Suppose that the functions \(f: \mathbb{R}^{3} \rightarrow \mathbb{R}, g: \mathbb{R}^{3} \rightarrow \mathbb{R}\), and \(h: \mathbb{R}^{3} \rightarrow \mathbb{R}\) are continuously differentiable and let \(\left(x_{0}, y_{0}, z_{0}\right)\) be a point in \(\mathbb{R}^{3}\) at which
$$ f\left(x_{0}, y_{0}, z_{0}\right)=g\left(x_{0}, y_{0}, z_{0}\right)=h\left(x_{0}, y_{0}, z_{0}\right)=0 $$
and
$$ \left\langle\nabla f\left(x_{0}, y_{0}, z_{0}\right), \nabla g\left(x_{0}, y_{0}, z_{0}\right) \times \nabla h\left(x_{0}, y_{0}, z_{0}\right)\right\rangle \neq 0 $$
By considering the set of solutions of this system as consisting of the intersection of a surface with a path, explain why that in a neighborhood of the point \(\left(x_{0}, y_{0}, z_{0}\right)\)
the system of equations
$$ \begin{aligned} &f(x, y, z)=0 \\ &g(x, y, z)=0 \\ &h(x, y, z)=0, \quad(x, y, z) \text { in } \mathbb{R}^{3} \end{aligned} $$
has exactly one solution. Also explain this by using the Inverse Function Theorem.
Suppose \(\mathbf{x}=\langle 1,0,-1\rangle\) and \(\mathbf{y}=\langle-2,4,8\rangle\) are vectors in \(\mathbb{R}^{3} .\) Find a vector \(\mathbf{z} \in \mathbb{R}^{3}\) such that \(2 \mathbf{x}+\mathbf{y}+2 \mathbf{z}=\mathbf{0} .\)\(\mathbf{z}=\)
Complex analysis(i) If \(f\) is differentiable at \(z_{0}\) then \(f\) is continuous at \(z_{0}\).(ii) If \(f\) and \(g\) are differentiable at \(z_{0}\), then \(f+g\) and \(f g\) also are, and \((f+g)^{\prime}\left(z_{0}\right)=f^{\prime}\left(z_{0}\right)+g^{\prime}\left(z_{0}\right) \quad\) (sum rule); \((f g)^{\prime}\left(z_{0}\right)=f^{\prime}\left(z_{0}\right) g\left(z_{0}\right)+f\left(z_{0}\right) g^{\prime}\left(z_{0}\right) \quad\) (product rule). If in addition \(g\left(z_{0}\right) \neq 0\), then \(f / g\) is differentiable at \(z_{0}\), and \(\left(\frac{f}{g}\right)^{\prime}\left(z_{0}\right)=\frac{f^{\prime}\left(z_{0}\right) g\left(z_{0}\right)-f\left(z_{0}\right) g^{\prime}\left(z_{0}\right)}{g\left(z_{0}\right)^{2}} \quad\) (quotient rule).(iii) If \(f\) is differentiable at \(z_{0}\) and \(g\) is differentiable at \(f\left(z_{0}\right)\), then the composite function \(g \circ...
Let \(P_{2}(\mathbb{R})\) have the inner product,$$ \langle\mathbf{p}, \mathbf{q}\rangle=\int_{-1}^{1} p(x) q(x) d x, \quad \forall \mathbf{p}, \mathbf{q} \in P_{2}(\mathbb{R}) . $$Find the best approximation of \(f(x)=x^{3}+x^{4}\) by polynomials in \(P_{2}(\mathbb{R})\).
This problem uses least squares to find the curve \(y=a x+b x^{2}\) that best fits these 4 points in the plane:$$ \left(x_{1}, y_{1}\right)=(-2,2), \quad\left(x_{2}, y_{2}\right)=(-1,1), \quad\left(x_{1}, y_{3}\right)=(1,0), \quad\left(x_{4}, y_{4}\right)=(2,2) . $$a. Write down 4 equations \(a x_{i}+b x_{i}^{2}=y_{i}, i=1,2,3,4\), that would be true if the line actually went through a11 four points.b. Now write those four equations in the form \(\mathbf{A}\left[\begin{array}{l}a \\ b\end{array}\right]=\mathbf{y}\)c. Now find \(\left[\begin{array}{l}\hat{a} \\ \hat{b}\end{array}\right]\) that minimizes \(\left\|A\left[\begin{array}{l}a \\ b\end{array}\right]-\mathbf{y}\right\|^{2}\).
