side #math.equation(block: false, alt: "z")[$z$]. Find the lengths of the sides of the triangle.


        
          #math.equation(block: false, alt: "x equals 40")[$x = 40$] in, #math.equation(block: false, alt: "y equals 60")[$y = 60$] in, #math.equation(block: false, alt: "z equals 55")[$z = 55$] in


        
      
      
        One angle of a triangle measures #math.equation(block: false, alt: "10 degrees")[$10^(∘)$] more than a second
angle, and the third angle is #math.equation(block: false, alt: "10 degrees")[$10^(∘)$] more than six times the measure of the smallest angle. Find the measure of each angle.


      
      
        Vegetable Medley is made of carrots, green beans, and cauliflower. The package says that #math.equation(block: false, alt: "1")[$1$] cup of Vegetable Medley provides #math.equation(block: false, alt: "29.4")[$29.4$] milligrams of vitamin C and #math.equation(block: false, alt: "47.4")[$47.4$] milligrams of calcium.


        - One cup of carrots contains #math.equation(block: false, alt: "9")[$9$] milligrams of vitamin C and #math.equation(block: false, alt: "48")[$48$] milligrams of calcium.
- One cup of green beans contains #math.equation(block: false, alt: "15")[$15$] milligrams of vitamin C and #math.equation(block: false, alt: "63")[$63$] milligrams of calcium.
- One cup of cauliflower contains #math.equation(block: false, alt: "69")[$69$] milligrams of vitamin C and #math.equation(block: false, alt: "26")[$26$] milligrams of calcium.


        How much of each vegetable is in #math.equation(block: false, alt: "1")[$1$] cup of Vegetable Medley?


        
          #math.equation(block: false, alt: "0.3")[$0.3$] cup carrots, #math.equation(block: false, alt: "0.4")[$0.4$] cup green beans, #math.equation(block: false, alt: "0.3")[$0.3$] cup cauliflower


        
      
      
        The Java Shoppe sells a house brand of coffee that is only #math.equation(block: false, alt: "2.25 %")[$2.25 upright(%)$] caffeine for \$#math.equation(block: false, alt: "6.60")[$6.60$] per pound. The house brand is a mixture of:


        - Colombian coffee that sells for \$#math.equation(block: false, alt: "6")[$6$] per pound and is #math.equation(block: false, alt: "2 %")[$2 upright(%)$] caffeine,
- French roast that sells for \$#math.equation(block: false, alt: "7.60")[$7.60$] per pound and is #math.equation(block: false, alt: "4 %")[$4 upright(%)$] caffeine,
- and Sumatran that sells for \$#math.equation(block: false, alt: "6.80")[$6.80$] per pound and is #math.equation(block: false, alt: "1 %")[$1 upright(%)$] caffeine.


        How much of each variety is in a pound of house brand?


      
      
        The ABC Psychological Testing Service offers three types of reports on test results: score only, evaluation, and narrative report.


        - Each score-only test takes #math.equation(block: false, alt: "3")[$3$] minutes to score using an optical scanner and #math.equation(block: false, alt: "1")[$1$] minute to print the interpretation.
- Each evaluation takes #math.equation(block: false, alt: "3")[$3$] minutes to score, #math.equation(block: false, alt: "4")[$4$] minutes to analyze, and #math.equation(block: false, alt: "2")[$2$] minutes to print.
- Each narrative report takes #math.equation(block: false, alt: "3")[$3$] minutes to score, #math.equation(block: false, alt: "5")[$5$] minutes to analyze, and #math.equation(block: false, alt: "8")[$8$] minutes to print.


        If ABC Services uses its optical scanner #math.equation(block: false, alt: "7")[$7$] hours per day, has #math.equation(block: false, alt: "8")[$8$] hours in which to analyze results, and has #math.equation(block: false, alt: "12")[$12$] hours of printer time available per day, how many of each type of report can it complete each day when it is using all its resources?


        
          #math.equation(block: false, alt: "40")[$40$] score only, #math.equation(block: false, alt: "20")[$20$] evaluations, #math.equation(block: false, alt: "80")[$80$] narrative report


        
      
      
        Reliable Auto Company wants to ship #math.equation(block: false, alt: "1700")[$1700$] Status Sedans to three major dealers in Los Angeles, Chicago, and Miami. From past experience, Reliable figures that it will sell twice as many sedans in Los Angeles as in Chicago. It costs \$#math.equation(block: false, alt: "230")[$230$] to ship a sedan to Los Angeles, \$#math.equation(block: false, alt: "70")[$70$] to Chicago, and \$#math.equation(block: false, alt: "160")[$160$] to Miami. If Reliable Auto has \$#math.equation(block: false, alt: "292 , 000")[$292 , 000$] to pay for shipping costs, how many sedans should it ship to each city?


      
      
        Ace, Inc. produces three kinds of wooden rackets: tennis rackets, Ping-Pong paddles, and squash rackets. After the pieces are cut, each racket goes through three phases of production: gluing, sanding, and finishing.


        - A tennis racket takes #math.equation(block: false, alt: "3")[$3$] hours to glue, #math.equation(block: false, alt: "2")[$2$] hours to sand, and #math.equation(block: false, alt: "3")[$3$] hours to finish.
- A Ping-Pong paddle takes #math.equation(block: false, alt: "1")[$1$] hour to glue, #math.equation(block: false, alt: "1")[$1$] hour to sand, and #math.equation(block: false, alt: "1")[$1$] hour to finish.
- A squash racket takes #math.equation(block: false, alt: "2")[$2$] hours to glue, #math.equation(block: false, alt: "2")[$2$] hours to sand, and #math.equation(block: false, alt: "2 the fraction 1 over 2")[$2 frac(1, 2)$] hours to finish.


        Ace has available #math.equation(block: false, alt: "95")[$95$] labor-hours in its gluing department, #math.equation(block: false, alt: "75")[$75$] labor-hours in sanding, and #math.equation(block: false, alt: "100")[$100$] labor-hours in finishing per day. How many of each racket should it make in order to use all the available personnel?


        
          #math.equation(block: false, alt: "20")[$20$] tennis, #math.equation(block: false, alt: "15")[$15$] Ping Pong, #math.equation(block: false, alt: "10")[$10$] squash


        
      
      
        A farmer has #math.equation(block: false, alt: "1300")[$1300$] acres on which to plant wheat, corn, and soybeans. The seed costs \$#math.equation(block: false, alt: "6")[$6$] for an acre of wheat, \$#math.equation(block: false, alt: "4")[$4$] for an acre of corn, and \$#math.equation(block: false, alt: "5")[$5$] for an acre of soybeans.
An acre of wheat requires #math.equation(block: false, alt: "5")[$5$] acre-feet of water during the growing season, while an acre of corn requires #math.equation(block: false, alt: "2")[$2$] acre-feet and an acre of soybeans requires #math.equation(block: false, alt: "3")[$3$] acre-feet. If the farmer has \$#math.equation(block: false, alt: "6150")[$6150$] to spend on seed and can count on #math.equation(block: false, alt: "3800")[$3800$] acre-feet of water, how many acres of each crop should he plant in order to use all his resources?