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Examine the function for relative extrema and saddle points \[ h(x, y)=x^{2}-7 x y-y^{2} \]

Ask by Mills Wood. in the United States
Mar 20,2025

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The function \( h(x, y) = x^2 - 7xy - y^2 \) has a single critical point at \((0,0)\), which is a saddle point. There are no relative minima or maxima.

Solución

1. **Find the critical points** The given function is \[ h(x, y)=x^2-7xy-y^2. \] Compute the partial derivatives: \[ h_x(x,y)=\frac{\partial h}{\partial x}=2x-7y,\quad h_y(x,y)=\frac{\partial h}{\partial y}=-7x-2y. \] Set them equal to zero to find the critical points: \[ \begin{cases} 2x-7y=0,\\[1mm] -7x-2y=0. \end{cases} \] From \(2x-7y=0\), we have \[ x=\frac{7}{2}y. \] Substitute \(x=\frac{7}{2}y\) into \(-7x-2y=0\): \[ -7\left(\frac{7}{2}y\right)-2y=0 \quad \Longrightarrow \quad -\frac{49}{2}y-2y=0. \] Combine like terms by writing \(2y\) as \(\frac{4}{2}y\): \[ -\frac{49}{2}y-\frac{4}{2}y= -\frac{53}{2}y=0. \] Hence, \(y=0\) and, consequently, \[ x=\frac{7}{2}\cdot0=0. \] The only critical point is \((0,0)\). 2. **Apply the second derivative test** Compute the second partial derivatives: \[ h_{xx}=\frac{\partial^2 h}{\partial x^2}=2,\quad h_{yy}=\frac{\partial^2 h}{\partial y^2}=-2,\quad h_{xy}=\frac{\partial^2 h}{\partial x \partial y}=-7. \] The Hessian matrix is \[ H(x,y)=\begin{pmatrix} h_{xx} & h_{xy} \\[1mm] h_{xy} & h_{yy} \end{pmatrix}=\begin{pmatrix} 2 & -7 \\[1mm] -7 & -2 \end{pmatrix}. \] Its determinant is \[ D = \det H(0,0) = (2)(-2)-(-7)^2 = -4-49= -53. \] Since \(D<0\), the critical point \((0,0)\) is a saddle point. 3. **Conclusion** The function \( h(x, y)=x^2-7xy-y^2 \) has a single critical point at \((0,0)\), which is a saddle point. There are no relative minima or maxima.

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Extra Insights

To find the relative extrema and saddle points of the function \( h(x, y) = x^2 - 7xy - y^2 \), we first need to find the critical points. We do this by computing the first partial derivatives and setting them equal to zero: \[ h_x = \frac{\partial h}{\partial x} = 2x - 7y, \] \[ h_y = \frac{\partial h}{\partial y} = -7x - 2y. \] Setting \( h_x = 0 \) and \( h_y = 0 \) gives us the system of equations: 1. \( 2x - 7y = 0 \) 2. \( -7x - 2y = 0 \) From equation (1), we can express \( y = \frac{2}{7}x \). Substituting this into equation (2): \[ -7x - 2\left(\frac{2}{7}x\right) = 0 \implies -7x - \frac{4}{7}x = 0 \implies -\frac{49x + 4x}{7} = 0 \implies -53x = 0. \] This implies \( x = 0 \). Plugging \( x = 0 \) back into the equation for \( y \) gives \( y = 0 \). Therefore, the critical point is \( (0, 0) \). Next, we use the second derivative test to classify this critical point. We need to compute the second partial derivatives: \[ h_{xx} = \frac{\partial^2 h}{\partial x^2} = 2, \] \[ h_{yy} = \frac{\partial^2 h}{\partial y^2} = -2, \] \[ h_{xy} = \frac{\partial^2 h}{\partial x \partial y} = -7. \] Now, we compute the determinant of the Hessian matrix: \[ D = h_{xx}h_{yy} - (h_{xy})^2 = (2)(-2) - (-7)^2 = -4 - 49 = -53. \] Since \( D < 0 \), we conclude that the critical point \( (0, 0) \) is a saddle point. To summarize, the function \( h(x, y) = x^2 - 7xy - y^2 \) has a saddle point at \( (0, 0) \), which means the surface defined by the function curves up in some directions and down in others around this point. It’s a definite "whoa" moment when you visualize how that saddle point behaves!

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