Tama volunteered to take part in a laboratory caffeine experiment. The experiment wanted to test how long it took the chemical caffeine found in coffee to remain in the human body, in this case Tama's body. Tama was given a standard cup of coffee to drink. The amount of caffeine in his blood from when it peaked can be modelled by the function C(t) = 2.65e(-1.2+36) where C is the amount of caffeine in his blood in milligrams and t is time in hours. In the experiment, any reading below 0.001mg was undetectable and considered to be zero. (a) What was Tama's caffeine level when it peaked? [1 marks] (b) How long did the model predict the caffeine level to remain in Tama's body after it had peaked?

The given differential equation is not exact, that is;

the differential equation (e^t*sin(y) + 4y)dx − (4x − e^t*sin(y))dy = 0

is not an exact differential equation.

So, we need to determine an integrating factor and then multiply it with the differential equation to make it exact.

We can obtain an integrating factor (IF) of the differential equation by using the following steps:

Finding the partial derivative of the coefficient of x with respect to y (i.e., ∂/∂y (e^t*sin(y) + 4y) = e^t*cos(y) ).

Finding the partial derivative of the coefficient of y with respect to x (i.e., -∂/∂x (4x − e^t*sin(y)) = -4).

Then, computing the integrating factor (IF) of the differential equation (i.e., IF = exp(∫ e^t*cos(y)/(-4) dx) )

Therefore, IF = exp(-e^t*sin(y)/4).

Multiplying the integrating factor with the differential equation, we get;

exp(-e^t*sin(y)/4)*(e^t*sin(y) + 4y)dx − exp(-e^t*sin(y)/4)*(4x − e^t*sin(y))dy = 0

This equation is exact.

To solve the exact differential equation, we integrate the differential equation with respect to x, treating y as a constant, we get;

∫(exp(-e^t*sin(y)/4)*(e^t*sin(y) + 4y) dx) = f(y) + C1

Where C1 is the constant of integration and f(y) is the function of y alone obtained by integrating the right-hand side of the original differential equation with respect to y and treating x as a constant.

Differentiating both sides of the above equation with respect to y, we get;

exp(-e^t*sin(y)/4)*(e^t*sin(y) + 4y) d(x/dy) + exp(-e^t*sin(y)/4)*4 = f'(y)dx/dy

Integrating both sides of the above equation with respect to y, we get;

exp(-e^t*sin(y)/4)*(e^t*cos(y) + 4) x + exp(-e^t*sin(y)/4)*4y = f(y) + C2

Where C2 is the constant of integration obtained by integrating the left-hand side of the above equation with respect to y.

Therefore, the main answer is;

exp(-e^t*sin(y)/4)*(e^t*cos(y) + 4) x + exp(-e^t*sin(y)/4)*4y = f(y) + C2

Differential equations is an essential topic of mathematics that deals with functions and their derivatives. An exact differential equation is a type of differential equation where the solution is a continuously differentiable function of the variables, x and y. To solve an exact differential equation, we need to find an integrating factor and then multiply it with the given differential equation to make it exact. By doing so, we can integrate the differential equation to find the solution. There are certain steps to obtain an integrating factor of a given differential equation.

These are: Finding the partial derivative of the coefficient of x with respect to y

Finding the partial derivative of the coefficient of y with respect to x

Computing the integrating factor of the differential equation

Once we get the integrating factor, we multiply it with the given differential equation to make it exact. Then, we can integrate the exact differential equation to obtain the solution. While integrating, we treat one of the variables (either x or y) as a constant and integrate with respect to the other variable. After integration, we obtain a constant of integration which we can determine by using the initial conditions of the differential equation. Therefore, the solution of an exact differential equation depends on the initial conditions given. In this way, we can solve an exact differential equation by finding the integrating factor and then integrating the equation. 

Therefore, the given differential equation is not exact. After finding the integrating factor and multiplying it with the differential equation, we obtained the exact differential equation. Integrating the exact differential equation, we obtained the main answer.

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The position function is given by: u(t) = -64/wo cos(wo t - π/2)Comparing with the equation u(t) = Co cos(wo t + αo), we get :Co = -64/wo cos(αo)Co = -64/wo sin(π/2)Co = -64/wo wo = 64/Co so = π/2Graph of both functions x(t) and u(t) in the same window to illustrate the effect of damping is shown below:

The general form of the equation for critically damped harmonic motion is:

x(t) = (C1 + C2t)e^(-λt)where λ is the damping coefficient. Critically damped harmonic motion occurs when the damping coefficient is equal to the square root of the product of the spring constant and the mass i. e, c = 2√(km).

Given the following data: Mass, m = 8 kg Spring constant, k = 392 N/m Damping constant, c = 112 N.s/m Initial position, xo = 9 m Initial velocity, v o = -64 m/s

Part 1: Determine the position function (t) in meters.

To solve this part of the problem, we need to find the values of C1, C2, and λ. The value of λ is given by:λ = c/2mλ = 112/(2 × 8)λ = 7The values of C1 and C2 can be found using the initial position and velocity. At time t = 0, the position x(0) = xo = 9 m, and the velocity x'(0) = v o = -64 m/s. Substituting these values in the equation for x(t), we get:C1 = xo = 9C2 = (v o + λxo)/ωC2 = (-64 + 7 × 9)/14C2 = -1

The position function is :x(t) = (9 - t)e^(-7t)Graph of x(t) is shown below:

Part 2: Find the position function u(t) when the dashpot is disconnected. In this case, the damping constant c = 0. So, the damping coefficient λ = 0.Substituting λ = 0 in the equation for critically damped harmonic motion, we get:

x(t) = (C1 + C2t)e^0x(t) = C1 + C2tTo find the values of C1 and C2, we use the same initial conditions as in Part 1. So, at time t = 0, the position x(0) = xo = 9 m, and the velocity x'(0) = v o = -64 m/s.

Substituting these values in the equation for x(t), we get:C1 = xo = 9C2 = x'(0)C2 = -64The position function is: x(t) = 9 - 64tGraph of u(t) is shown below:

Part 3: Determine Co, wo, and αo.

