{"id":192,"date":"2021-07-30T17:29:28","date_gmt":"2021-07-30T17:29:28","guid":{"rendered":"https:\/\/courses.lumenlearning.com\/calculus3\/?post_type=chapter&#038;p=192"},"modified":"2022-10-29T02:19:00","modified_gmt":"2022-10-29T02:19:00","slug":"putting-it-together-differentiation-of-functions-of-several-variables","status":"publish","type":"chapter","link":"https:\/\/courses.lumenlearning.com\/calculus3\/chapter\/putting-it-together-differentiation-of-functions-of-several-variables\/","title":{"raw":"Putting It Together: Differentiation of Functions of Several Variables","rendered":"Putting It Together: Differentiation of Functions of Several Variables"},"content":{"raw":"<h2 id=\"27\" data-type=\"title\">Profitable Golf Balls<\/h2>\r\n[caption id=\"attachment_229\" align=\"aligncenter\" width=\"450\"]<img class=\"wp-image-229\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5667\/2021\/07\/02172412\/c3-m4.jpeg\" alt=\"A basket full of golf balls.\" width=\"450\" height=\"337\" \/> Figure 1.[\/caption]\r\n\r\nPro-[latex]T[\/latex] company has developed a profit model that depends on the number [latex]x[\/latex] of golf balls sold per month (measured in thousands), and the number of hours per month of advertising [latex]y[\/latex], according to the function\r\n<p style=\"text-align: center;\">[latex]z=f(x,y)=48x+96y-x^{2}-2xy-9y^{2}[\/latex]<\/p>\r\nwhere [latex]z[\/latex]\u00a0is measured in thousands of dollars. The maximum number of golf balls that can be produced and sold is\u00a0[latex]50,000[\/latex],\u00a0and the maximum number of hours of advertising that can be purchased is\u00a0[latex]25[\/latex]. Find the values of\u00a0[latex]x[\/latex]\u00a0and\u00a0[latex]y[\/latex]\u00a0that maximize profit, and find the maximum profit.\r\n<h4 data-type=\"solution-title\"><span class=\"os-title-label\">Solution<\/span><\/h4>\r\nUsing the problem-solving strategy, step 1\u00a0involves finding the critical points of [latex]f[\/latex]\u00a0on its domain. Therefore, we first calculate [latex]f_{x}(x,y)[\/latex]\u00a0and\u00a0[latex]f_{y}(x,y)[\/latex],\u00a0then set them each equal to zero:\r\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}f_{x}(x,y) &amp;=&amp; 48-2x-2y \\hfill \\\\f_{y}(x,y) &amp;=&amp; 96-2x-18y \\hfill \\end{array}[\/latex]<\/p>\r\nSetting them equal to zero yields the system of equations\r\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}48-2x-2y &amp;=&amp; 0 \\hfill \\\\96-2x-18y &amp;=&amp; 0 \\hfill \\end{array}[\/latex]<\/p>\r\nThe solution to this system is [latex]x=21[\/latex] and [latex]y=3[\/latex]. Therefore [latex](21,3)[\/latex]\u00a0is a critical point of [latex]f[\/latex]. Calculating [latex]f(21,3)[\/latex] gives\u00a0[latex]f(21,3)=48(21)+96(3)-21^{2}-2(21)(3)-9(3)^{2}=648[\/latex].\r\n\r\nThe domain of this function is [latex]0\\le{x}\\le{50}[\/latex] and [latex]0\\le{y}\\le{25}[\/latex]\u00a0as shown in the following graph.\r\n\r\n[caption id=\"attachment_324\" align=\"aligncenter\" width=\"307\"]<img class=\"wp-image-324 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5667\/2021\/07\/03224740\/c3-pit4.jpeg\" alt=\"A rectangle is drawn in the first quadrant with one corner at the origin, horizontal length 50, and height 25. This rectangle is marked D, and the sides are marked in counterclockwise order from the side overlapping the x axis L1, L2, L3, and L4.\" width=\"307\" height=\"310\" \/> Figure 2. Graph of the domain of the function[latex]z=f(x,y)=48x+96y-x^{2}-2xy-9y^{2}[\/latex].