Problem settingConsider the linear transformation \(\phi(\cdot): \mathbb{R}^{2} \rightarrow \mathbb{R}^{2}\) on the standard vector space of dimension two over the field of real numbers defined as:$$ \phi\left(\left(\begin{array}{l} x_{0} \\ x_{1} \end{array}\right)\right)=\left(\begin{array}{r} 3 x_{0}-x_{1} \\ -7 x_{0}+2 x_{1} \end{array}\right) $$Problem taskFind \(\mathcal{R}_{G \rightarrow E}(\) id \()\) that is the change of basis matrix from basis \(G\) to the standard basis \(E\) where the standard basis vectors are:$$ \begin{array}{l} \vec{e}_{0}=\left(\begin{array}{l} 1 \\ 0 \end{array}\right) \\ \vec{e}_{1}=\left(\begin{array}{l} 0 \\ 1 \end{array}\right) \end{array} $$given that...
Problem on Linear programming and Simplex methodThe \(\ell_{1}\) norm of a vector \(v \in \mathbb{R}\) is defined by$$ \|v\|_{1}:=\sum_{i=1}^{n}\left|v_{i}\right| $$Problems of the form Minimize \(\|v\|_{1}\) subject to \(v \in \mathbb{R}^{n}\) and \(A v=b\) arise very frequently in applied math, particularly in the field of compressed sensing.Consider the special case of this problem whith \(n=3\),$$ A=\left(\begin{array}{lll} 1 & 1 & 0 \\ 3 & 0 & 1 \end{array}\right) \quad \text { and } \quad b=\left(\begin{array}{l} 3 \\ 8 \end{array}\right) $$(a) (3...
4. Consider functions \(f(x, y)=\sqrt[3]{x^{3}+y^{3}}\) and \(\mathbf{c}(t)=(t, 2 t)\).(a) Show that \(f_{x}(0,0)\) and \(f_{y}(0,0)\) exist. What is \(\nabla f(0,0)\) ?(b) Show that \(f\) is not differentiable at the point \((0,0)\).(c) Find \((f \circ c)(t)\) and then compute its derivative at the point \(t=0\).(d) Show that \((f \circ \mathbf{c})^{\prime}(0) \neq \nabla f(\mathbf{c}(0)) \cdot \mathbf{c}^{\prime}(0)\). Does this contradict the chain rule formula? why? why not?
Question 1. Compute the derivative of the following functions.(a) \(f(x)=x^{3}-\frac{2}{\sqrt{x}}+4\)(b) \(f(x)=2^{3 x-1}\)(c) \(f(x)=\ln \left(5 x^{2}+1\right)\)(d) \(f(x)=\frac{\tan (x)}{x^{2}+1}\)(e) \(f(x)=e^{x^{2}} \cdot \arctan (2 x)\)(f) \(f(x)=\sin (x)^{2} \cdot\left(\tan (x)+\cos (x)^{2}\right)\).Question 2. In geometry, the folium of Descartes is a curve given by the equation$$ x^{3}+y^{3}-3 a x y=0 $$Here, \(a\) is a constant.The curve was first proposed by Descartes in 1638 . Its claim to fame lies in an incident in the development of calculus. Descartes challenged Fermat to find the tangent line...
co are 5. Suppose that the functions f :R3 R, g:R R, and h:RR ously differentiable and let (xo. o, zo) be a point in R3 at which f(xo, yo, zo-g(xo, yo, zo)sh(xo, yo, zo)s0 and By considering the set of solutions of this system as consisting of the intersection of a surface with a path, explain why that in a neighborhood of the point (xo, yo, Zo) the system of equations f(x, y, z) g(x, y, 2)0 hCx, y,...
Let\(\mathbf{r}(t)=\left\langle R \cos \left(\frac{2 \pi N t}{h}\right), R \sin \left(\frac{2 \pi N t}{h}\right), t\right\rangle, \quad 0 \leq t \leq h\)(a) Show that \(\mathbf{r}(t)\) parametrizes a helix of radius \(R\) and height \(h\) making \(N\) complete turns.(b) Guess which of the two springs in Figure 5 uses more wire.(c) Compute the lengths of the two springs and compare.