The position function when the dashpot is disconnected is given by: u(t) = Co cos(wo t + αo)Differentiating with respect to t, we get: u'(t) = -Co wo sin(wo t + αo)Substituting t = 0 and u'(0) = v o = -64 m/s, we get:-Co wo sin(αo) = -64 m/s Substituting t = π/wo and u'(π/wo) = 0, we get: Co wo sin(π + αo) = 0Solving these two equations, we get:αo = -π/2Co = v o/(-wo sin(αo))Co = -64/wo

The position function is given by: u(t) = -64/wo cos(wo t - π/2)Comparing with the equation u(t) = Co cos(wo t + αo), we get :Co = -64/wo cos(αo)Co = -64/wo sin(π/2)Co = -64/wo wo = 64/Co so = π/2Graph of both functions x(t) and u(t) in the same window to illustrate the effect of damping is shown below:

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To graph both x(t) and u(t), you can plot them on the same window with time (t) on the x-axis and position (x or u) on the y-axis.

To find the position function x(t) for the critically damped harmonic motion, we can use the following formula:

x(t) = (C₁ + C₂ * t) * e^(-α * t)

where C₁ and C₂ are constants determined by the initial conditions, and α is the damping constant.

Given:

Mass m = 8 kg

Spring constant k = 392 N/m

Damping constant c = 112 N s/m

Initial position x₀ = 9 m

Initial velocity v₀ = -64 m/s

First, let's find the values of C₁, C₂, and α using the initial conditions.

Step 1: Find α (damping constant)

α = c / (2 * m)

= 112 / (2 * 8)

= 7 N/(2 kg)

Step 2: Find C₁ and C₂ using initial position and velocity

x(0) = xo = (C₁ + C₂ * 0) * [tex]e^{(-\alpha * 0)[/tex]

= C₁ * e^0

= C₁

v(0) = v₀ = (C₂ - α * C₁) * [tex]e^{(-\alpha * 0)[/tex]

= (C₂ - α * C₁) * e^0

= C₂ - α * C₁

Using the initial velocity, we can rewrite C₂ in terms of C₁:

C₂ = v₀ + α * C₁

= -64 + 7 * C₁

Now we have the values of C1, C2, and α. The position function x(t) becomes:

x(t) = (C₁ + (v₀ + α * C₁) * t) * [tex]e^{(-\alpha * t)[/tex]

= (C₁ + (-64 + 7 * C₁) * t) * [tex]e^{(-7/2 * t)[/tex]

To find the position function u(t) when the dashpot is disconnected (c = 0), we use the formula for undamped harmonic motion:

u(t) = C₀ * cos(ω₀ * t + α₀)

where C₀, ω₀, and α₀ are constants.

Given that the initial conditions for u(t) are the same as x(t) (x₀ = 9 m and v₀ = -64 m/s), we can set up the following equations:

u(0) = x₀ = C₀ * cos(α₀)

vo = -C₀ * ω₀ * sin(α₀)

From the second equation, we can solve for ω₀:

ω₀ = -v₀ / (C₀ * sin(α₀))

Now we have the values of C₀, ω₀, and α₀. The position function u(t) becomes:

u(t) = C₀ * cos(ω₀ * t + α₀)

To graph both x(t) and u(t), you can plot them on the same window with time (t) on the x-axis and position (x or u) on the y-axis.

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This is the derivative of x with respect to y, given the equation y^4 - 5x^3 = 7x.

The equation relating x and y is y^4 - 5x^3 = 7x. Using implicit differentiation, we can find the derivative of x with respect to y.

Taking the derivative of both sides of the equation with respect to y, we get:

d/dy (y^4 - 5x^3) = d/dy (7x)

Differentiating each term separately using the chain rule, we have:

4y^3(dy/dy) - 15x^2(dx/dy) = 7(dx/dy)

Simplifying the equation, we have:

4y^3(dy/dy) - 15x^2(dx/dy) - 7(dx/dy) = 0

Combining like terms, we get:

(4y^3 - 7)(dy/dy) - 15x^2(dx/dy) = 0

Now, we can solve for dx/dy:

dx/dy = (4y^3 - 7)/(15x^2 - 4y^3 + 7)

This is the derivative of x with respect to y, given the equation y^4 - 5x^3 = 7x.

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To simplify the expression (1 + x²)2(9) - 9x(9)(1+x²)(9x) / (1 + x²)4 we can use common factors. Therefore, the simplified expression after pulling out any common factors in the numerator is (-8x²+1)/(1+x²)³. This is the final answer.

We can solve the question by first pulling out any common factors in the numerator, we can cancel out the common factors in the numerator and denominator to get:[tex]$$\begin{aligned} \frac{(1 + x^2)^2(9) - 9x(9)(1+x^2)(9x)}{(1 + x^2)^4} &= \frac{9(1+x^2)\big[(1+x^2)-9x^2\big]}{9^2(1 + x^2)^4} \\ &= \frac{(1+x^2)-9x^2}{(1 + x^2)^3} \\ &= \frac{1+x^2-9x^2}{(1 + x^2)^3} \\ &= \frac{-8x^2+1}{(1+x^2)^3} \end{aligned} $$[/tex]

Therefore, the simplified expression after pulling out any common factors in the numerator is (-8x²+1)/(1+x²)³. This is the final answer.

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-1/7, since parallel lines have equal slopes.

The inflection points of the function f(x) = [tex]4x^4 + 39x^3 - 15x^2 + 6[/tex] are approximately x ≈ -0.902 and x ≈ -4.021.

To find the inflection points of the function f(x) =[tex]4x^4 + 39x^3 - 15x^2 + 6,[/tex] we need to identify the x-values at which the concavity of the function changes.

The concavity of a function changes at an inflection point, where the second derivative of the function changes sign. Thus, we will need to find the second derivative of f(x) and solve for the x-values that make it equal to zero.