[\/caption][latex]L_{1}[\/latex]\u00a0is the line segment connecting [latex](0,0)[\/latex] and\u00a0[latex](50,0)[\/latex],\u00a0and it can be parameterized by the equations [latex]x(t)=t[\/latex], [latex]y(t)=0[\/latex] for [latex]0\\le{t}\\le{50}[\/latex].\u00a0We then define [latex]g(t)=f(x(t),y(t))[\/latex]:\r\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}g(t) &amp;=&amp;f(x(t),y(t)) \\hfill \\\\ &amp;=&amp; f(t,0) \\hfill \\\\ &amp;=&amp; 48t+96(0)-y^{2}-2(t)(0)-9(0)^{2} \\hfill \\\\ &amp;=&amp; 48t-t^{2} \\hfill \\end{array}[\/latex]<\/p>\r\nSetting [latex]g^{\\prime}(t)=0[\/latex] yields the critical point [latex]t=24[\/latex],\u00a0which corresponds to the point [latex](24,0)[\/latex]\u00a0in the domain of [latex]f[\/latex]. Calculating [latex]f(24,0)[\/latex] gives [latex]576[\/latex].\r\n\r\n[latex]L_{2}[\/latex]\u00a0is the line segment connecting [latex](50,0)[\/latex] and\u00a0[latex](50,25)[\/latex],\u00a0and it can be parameterized by the equations [latex]x(t)=50[\/latex], [latex]y(t)=t[\/latex] for [latex]0\\le{t}\\le{25}[\/latex].\u00a0Once again we define [latex]g(t)=f(x(t),y(t))[\/latex]:\r\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}g(t) &amp;=&amp;f(x(t),y(t)) \\hfill \\\\ &amp;=&amp; f(50,t) \\hfill \\\\ &amp;=&amp; 48(50)+96t-50^{2}-2(50)t-9t^{2} \\hfill \\\\ &amp;=&amp; -9t^{2}-4t-100 \\hfill \\end{array}[\/latex]<\/p>\r\nThis function has a critical point [latex]t=-\\frac{2}{9}[\/latex],\u00a0which corresponds to the point [latex](50,-\\frac{2}{9})[\/latex].\u00a0This point is not in the domain of\u00a0[latex]f[\/latex].\r\n\r\n[latex]L_{3}[\/latex]\u00a0is the line segment connecting [latex](0,25)[\/latex] and\u00a0[latex](50,25)[\/latex],\u00a0and it can be parameterized by the equations\u00a0[latex]x(t)=t[\/latex], [latex]y(t)=25[\/latex] for [latex]0\\le{t}\\le{50}[\/latex]. We define [latex]g(t)=f(x(t),y(t))[\/latex]:\r\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}g(t) &amp;=&amp;f(x(t),y(t)) \\hfill \\\\ &amp;=&amp; f(t,25) \\hfill \\\\ &amp;=&amp; 48(t)+96(25)-t^{2}-2t(25)-9(25)^{2} \\hfill \\\\ &amp;=&amp; -t^{2}-2t-3225 \\hfill \\end{array}[\/latex]<\/p>\r\nThis function has a critical point [latex]t=-1[\/latex],\u00a0which corresponds to the point [latex](-1,25)[\/latex], which is not in the domain.\r\n\r\n[latex]L_{4}[\/latex]\u00a0is the line segment connecting [latex](0)[\/latex] and\u00a0[latex](0,25)[\/latex],\u00a0and it can be parameterized by the equations\u00a0[latex]x(t)=0[\/latex], [latex]y(t)=t[\/latex] for [latex]0\\le{t}\\le{25}[\/latex]. We define [latex]g(t)=f(x(t),y(t))[\/latex]:\r\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}g(t) &amp;=&amp;f(x(t),y(t)) \\hfill \\\\ &amp;=&amp; f(0,t) \\hfill \\\\ &amp;=&amp; 48(0)+96t-(0)^{2}-2(0)t-9t^{2} \\hfill \\\\ &amp;=&amp; 96t-t^{2} \\hfill \\end{array}[\/latex]<\/p>\r\nThis function has a critical point [latex]t=\\frac{16}{3}[\/latex],\u00a0which corresponds to the point [latex](0,\\frac{16}{3})[\/latex], which is on the boundary of the domain. Calculating [latex]f(0,\\frac{16}{3})[\/latex] gives [latex]256[\/latex].