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Letf : R^2 -> R: (x,y) -> x^4 + y^2 + 2x^2y -1Answer the following:(a) Graph f(x, 0) against x in two dimensions and graph f(0, y) against y in two dimensions.(b) Draw the countour set f(x, y) = 3(c) Calculate the directional derivative of f at the point (1, 1) in the direction of thevector (−1, 1).(d) At the point (1, 1), find the direction of steepest ascent. That is, find the vector v∗ with length 1 that causes f to increase most rapidly.(e) Find the equation of the tangent plane at the point (1, 1) and comment on the relationship between the tangent plane and the slope of steepest ascent.

Question

Letf : R^2 -> R: (x,y) -> x^4 + y^2 + 2x^2y -1Answer the following:(a) Graph f(x, 0) against x in two dimensions and graph f(0, y) against y in two dimensions.(b) Draw the countour set f(x, y) = 3(c) Calculate the directional derivative of f at the point (1, 1) in the direction of thevector (−1, 1).(d) At the point (1, 1), find the direction of steepest ascent. That is, find the vector v∗ with length 1 that causes f to increase most rapidly.(e) Find the equation of the tangent plane at the point (1, 1) and comment on the relationship between the tangent plane and the slope of steepest ascent.

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Solution

(a) To graph f(x, 0) against x, we substitute y = 0 into the function f(x, y). This gives us f(x, 0) = x^4 - 1. This is a simple quartic function and its graph will look like a "W" shape, with a minimum point at x = 0.

To graph f(0, y) against y, we substitute x = 0 into the function f(x, y). This gives us f(0, y) = y^2 - 1. This is a simple quadratic function and its graph will look like a "U" shape, with a minimum point at y = 0.

(b) The contour set f(x, y) = 3 is the set of points (x, y) that satisfy the equation x^4 + y^2 + 2x^2y - 1 = 3. This is a quartic equation in two variables and its graph will be a curve in the xy-plane.

(c) The directional derivative of f at the point (1, 1) in the direction of the vector (-1, 1) is given by the gradient of f at (1, 1) dotted with the unit vector in the direction of (-1, 1). The gradient of f is the vector of partial derivatives (4x^3 + 4xy, 2y + 2x^2), so at (1, 1) this is (8, 4). The unit vector in the direction of (-1, 1) is (-1/sqrt(2), 1/sqrt(2)), so the directional derivative is 8*(-1/sqrt(2)) + 4*(1/sqrt(2)) = -2*sqrt(2).

(d) The direction of steepest ascent at a point is given by the gradient at that point. So at (1, 1), the direction of steepest ascent is the vector (8, 4). The vector with length 1 in this direction is (8/sqrt(80), 4/sqrt(80)) = (4/sqrt(5), 2/sqrt(5)).

(e) The equation of the tangent plane at a point is given by f(x, y) = f(a, b) + f_x(a, b)(x - a) + f_y(a, b)(y - b), where (a, b) is the point and f_x and f_y are the partial derivatives of f. So at (1, 1), the equation of the tangent plane is f(x, y) = 3 + 8*(x - 1) + 4*(y - 1) = 8x + 4y - 9. The slope of steepest ascent is the magnitude of the gradient, which is sqrt(8^2 + 4^2) = sqrt(80), so the tangent plane is steepest in the direction of the gradient.

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