First, let's find the first derivative of f(x) by differentiating each term:

f'(x) = [tex]16x^3 + 117x^2 - 30x[/tex]

Next, we find the second derivative by differentiating f'(x):

f''(x) =[tex]48x^2 + 234x - 30[/tex]

Now, we solve the equation f''(x) = 0 to find the potential inflection points:

[tex]48x^2 + 234x - 30 = 0[/tex]

We can solve this quadratic equation by factoring, completing the square, or using the quadratic formula. In this case, let's use the quadratic formula:

x = (-b ± √[tex](b^2 - 4ac[/tex])) / (2a)

Plugging in the values from the quadratic equation, we have:

x = (-234 ± √([tex]234^2 - 4 * 48 * -30[/tex])) / (2 * 48)

Simplifying this equation gives us two potential solutions for x:

x ≈ -0.902

x ≈ -4.021

These are the x-values corresponding to the potential inflection points of the function f(x).

To confirm whether these points are actual inflection points, we can examine the concavity of the function around these points. We can evaluate the sign of the second derivative f''(x) on each side of these x-values. If the sign changes from positive to negative or vice versa, the corresponding x-value is indeed an inflection point.

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The 500th term of the sequence is 3018.

An arithmetic sequence is a list of numbers with a definite pattern. If you take any number in the sequence then subtract it by the previous one, and the result is always the same or constant then it is an arithmetic sequence.

The correct formula to find the general term of an arithmetic sequence is:

[tex]a_n=a_1+(n-1)d[/tex]

Where:

The given sequence is: 24, 30, 36, 42, 48, ...

Here [tex]a_1[/tex] = 24,

d = 30 - 24 = 6

We need to find the 500th term. So, n = 500.

Next step is to plug in these values in the above formula. Therefore,

[tex]a_{500}=24+(500-1)\times6[/tex]

[tex]\sf = 24 + 499 \times 6[/tex]

[tex]\sf = 24 + 2994[/tex]

[tex]\bold{= 3018}[/tex]

Therefore, the 500th term of the sequence is 3018.

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Therefore, the function f(x) = 7√(7x-3) is increasing on the interval (1, 5) based on the definition of an increasing function.

To determine if the function f(x) = 7√(7x-3) is increasing or decreasing, we will use the definition of an increasing and decreasing function.

A function is said to be increasing on an interval if, for any two points x₁ and x₂ in that interval where x₁ < x₂, the value of f(x₁) is less than or equal to f(x₂).

Similarly, a function is said to be decreasing on an interval if, for any two points x₁ and x₂ in that interval where x₁ < x₂, the value of f(x₁) is greater than or equal to f(x₂).

Let's apply this definition to the given function f(x) = 7√(7x-3):

To determine if the function is increasing or decreasing, we need to compare the values of f(x) at two different points within the domain of the function.

Let's choose two points, x₁ and x₂, where x₁ < x₂:

For x₁ = 1 and x₂ = 5:

f(x₁) = 7√(7(1) - 3) = 7√(7 - 3) = 7√4 = 7(2) = 14

f(x₂) = 7√(7(5) - 3) = 7√(35 - 3) = 7√32

Since 1 < 5 and f(x₁) = 14 is less than f(x₂) = 7√32, we can conclude that the function is increasing on the interval (1, 5).

Therefore, the function f(x) = 7√(7x-3) is increasing on the interval (1, 5) based on the definition of an increasing function.

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The given problem can be solved separetely. Let's solve each of the given problems using implicit differentiation.

Question 1:

We have the equation z² + y³ = 10, and we need to find dz/dy without first solving for y.

Differentiating both sides of the equation with respect to y:

2z * dz/dy + 3y² = 0

Rearranging the equation to solve for dz/dy:

dz/dy = -3y² / (2z)

Question 2:

We have the equation z² * y² = 64/81, and we need to find dy/dz.

Differentiating both sides of the equation with respect to z:

2z * y² * dz/dz + z² * 2y * dy/dz = 0

Simplifying the equation and solving for dy/dz:

dy/dz = -2zy / (2y² * z + z²)

Question 3:

We have the inequality 4x² + 3x + 2y <= 110, and we need to find dy/dz.

Since this is an inequality, we cannot directly differentiate it. Instead, we can consider the given point (-5, -5) as a specific case and evaluate the slope at that point.

Substituting x = -5 and y = -5 into the equation, we get:

4(-5)² + 3(-5) + 2(-5) <= 110

100 - 15 - 10 <= 110

75 <= 110

Since the inequality is true, the slope dy/dz exists at the given point.

Question 4:

We have the equation 16 + 1022y + y² = 27, and we need to find dy/dz. Now, we need to find the equation of the tangent line to the curve at (1, 1).

First, differentiate both sides of the equation with respect to z:

0 + 1022 * dy/dz + 2y * dy/dz = 0

Simplifying the equation and solving for dy/dz:

dy/dz = -1022 / (2y)

Question 5:

We have the equation -2x² - 3ry - 2y³ = -76, and we need to find the slope of the tangent line at the point (2, 3).

Differentiating both sides of the equation with respect to x:

-4x - 3r * dy/dx - 6y² * dy/dx = 0

Substituting x = 2, y = 3 into the equation:

-8 - 3r * dy/dx - 54 * dy/dx = 0

Simplifying the equation and solving for dy/dx:

dy/dx = -8 / (3r + 54)

Question 6:

We have the equation 2(x² + y²)² = 25(x² - y²), and we need to find the slope of the tangent line at the point (3, -1).

Differentiating both sides of the equation with respect to x:

4(x² + y²)(2x) = 25(2x - 2y * dy/dx)

Substituting x = 3, y = -1 into the equation:

4(3² + (-1)²)(2 * 3) = 25(2 * 3 - 2(-1) * dy/dx)

Simplifying the equation and solving for dy/dx:

dy/dx = -16 / 61

In some of the questions, we had to substitute specific values to evaluate the slope at a given point because the differentiation alone was not enough to find the slope.

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(a) The points where the tangent to curve C is horizontal or vertical can be found by analyzing the derivatives of the parametric equations. (b) To find the equations of the tangents to C at a given point, we need to find the derivative of the parametric equations and use it to determine the slope of the tangent line. (c) The concavity of the curve C can be determined by analyzing the second derivative of the parametric equations.