\r\n\r\nWe also need to find the values of\u00a0<span id=\"MathJax-Element-4308-Frame\" class=\"MathJax\" style=\"box-sizing: border-box; overflow: initial; display: inline-table; font-style: normal; font-weight: normal; line-height: normal; font-size: 14px; text-indent: 0px; text-align: left; text-transform: none; letter-spacing: normal; word-spacing: normal; overflow-wrap: normal; white-space: nowrap; float: none; direction: ltr; max-width: none; max-height: none; min-width: 0px; min-height: 0px; border: 0px; padding: 0px; margin: 0px; position: relative;\" tabindex=\"0\" role=\"presentation\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot; display=&quot;inline&quot;&gt;&lt;semantics&gt;&lt;mrow&gt;&lt;mrow&gt;&lt;mi&gt;f&lt;\/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mrow&gt;&lt;mi&gt;x&lt;\/mi&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mi&gt;y&lt;\/mi&gt;&lt;\/mrow&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;\/mrow&gt;&lt;\/mrow&gt;&lt;\/mrow&gt;&lt;annotation-xml encoding=&quot;MathML-Content&quot;&gt;&lt;mrow&gt;&lt;mi&gt;f&lt;\/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mrow&gt;&lt;mi&gt;x&lt;\/mi&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mi&gt;y&lt;\/mi&gt;&lt;\/mrow&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;\/mrow&gt;&lt;\/mrow&gt;&lt;\/annotation-xml&gt;&lt;\/semantics&gt;&lt;\/math&gt;\"><\/span>[latex]f(x,y)[\/latex]\u00a0at the corners of its domain. These corners are located at [latex](0,0),(50,0),(50,25),\\text{ and }(0,25)[\/latex]:\r\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}f(0,0) &amp;=&amp; 48(0)+96(0)-(0)^{2}-2(0)(0)-9(0)^{2}=0 \\hfill \\\\f(50,0) &amp;=&amp; 48(50)+96(0)-(50)^{2}-2(50)(0)-9(0)^{2}=-100 \\hfill \\\\f(50,25) &amp;=&amp; 48(50)+96(25)-(500)^{2}-2(50)(25)-9(25)^{2}=-5825 \\hfill \\\\f(0,25) &amp;=&amp; 48(0)+96(25)-(0)^{2}-2(0)(25)-9(25)^{2}=-3225 \\hfill \\end{array}[\/latex]<\/p>\r\nThe maximum critical value is [latex]648[\/latex]\u00a0which occurs at [latex](21,3)[\/latex].\u00a0Therefore, a maximum profit of [latex]\\$648,000[\/latex]\u00a0is realized when [latex]21,000[\/latex]\u00a0golf balls are sold and [latex]33[\/latex] hours of advertising are purchased per month as shown in the following figure.\r\n\r\n[caption id=\"attachment_326\" align=\"aligncenter\" width=\"682\"]<img class=\"wp-image-326 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5667\/2021\/07\/04022722\/c3-pit4-2.jpeg\" alt=\"The function f(x, y) = 48x + 96y \u2013 x2 \u2013 2xy \u2013 9y2 is shown with maximum point at (21, 3, 648). The shape is a plane curving from near the origin down to (50, 25).\" width=\"682\" height=\"517\" \/> Figure 3. The profit function [latex]f(x,y)[\/latex] has a maximum at [latex](21,3,648)[\/latex].[\/caption]","rendered":"<h2 id=\"27\" data-type=\"title\">Profitable Golf Balls<\/h2>\n<div id=\"attachment_229\" style=\"width: 460px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-229\" class=\"wp-image-229\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5667\/2021\/07\/02172412\/c3-m4.jpeg\" alt=\"A basket full of golf balls.\" width=\"450\" height=\"337\" \/><\/p>\n<p id=\"caption-attachment-229\" class=\"wp-caption-text\">Figure 1.<\/p>\n<\/div>\n<p>Pro-[latex]T[\/latex] company has developed a profit model that depends on the number [latex]x[\/latex] of golf balls sold per month (measured in thousands), and the number of hours per month of advertising [latex]y[\/latex], according to the function<\/p>\n<p style=\"text-align: center;\">[latex]z=f(x,y)=48x+96y-x^{2}-2xy-9y^{2}[\/latex]<\/p>\n<p>where [latex]z[\/latex]\u00a0is measured in thousands of dollars. The maximum number of golf balls that can be produced and sold is\u00a0[latex]50,000[\/latex],\u00a0and the maximum number of hours of advertising that can be purchased is\u00a0[latex]25[\/latex]. Find the values of\u00a0[latex]x[\/latex]\u00a0and\u00a0[latex]y[\/latex]\u00a0that maximize profit, and find the maximum profit.