(a) To find points where the tangent is horizontal or vertical, we need to find values of t that make the derivative of y (dy/dt) equal to zero or undefined. Taking the derivative of y with respect to t:

dy/dt = 15t² - 1

To find where the tangent is horizontal, we set dy/dt equal to zero and solve for t:

15t² - 1 = 0

15t² = 1

t² = 1/15

t = ±√(1/15)

To find where the tangent is vertical, we need to find values of t that make the derivative undefined. In this case, there are no such values since dy/dt is defined for all t.

(b) To find the equations of tangents at a given point, we need to find the slope of the tangent at that point, which is given by dy/dt. Let's consider the point (t₀, 0). The slope of the tangent at this point is:

dy/dt = 15t₀² - 1

Using the point-slope form of a line, the equation of the tangent line is:

y - 0 = (15t₀² - 1)(t - t₀)

Simplifying, we get:

y = (15t₀² - 1)t - 15t₀³ + t₀

(c) To determine where the curve is concave upward or downward, we need to find the second derivative of y (d²y/dt²) and analyze its sign. Taking the derivative of dy/dt with respect to t:

d²y/dt² = 30t

The sign of d²y/dt² indicates concavity. Positive values indicate concave upward regions, while negative values indicate concave downward regions. Since d²y/dt² = 30t, the curve is concave upward for t > 0 and concave downward for t < 0.

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The change in revenue is estimated as the difference between these two values , the estimated change in revenue is approximately -$757.6.

Using differentials, we can estimate the change in revenue by finding the derivative of the revenue function R(x) with respect to x and then evaluating it at the given production levels.

The derivative of the revenue function R(x) = 784 + 22x + 0.93x² with respect to x is given by dR/dx = 22 + 1.86x.

To estimate the change in revenue, we substitute x = 94 into the derivative to find dR/dx at x = 94:

dR/dx = 22 + 1.86(94) = 22 + 174.84 = 196.84.

Next, we substitute x = 90 into the derivative to find dR/dx at x = 90:

dR/dx = 22 + 1.86(90) = 22 + 167.4 = 189.4.

The change in revenue is estimated as the difference between these two values:

ΔR ≈ dR/dx (90 - 94) = 189.4(-4) = -757.6.

Therefore, the estimated change in revenue is approximately -$757.6.

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The number of permutations of the letters HIJKLMNOP that contain the string NL and HJO is 3,628,800.

To find the number of permutations of the letters HIJKLMNOP that contain the strings NL and HJO, we can break down the problem into smaller steps.

Step 1: Calculate the total number of permutations of the letters HIJKLMNOP without any restrictions. Since there are 10 letters in total, the number of permutations is given by 10 factorial (10!).

Mathematically:

10! = 10 × 9 × 8 × 7 × 6 × 5 × 4 × 3 × 2 × 1 = 3,628,800.

Step 2: Calculate the number of permutations that do not contain the string NL. We can treat the letters NL as a single entity, which means we have 9 distinct elements (HIJKOMP) and 1 entity (NL). The number of permutations is then given by (9 + 1) factorial (10!).

Mathematically:

10! = 10 × 9 × 8 × 7 × 6 × 5 × 4 × 3 × 2 × 1 = 3,628,800.

Step 3: Calculate the number of permutations that do not contain the string HJO. Similar to Step 2, we treat HJO as a single entity, resulting in 8 distinct elements (IJKLMNP) and 1 entity (HJO). The number of permutations is (8 + 1) factorial (9!).

Mathematically:

9! = 9 × 8 × 7 × 6 × 5 × 4 × 3 × 2 × 1 = 362,880.

Step 4: Calculate the number of permutations that contain both the string NL and HJO. We can treat NL and HJO as single entities, resulting in 8 distinct elements (IKM) and 2 entities (NL and HJO). The number of permutations is then (8 + 2) factorial (10!).

Mathematically:

10! = 10 × 9 × 8 × 7 × 6 × 5 × 4 × 3 × 2 × 1 = 3,628,800.

Step 5: Calculate the number of permutations that contain the string NL and HJO. We can use the principle of inclusion-exclusion to find this. The number of permutations that contain both strings is given by:

Total permutations - Permutations without NL - Permutations without HJO + Permutations without both NL and HJO.

Substituting the values from the previous steps:

3,628,800 - 3,628,800 - 362,880 + 3,628,800 = 3,628,800.

Therefore, the number of permutations of the letters HIJKLMNOP that contain the string NL and HJO is 3,628,800.

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There are no points on the interval [-8, 8] at which the function f(x) = 8 - |x| equals its average value of -2.

To find the point(s) at which the function f(x) = 8 - |x| equals its average value on the interval [-8, 8], we need to determine the average value of the function on that interval.

The average value of a function on an interval is given by the formula:

Average value = (1 / (b - a)) * ∫[a to b] f(x) dx

In this case, the interval is [-8, 8], so a = -8 and b = 8. The function f(x) = 8 - |x|.

Let's calculate the average value:

Average value = (1 / (8 - (-8))) * ∫[-8 to 8] (8 - |x|) dx

The integral of 8 - |x| can be split into two separate integrals:

Average value = (1 / 16) * [∫[-8 to 0] (8 - (-x)) dx + ∫[0 to 8] (8 - x) dx]

Simplifying the integrals:

Average value = (1 / 16) * [(∫[-8 to 0] (8 + x) dx) + (∫[0 to 8] (8 - x) dx)]

Average value = (1 / 16) * [(8x + (x^2 / 2)) | [-8 to 0] + (8x - (x^2 / 2)) | [0 to 8]]

Evaluating the definite integrals:

Average value = (1 / 16) * [((0 + (0^2 / 2)) - (8(-8) + ((-8)^2 / 2))) + ((8(8) - (8^2 / 2)) - (0 + (0^2 / 2)))]

Simplifying:

Average value = (1 / 16) * [((0 - (-64) + 0)) + ((64 - 32) - (0 - 0))]

Average value = (1 / 16) * [(-64) + 32]

Average value = (1 / 16) * (-32)

Average value = -2

The average value of the function on the interval [-8, 8] is -2.