<\/p>\n<h4 data-type=\"solution-title\"><span class=\"os-title-label\">Solution<\/span><\/h4>\n<p>Using the problem-solving strategy, step 1\u00a0involves finding the critical points of [latex]f[\/latex]\u00a0on its domain. Therefore, we first calculate [latex]f_{x}(x,y)[\/latex]\u00a0and\u00a0[latex]f_{y}(x,y)[\/latex],\u00a0then set them each equal to zero:<\/p>\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}f_{x}(x,y) &=& 48-2x-2y \\hfill \\\\f_{y}(x,y) &=& 96-2x-18y \\hfill \\end{array}[\/latex]<\/p>\n<p>Setting them equal to zero yields the system of equations<\/p>\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}48-2x-2y &=& 0 \\hfill \\\\96-2x-18y &=& 0 \\hfill \\end{array}[\/latex]<\/p>\n<p>The solution to this system is [latex]x=21[\/latex] and [latex]y=3[\/latex]. Therefore [latex](21,3)[\/latex]\u00a0is a critical point of [latex]f[\/latex]. Calculating [latex]f(21,3)[\/latex] gives\u00a0[latex]f(21,3)=48(21)+96(3)-21^{2}-2(21)(3)-9(3)^{2}=648[\/latex].<\/p>\n<p>The domain of this function is [latex]0\\le{x}\\le{50}[\/latex] and [latex]0\\le{y}\\le{25}[\/latex]\u00a0as shown in the following graph.<\/p>\n<div id=\"attachment_324\" style=\"width: 317px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-324\" class=\"wp-image-324 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5667\/2021\/07\/03224740\/c3-pit4.jpeg\" alt=\"A rectangle is drawn in the first quadrant with one corner at the origin, horizontal length 50, and height 25. This rectangle is marked D, and the sides are marked in counterclockwise order from the side overlapping the x axis L1, L2, L3, and L4.\" width=\"307\" height=\"310\" \/><\/p>\n<p id=\"caption-attachment-324\" class=\"wp-caption-text\">Figure 2. Graph of the domain of the function[latex]z=f(x,y)=48x+96y-x^{2}-2xy-9y^{2}[\/latex].<\/p>\n<\/div>\n<p>[latex]L_{1}[\/latex]\u00a0is the line segment connecting [latex](0,0)[\/latex] and\u00a0[latex](50,0)[\/latex],\u00a0and it can be parameterized by the equations [latex]x(t)=t[\/latex], [latex]y(t)=0[\/latex] for [latex]0\\le{t}\\le{50}[\/latex].\u00a0We then define [latex]g(t)=f(x(t),y(t))[\/latex]:<\/p>\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}g(t) &=&f(x(t),y(t)) \\hfill \\\\ &=& f(t,0) \\hfill \\\\ &=& 48t+96(0)-y^{2}-2(t)(0)-9(0)^{2} \\hfill \\\\ &=& 48t-t^{2} \\hfill \\end{array}[\/latex]<\/p>\n<p>Setting [latex]g^{\\prime}(t)=0[\/latex] yields the critical point [latex]t=24[\/latex],\u00a0which corresponds to the point [latex](24,0)[\/latex]\u00a0in the domain of [latex]f[\/latex]. Calculating [latex]f(24,0)[\/latex] gives [latex]576[\/latex].<\/p>\n<p>[latex]L_{2}[\/latex]\u00a0is the line segment connecting [latex](50,0)[\/latex] and\u00a0[latex](50,25)[\/latex],\u00a0and it can be parameterized by the equations [latex]x(t)=50[\/latex], [latex]y(t)=t[\/latex] for [latex]0\\le{t}\\le{25}[\/latex].\u00a0Once again we define [latex]g(t)=f(x(t),y(t))[\/latex]:<\/p>\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}g(t) &=&f(x(t),y(t)) \\hfill \\\\ &=& f(50,t) \\hfill \\\\ &=& 48(50)+96t-50^{2}-2(50)t-9t^{2} \\hfill \\\\ &=& -9t^{2}-4t-100 \\hfill \\end{array}[\/latex]<\/p>\n<p>This function has a critical point [latex]t=-\\frac{2}{9}[\/latex],\u00a0which corresponds to the point [latex](50,-\\frac{2}{9})[\/latex].\u00a0This point is not in the domain of\u00a0[latex]f[\/latex].