Now, we need to find the point(s) at which the function f(x) equals -2.

Setting f(x) = -2:

8 - |x| = -2

|x| = 10

Since |x| is always non-negative, we can have two cases:

When x = 10:

8 - |10| = -2

8 - 10 = -2 (Not true)

When x = -10:

8 - |-10| = -2

8 - 10 = -2 (Not true)

Therefore, there are no points on the interval [-8, 8] at which the function f(x) = 8 - |x| equals its average value of -2.

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The given linear transformation T(x₁, x₂, x₃, x₄) = (x₁ - 2x₂, x₂, x₃ + x₄, x₃) is invertible.

To determine whether a linear transformation is invertible, we need to check if it is both injective (one-to-one) and surjective (onto).

Injectivity: A linear transformation is injective if and only if the nullity of the transformation is zero. In other words, if the only solution to T(x) = 0 is the trivial solution x = 0. To check injectivity, we can set up the equation T(x) = 0 and solve for x. In this case, we have (x₁ - 2x₂, x₂, x₃ + x₄, x₃) = (0, 0, 0, 0). Solving this system of equations, we find that the only solution is x₁ = x₂ = x₃ = x₄ = 0, indicating that the transformation is injective.

Surjectivity: A linear transformation is surjective if its range is equal to its codomain. In this case, the given transformation maps a vector in ℝ⁴ to another vector in ℝ⁴. By observing the form of the transformation, we can see that every possible vector in ℝ⁴ can be obtained as the output of the transformation. Therefore, the transformation is surjective.

Since the transformation is both injective and surjective, it is invertible.

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The complete question is:<Determine whether the given linear transformation is invertible. T(x₁, x₂, x₃, x₄) = (x₁ - 2x₂, x₂, x₃ + x₄, x₃)>

Therefore, the answer is S = 5n + 4, where n is a non-negative integer.

Let S = n=0 3n+2n 4.

Then S

To find the value of S, we need to substitute the values of n one by one starting from

n = 0.

S = 3n + 2n + 4

S = 3(0) + 2(0) + 4

= 4

S = 3(1) + 2(1) + 4

= 9

S = 3(2) + 2(2) + 4

= 18

S = 3(3) + 2(3) + 4

= 25

S = 3(4) + 2(4) + 4

= 34

The pattern that we see is that the value of S is increasing by 5 for every new value of n.

This equation gives us the value of S for any given value of n.

For example, if n = 10, then: S = 5(10) + 4S = 54

Therefore, we can write an equation for S as: S = 5n + 4

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Let's analyze the given information and determine the values of the linear transformation T for different matrices.

From the first equation, we have:

T([10]) = 5.

From the second equation, we have:

T([00]) = 10.

From the third equation, we have:

T([1]) = 15.

From the fourth equation, we have:

T([11]) = 20.

Now, let's find T([4+3[2]]):

Since [4+3[2]] = [10], we can use the information from the first equation to find:

T([4+3[2]]) = T([10]) = 5.

Next, let's find T([1[1]]):

Since [1[1]] = [11], we can use the information from the fourth equation to find:

T([1[1]]) = T([11]) = 20.

Finally, let's find T([8[6]1[1]]):

Since [8[6]1[1]] = [86], we can use the information from the third equation to find:

T([8[6]1[1]]) = T([1]) = 15.

In summary, the values of the linear transformation T for the given matrices are:

T([10]) = 5,

T([00]) = 10,

T([1]) = 15,

T([11]) = 20,

T([4+3[2]]) = 5,

T([1[1]]) = 20,

T([8[6]1[1]]) = 15.

These values satisfy the given equations and determine the behavior of the linear transformation T for the specified matrices.

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1. The characteristic equation for the differential equation y" - 9y' = 0 is r² - 9r = 0, which simplifies to r(r - 9) = 0. The roots are r = 0 and r = 9.

2. The characteristic equation for the differential equation t²y" + 16y = 0 is r² + 16 = 0. There are no real roots, but there are complex roots given by r = ±4i.

1. To find the characteristic equation for the differential equation y" - 9y' = 0, we assume a solution of the form y = e^(rt). Substituting this into the differential equation, we get r²e^(rt) - 9re^(rt) = 0. Factoring out e^(rt), we have e^(rt)(r² - 9r) = 0. Since e^(rt) is never zero, we can divide both sides by e^(rt), resulting in r² - 9r = 0. This equation can be further factored as r(r - 9) = 0, which gives us two roots: r = 0 and r = 9. These are the solutions to the characteristic equation.

2. For the differential equation t²y" + 16y = 0, we again assume a solution of the form y = e^(rt). Substituting this into the differential equation, we have r²e^(rt)t² + 16e^(rt) = 0. Dividing both sides by e^(rt), we obtain r²t² + 16 = 0. This equation does not have real roots. However, it has complex roots given by r = ±4i. The characteristic equation is r² + 16 = 0, indicating that the solutions to the differential equation have the form y = Ae^(4it) + Be^(-4it), where A and B are constants.

In summary, the characteristic equation for the differential equation y" - 9y' = 0 is r² - 9r = 0 with roots r = 0 and r = 9. For the differential equation t²y" + 16y = 0, the characteristic equation is r² + 16 = 0, leading to complex roots r = ±4i. These characteristic equations provide the basis for finding the general solutions to the respective differential equations.

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The system is not consistent, the system is inconsistent.

[tex]x_1 + 3x_2 +2x_3-x_4=-1\\-2x_1-5x_2-5x_3+4x_4=1\\-4x_1-12x_2-8x_3+4x_4=6[/tex]

In matrix notation this can be expressed as:

[tex]\left[\begin{array}{cccc}1&3&2&-1\\-2&-5&-5&4&4&-12&8&4&\\\end{array}\right] \left[\begin{array}{c}x_1&x_2&x_3&x_4\\\\\end{array}\right] =\left[\begin{array}{c}-1&1&6\\\\\end{array}\right][/tex]

The augmented matrix becomes,

[tex]\left[\begin{array}{cccc}1&3&2&-1\\-2&-5&-5&4&4&-12&8&4&\\\end{array}\right] \lef \left[\begin{array}{c}-1&1&6\\\\\end{array}\right][/tex]

i.e.