<\/p>\n<p>[latex]L_{3}[\/latex]\u00a0is the line segment connecting [latex](0,25)[\/latex] and\u00a0[latex](50,25)[\/latex],\u00a0and it can be parameterized by the equations\u00a0[latex]x(t)=t[\/latex], [latex]y(t)=25[\/latex] for [latex]0\\le{t}\\le{50}[\/latex]. We define [latex]g(t)=f(x(t),y(t))[\/latex]:<\/p>\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}g(t) &=&f(x(t),y(t)) \\hfill \\\\ &=& f(t,25) \\hfill \\\\ &=& 48(t)+96(25)-t^{2}-2t(25)-9(25)^{2} \\hfill \\\\ &=& -t^{2}-2t-3225 \\hfill \\end{array}[\/latex]<\/p>\n<p>This function has a critical point [latex]t=-1[\/latex],\u00a0which corresponds to the point [latex](-1,25)[\/latex], which is not in the domain.<\/p>\n<p>[latex]L_{4}[\/latex]\u00a0is the line segment connecting [latex](0)[\/latex] and\u00a0[latex](0,25)[\/latex],\u00a0and it can be parameterized by the equations\u00a0[latex]x(t)=0[\/latex], [latex]y(t)=t[\/latex] for [latex]0\\le{t}\\le{25}[\/latex]. We define [latex]g(t)=f(x(t),y(t))[\/latex]:<\/p>\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}g(t) &=&f(x(t),y(t)) \\hfill \\\\ &=& f(0,t) \\hfill \\\\ &=& 48(0)+96t-(0)^{2}-2(0)t-9t^{2} \\hfill \\\\ &=& 96t-t^{2} \\hfill \\end{array}[\/latex]<\/p>\n<p>This function has a critical point [latex]t=\\frac{16}{3}[\/latex],\u00a0which corresponds to the point [latex](0,\\frac{16}{3})[\/latex], which is on the boundary of the domain. Calculating [latex]f(0,\\frac{16}{3})[\/latex] gives [latex]256[\/latex].<\/p>\n<p>We also need to find the values of\u00a0<span id=\"MathJax-Element-4308-Frame\" class=\"MathJax\" style=\"box-sizing: border-box; overflow: initial; display: inline-table; font-style: normal; font-weight: normal; line-height: normal; font-size: 14px; text-indent: 0px; text-align: left; text-transform: none; letter-spacing: normal; word-spacing: normal; overflow-wrap: normal; white-space: nowrap; float: none; direction: ltr; max-width: none; max-height: none; min-width: 0px; min-height: 0px; border: 0px; padding: 0px; margin: 0px; position: relative;\" tabindex=\"0\" role=\"presentation\" data-mathml=\"&lt;math xmlns=&quot;http:\/\/www.w3.org\/1998\/Math\/MathML&quot; display=&quot;inline&quot;&gt;&lt;semantics&gt;&lt;mrow&gt;&lt;mrow&gt;&lt;mi&gt;f&lt;\/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mrow&gt;&lt;mi&gt;x&lt;\/mi&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mi&gt;y&lt;\/mi&gt;&lt;\/mrow&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;\/mrow&gt;&lt;\/mrow&gt;&lt;\/mrow&gt;&lt;annotation-xml encoding=&quot;MathML-Content&quot;&gt;&lt;mrow&gt;&lt;mi&gt;f&lt;\/mi&gt;&lt;mrow&gt;&lt;mo&gt;(&lt;\/mo&gt;&lt;mrow&gt;&lt;mi&gt;x&lt;\/mi&gt;&lt;mo&gt;,&lt;\/mo&gt;&lt;mi&gt;y&lt;\/mi&gt;&lt;\/mrow&gt;&lt;mo&gt;)&lt;\/mo&gt;&lt;\/mrow&gt;&lt;\/mrow&gt;&lt;\/annotation-xml&gt;&lt;\/semantics&gt;&lt;\/math&gt;\"><\/span>[latex]f(x,y)[\/latex]\u00a0at the corners of its domain. These corners are located at [latex](0,0),(50,0),(50,25),\\text{ and }(0,25)[\/latex]:<\/p>\n<p style=\"text-align: center;\">[latex]\\begin{array}{c}f(0,0) &=& 48(0)+96(0)-(0)^{2}-2(0)(0)-9(0)^{2}=0 \\hfill \\\\f(50,0) &=& 48(50)+96(0)-(50)^{2}-2(50)(0)-9(0)^{2}=-100 \\hfill \\\\f(50,25) &=& 48(50)+96(25)-(500)^{2}-2(50)(25)-9(25)^{2}=-5825 \\hfill \\\\f(0,25) &=& 48(0)+96(25)-(0)^{2}-2(0)(25)-9(25)^{2}=-3225 \\hfill \\end{array}[\/latex]<\/p>\n<p>The maximum critical value is [latex]648[\/latex]\u00a0which occurs at [latex](21,3)[\/latex].\u00a0Therefore, a maximum profit of [latex]\\$648,000[\/latex]\u00a0is realized when [latex]21,000[\/latex]\u00a0golf balls are sold and [latex]33[\/latex] hours of advertising are purchased per month as shown in the following figure.