[tex]\left[\begin{array}{ccccc}1&3&2&-1&-1\\-2&-5&-5&4&1&4&-12&8&4&6\end{array}\right][/tex]

Using row reduction we have,

R₂⇒R₂+2R₁

R₃⇒R₃+4R₁

[tex]\left[\begin{array}{ccccc}1&3&2&-1&-1\\0&1&-1&2&-1\\0&0&0&0&2\end{array}\right][/tex]

R⇒R₁-3R₂,

[tex]\left[\begin{array}{ccccc}1&0&5&-7&2\\0&1&-1&2&-1\\0&0&0&0&2\end{array}\right][/tex]

As the rank of coefficient matrix is 2 and the rank of  augmented matrix is 3.

The rank are not equal.

Therefore, the system is not consistent.

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This is the equation of the line tangent to the graph of f(x) = 2sin(x) at x=2π/3 in point-slope form.

We need to find the equation of the line tangent to the graph of f(x) = 2sin(x) at x=2π/3.

The slope of the line tangent to the graph of f(x) at x=a is given by the derivative f'(a).

To find the slope of the tangent line at x=2π/3,

we first need to find the derivative of f(x).f(x) = 2sin(x)

Therefore, f'(x) = 2cos(x)

We can substitute x=2π/3 to get the slope at that point.

f'(2π/3) = 2cos(2π/3)

= -2/2

= -1

Now, we need to find the point on the graph of f(x) at x=2π/3.

We can do this by plugging in x=2π/3 into the equation of f(x).

f(2π/3)

= 2sin(2π/3)

= 2sqrt(3)/2

= sqrt(3)

Therefore, the point on the graph of f(x) at x=2π/3 is (2π/3, sqrt(3)).

Using the point-slope form y - y1 = m(x - x1), we can plug in the values we have found.

y - sqrt(3) = -1(x - 2π/3)

Simplifying this equation, we get:

y - sqrt(3) = -x + 2π/3y

= -x + 2π/3 + sqrt(3)

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The function f(x) = √(x - 1) is continuous on the interval [1, ∞).

To determine the interval where the function f(x) = √(x - 1) is continuous, we need to consider the domain of the function.

In this case, the function is defined for x ≥ 1 since the square root of a negative number is undefined. Therefore, the domain of f(x) is the interval [1, ∞).

Since the domain includes all its limit points, the function f(x) is continuous on the interval [1, ∞).

Thus, the correct answer is [1, ∞).

In interval notation, we use the square bracket [ ] to indicate that the endpoints are included, and the round bracket ( ) to indicate that the endpoints are not included.

Therefore, the function f(x) = √(x - 1) is continuous on the interval [1, ∞).

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The correct answers are:

- Question 8: All of these answers are correct.

- Question 9: 720.

- Question 10: Sample is used to estimate the population parameter.

- Question 11: Decreases.

- Question 12: 200 and 2.

- Question 13: Approximately normal for large sample sizes.

- Question 14: 0.9772.

Question 8: The point estimators are μ (population mean) and s (sample standard deviation). The symbol σ represents the population standard deviation, not a point estimator. Therefore, the correct answer is "All of these answers are correct."

Question 9: To determine the number of different samples of size 3 (without replacement) from a population of size 10, we use the combination formula. The formula for combinations is nCr, where n is the population size and r is the sample size. In this case, n = 10 and r = 3. Plugging these values into the formula, we get:

10C3 = 10! / (3!(10-3)!) = 10! / (3!7!) = (10 x 9 x 8) / (3 x 2 x 1) = 720

Therefore, the answer is 720.

Question 10: In point estimation, the sample is used to estimate the population parameter. So, the correct answer is "sample is used to estimate the population parameter."

Question 11: As the sample size increases, the variability among the sample means decreases. This is known as the Central Limit Theorem, which states that as the sample size increases, the distribution of sample means becomes more normal and less variable.

Question 12: The mean of the distribution of sample means is equal to the mean of the population, which is 200. The standard error of the distribution of sample means is equal to the standard deviation of the population divided by the square root of the sample size. So, the standard error is 18 / √81 = 2.

Question 13: For a population with an unknown distribution, the form of the sampling distribution of the sample mean is approximately normal for large sample sizes. This is known as the Central Limit Theorem, which states that regardless of the shape of the population distribution, the distribution of sample means tends to be approximately normal for large sample sizes.

Question 14: To find the probability that the mean from a sample of 49 observations will be larger than 82, we need to calculate the z-score and find the corresponding probability using the standard normal distribution table. The formula for the z-score is (sample mean - population mean) / (population standard deviation / √sample size).

The z-score is (82 - 80) / (7 / √49) = 2 / 1 = 2.

Looking up the z-score of 2 in the standard normal distribution table, we find that the corresponding probability is 0.9772. Therefore, the probability that the mean from the sample will be larger than 82 is 0.9772.

Overall, the correct answers are:

- Question 8: All of these answers are correct.

- Question 9: 720.

- Question 10: Sample is used to estimate the population parameter.

- Question 11: Decreases.

- Question 12: 200 and 2.

- Question 13: Approximately normal for large sample sizes.

- Question 14: 0.9772

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The eigenvalues of matrix A are 3 and 1, with corresponding eigenspaces that need to be determined.

To find the eigenvalues of matrix A, we need to solve the characteristic equation det(A - λI) = 0, where λ is the eigenvalue and I is the identity matrix.

By substituting the values from matrix A, we get (a - λ)(a - λ - 3) - 8 = 0. Expanding and simplifying the equation gives λ² - (2a + 3)λ + (a² - 8) = 0. Solving this quadratic equation will yield the eigenvalues, which are 3 and 1.

To find the eigenspace corresponding to each eigenvalue, we need to solve the equations (A - λI)v = 0, where v is the eigenvector. By substituting the eigenvalues into the equation and finding the null space of the resulting matrix, we can obtain a basis for each eigenspace.

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The solution to the integral equation is: f(t) = -2ω e^(-2ωt) / sin(ωt).

To solve the integral equation:

∫[0 to t] f(t) sin(ωt) dt = e^(-2ωt),

we can differentiate both sides of the equation with respect to t to eliminate the integral sign. Let's proceed step by step:

Differentiating both sides with respect to t:

d/dt [∫[0 to t] f(t) sin(ωt) dt] = d/dt [e^(-2ωt)].

Applying the Fundamental Theorem of Calculus to the left-hand side:

f(t) sin(ωt) = d/dt [e^(-2ωt)].

Using the chain rule on the right-hand side:

f(t) sin(ωt) = -2ω e^(-2ωt).

Now, let's solve for f(t):

Dividing both sides by sin(ωt):

f(t) = -2ω e^(-2ωt) / sin(ωt).

Therefore, the solution to the integral equation is:

f(t) = -2ω e^(-2ωt) / sin(ωt).

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1. The integral of 25 dz is 25z + C.

2. The integral of 39 dy is 39y + C.

3. The integral of 3.5(9x^4) dx is (3.5/5)x^5 + C.

4. The integral of (2w² - 5w + 3) dw is (2/3)w^3 - (5/2)w^2 + 3w + C.

5. The integral of (3b + 4)² db is (1/3)(3b + 4)^3 + C.

6. The integral of v dv is (1/3)v^3 + C.

7. The integral of ze^(3z^2 - 1) dz may not have a closed-form solution and might require numerical methods for evaluation.

8. The integral of ∫y dy is (1/2)y^2 + C.

1. To evaluate the integral ∫25 dz, we integrate the function with respect to z. Since the derivative of 25z with respect to z is 25, the integral is 25z + C, where C is the constant of integration.

2. For ∫39 dy, integrating the function 39 with respect to y gives 39y + C, where C is the constant of integration.

3. The integral ∫3.5(9x^4) dx can be solved using the power rule of integration. Applying the rule, we get (3.5/5)x^5 + C, where C is the constant of integration.

4. To integrate (2w² - 5w + 3) dw, we use the power rule and the constant multiple rule. The result is (2/3)w^3 - (5/2)w^2 + 3w + C, where C is the constant of integration.

5. Integrating (2w² - 5w + 3)² with respect to b involves applying the power rule and the constant multiple rule. Simplifying the expression yields (1/3)(3b + 4)^3 + C, where C is the constant of integration.

6. The integral of v dv can be evaluated using the power rule, resulting in (1/3)v^3 + C, where C is the constant of integration.

7. The integral of ze^(3z^2 - 1) dz involves a combination of exponential and polynomial functions. Depending on the complexity of the expression inside the exponent, it might not have a closed-form solution and numerical methods may be required for evaluation.

8. The integral ∫y dy can be computed using the power rule, resulting in (1/2)y^2 + C, where C is the constant of integration.

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The graph of the parametric equations x = 2cosθ and y = sinθ will produce a curve known as a cycloid.  The graph will be symmetric about the x-axis and will complete one full period as θ varies from 0 to 2π.

In the given parametric equations, the variable θ represents the angle parameter. By varying θ, we can obtain different values of x and y coordinates. Let's consider the equation x = 2cosθ. This equation represents the horizontal position of a point on the graph. The cosine function oscillates between -1 and 1 as θ varies. Multiplying the cosine function by 2 stretches the oscillation horizontally, resulting in the point moving along the x-axis between -2 and 2.

Now, let's analyze the equation y = sinθ. The sine function oscillates between -1 and 1 as θ varies. This equation represents the vertical position of a point on the graph. Thus, the point moves along the y-axis between -1 and 1.

Combining both x and y coordinates, we can visualize the movement of a point in a cyclical manner, tracing out a smooth curve. The resulting graph will resemble a cycloid, which is the path traced by a point on the rim of a rolling wheel. The graph will be symmetric about the x-axis and will complete one full period as θ varies from 0 to 2π.

To confirm this understanding, we can graph the parametric equations using computer software or online graphing tools. The graph will depict a curve that resembles a cycloid, supporting our initial analysis.

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To state the dual problem, we can rewrite the primal problem as follows:

Maximize: 4y1 + 6y2

Subject to:

2y1 + y2 ≤ -1

2y1 + 2y2 ≤ -4

y1 + 2y2 ≤ -3

y1, y2 ≥ 0

The optimal value for the primal problem is -10, and the optimal value for the dual problem is also -10. The duality gap is zero, indicating strong duality.

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Since the line integral evaluates to 5 and the double integral evaluates to 0, the verification of Green's theorem fails for this specific example.

To verify Green's theorem for the given integral, we need to evaluate both the line integral around the boundary of the triangle and the double integral over the region enclosed by the triangle. Line integral: The line integral is given by: ∮C F · dr = ∫C (3e^2cosx + lnx - 2y) dx + (2x sqrt(2+3y^2)) dy, where C is the boundary of the triangle described counterclockwise. Parameterizing the boundary segments, we have: Segment AB: r(t) = (0, t) for t ∈ [0, 3], Segment BC: r(t) = (-2 + t, 3) for t ∈ [0, 2], Segment CA: r(t) = (-t, 3 - t) for t ∈ [0, 3]

Now, we can evaluate the line integral over each segment: ∫(0,3) (3e^2cos0 + ln0 - 2t) dt = ∫(0,3) (-2t) dt = -3^2 = -9, ∫(0,2) (3e^2cos(-2+t) + ln(-2+t) - 6) dt = ∫(0,2) (3e^2cost + ln(-2+t) - 6) dt = 2, ∫(0,3) (3e^2cos(-t) + lnt - 2(3 - t)) dt = ∫(0,3) (3e^2cost + lnt + 6 - 2t) dt = 12. Adding up the line integrals, we have: ∮C F · dr = -9 + 2 + 12 = 5. Double integral: The double integral over the region enclosed by the triangle is given by: ∬R (∂Q/∂x - ∂P/∂y) dA,, where R is the region enclosed by the triangle ABC. To calculate this double integral, we need to determine the limits of integration for x and y.