<\/p>\n<div id=\"attachment_326\" style=\"width: 692px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-326\" class=\"wp-image-326 size-full\" src=\"https:\/\/s3-us-west-2.amazonaws.com\/courses-images\/wp-content\/uploads\/sites\/5667\/2021\/07\/04022722\/c3-pit4-2.jpeg\" alt=\"The function f(x, y) = 48x + 96y \u2013 x2 \u2013 2xy \u2013 9y2 is shown with maximum point at (21, 3, 648). The shape is a plane curving from near the origin down to (50, 25).\" width=\"682\" height=\"517\" \/><\/p>\n<p id=\"caption-attachment-326\" class=\"wp-caption-text\">Figure 3. The profit function [latex]f(x,y)[\/latex] has a maximum at [latex](21,3,648)[\/latex].<\/p>\n<\/div>\n\n\t\t\t <section class=\"citations-section\" role=\"contentinfo\">\n\t\t\t <h3>Candela Citations<\/h3>\n\t\t\t\t\t <div>\n\t\t\t\t\t\t <div id=\"citation-list-192\">\n\t\t\t\t\t\t\t <div class=\"licensing\"><div class=\"license-attribution-dropdown-subheading\">CC licensed content, Shared previously<\/div><ul class=\"citation-list\"><li>Calculus Volume 3. <strong>Authored by<\/strong>: Gilbert Strang, Edwin (Jed) Herman. <strong>Provided by<\/strong>: OpenStax. <strong>Located at<\/strong>: <a target=\"_blank\" href=\"https:\/\/openstax.org\/books\/calculus-volume-3\/pages\/1-introduction\">https:\/\/openstax.org\/books\/calculus-volume-3\/pages\/1-introduction<\/a>. <strong>License<\/strong>: <em><a target=\"_blank\" rel=\"license\" href=\"https:\/\/creativecommons.org\/licenses\/by-nc-sa\/4.0\/\">CC BY-NC-SA: Attribution-NonCommercial-ShareAlike<\/a><\/em>. <strong>License Terms<\/strong>: Access for free at https:\/\/openstax.org\/books\/calculus-volume-3\/pages\/1-introduction<\/li><\/ul><\/div>\n\t\t\t\t\t\t <\/div>\n\t\t\t\t\t <\/div>\n\t\t\t <\/section>","protected":false},"author":17533,"menu_order":37,"template":"","meta":{"_candela_citation":"[{\"type\":\"cc\",\"description\":\"Calculus Volume 3\",\"author\":\"Gilbert Strang, Edwin (Jed) Herman\",\"organization\":\"OpenStax\",\"url\":\"https:\/\/openstax.org\/books\/calculus-volume-3\/pages\/1-introduction\",\"project\":\"\",\"license\":\"cc-by-nc-sa\",\"license_terms\":\"Access for free at https:\/\/openstax.org\/books\/calculus-volume-3\/pages\/1-introduction\"}]","CANDELA_OUTCOMES_GUID":"","pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-192","chapter","type-chapter","status-publish","hentry"],"part":22,"_links":{"self":[{"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/pressbooks\/v2\/chapters\/192","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/wp\/v2\/users\/17533"}],"version-history":[{"count":9,"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/pressbooks\/v2\/chapters\/192\/revisions"}],"predecessor-version":[{"id":6409,"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/pressbooks\/v2\/chapters\/192\/revisions\/6409"}],"part":[{"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/pressbooks\/v2\/parts\/22"}],"metadata":[{"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/pressbooks\/v2\/chapters\/192\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/wp\/v2\/media?parent=192"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/pressbooks\/v2\/chapter-type?post=192"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/wp\/v2\/contributor?post=192"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/courses.lumenlearning.com\/calculus3\/wp-json\/wp\/v2\/license?post=192"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}