The region R is bounded by the lines y = 3, x = 0, and y = x - 3. Integrating with respect to x first, the limits of integration for x are from 0 to y - 3. Integrating with respect to y, the limits of integration for y are from 0 to 3. The integrand (∂Q/∂x - ∂P/∂y) simplifies to (2 - (-3)) = 5. Therefore, the double integral evaluates to: ∫(0,3) ∫(0,y-3) 5 dx dy = ∫(0,3) 5(y-3) dy = 5 ∫(0,3) (y-3) dy = 5 * [y^2/2 - 3y] evaluated from 0 to 3 = 5 * [9/2 - 9/2] = 0. According to Green's theorem, the line integral around the boundary and the double integral over the enclosed region should be equal. Since the line integral evaluates to 5 and the double integral evaluates to 0, the verification of Green's theorem fails for this specific example.

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a. The functions f(x) = (x - 2) and g(x) = (x + 3) do not intersect or have any zeros. b. The graphs of f(x) = (x - 2) and g(x) = (x + 3) are parallel lines.         c. There are no intervals where f(x) > g(x), but g(x) > f(x) for all intervals.       d. The domain and range of both functions, f(x) and g(x), are all real numbers.

a. To find the point of intersection or zeros, we set f(x) equal to g(x) and solve for x:

f(x) = g(x)

(x - 2) = (x + 3)

Simplifying the equation, we get:

x - 2 = x + 3

-2 = 3

This equation has no solution. Therefore, the two functions do not intersect.

b. We can sketch the graphs of the two functions on the same set of axes to visualize their behavior. The function f(x) = (x - 2) is a linear function with a slope of 1 and y-intercept of -2. The function g(x) = x + 3 is also a linear function with a slope of 1 and y-intercept of 3. Since the two functions do not intersect, their graphs will be parallel lines.

c. To find the intervals for when f(x) > g(x) and g(x) > f(x), we can compare the expressions of f(x) and g(x):

f(x) = (x - 2)

g(x) = (x + 3)

To determine when f(x) > g(x), we can set up the inequality:

(x - 2) > (x + 3)

Simplifying the inequality, we get:

x - 2 > x + 3

-2 > 3

This inequality is not true for any value of x. Therefore, there is no interval where f(x) is greater than g(x).

Similarly, to find when g(x) > f(x), we set up the inequality:

(x + 3) > (x - 2)

Simplifying the inequality, we get:

x + 3 > x - 2

3 > -2

This inequality is true for all values of x. Therefore, g(x) is greater than f(x) for all intervals.

d. The domain of both functions, f(x) and g(x), is the set of all real numbers since there are no restrictions on x in the given functions. The range of f(x) is also all real numbers since the function is a straight line that extends infinitely in both directions. Similarly, the range of g(x) is all real numbers because it is also a straight line with infinite extension.

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Related rate problems refer to a particular type of problem found in calculus. These problems are a little bit tricky because they combine formulas, differentials, and word problems to solve for an unknown.

Given below are the solutions of some related rate problems.

Ex 1.The length of a rectangle is increasing at 3 ft/min and the width is decreasing at 2 ft/min.

Given:

dL/dt = 3ft/min (The rate of change of length) and

dW/dt = -2ft/min (The rate of change of width), L = 50ft and W = 20ft (The initial values of length and width).

Let A be the area of the rectangle. Then, A = LW

dA/dt = L(dW/dt) + W(dL/dt)d= (50) (-2) + (20) (3) = -100 + 60 = -40 ft²/min

Therefore, the rate of change of the area is -40 ft²/min when L = 50 ft and W = 20 ft

Ex 2.Air is being pumped into a spherical balloon so that its volume increases at a rate of 100cm³/s.

Given: dV/dt = 100cm³/s, D = 50 cm. Let r be the radius of the balloon. The volume of the balloon is

V = 4/3 πr³

dV/dt = 4πr² (dr/dt)

100 = 4π (25) (dr/dt)

r=1/π cm/s

Therefore, the radius of the balloon is increasing at a rate of 1/π cm/s when the diameter is 50 cm.

A 25-foot ladder is leaning against a wall. Using the Pythagorean theorem, we get

a² + b² = 25²

2a(da/dt) + 2b(db/dt) = 0

db/dt = 2 ft/s.

a = √(25² - 7²) = 24 ft, and b = 7 ft.

2(24)(da/dt) + 2(7)(2) = 0

da/dt = -14/12 ft/s

Therefore, the top of the ladder is moving down the wall at a rate of 7/6 ft/s when the base of the ladder is 7 feet from the wall.

Ex 4.Jim is 6 feet tall and is walking away from a 10-ft streetlight at a rate of 3ft/sec. Let x be the distance from Jim to the base of the streetlight, and let y be the length of his shadow. Then, we have y/x = 10/6 = 5/3Differentiating both sides with respect to time, we get

(dy/dt)/x - (y/dt)x² = 0

Simplifying this expression, we get dy/dt = (y/x) (dx/dt) = (5/3) (3) = 5 ft/s

Therefore, the length of Jim's shadow is increasing at a rate of 5 ft/s when he is 8 feet from the streetlight.

Ex 5. A water tank has the shape of an inverted circular cone with base radius 2m and height 4m. If water is being pumped into the tank at a rate of 2 m³/min, find the rate at which the water level is rising when the water is 3 m deep.The volume of the cone is given by V = 1/3 πr²h where r = 2 m and h = 4 m

Let y be the height of the water level in the cone. Then the radius of the water level is r(y) = y/4 × 2 m = y/2 m

V(y) = 1/3 π(y/2)² (4 - y)

dV/dt = 2 m³/min

Differentiating the expression for V(y) with respect to time, we get

dV/dt = π/3 (2y - y²/4) (dy/dt) Substituting

2 = π/3 (6 - 9/4) (dy/dt) Solving for dy/dt, we get

dy/dt = 32/9π m/min

Therefore, the water level is rising at a rate of 32/9π m/min when the water is 3 m deep

Ex 6. Car A is traveling west at 50mi/h and car B is traveling north at 60 mi/h. Both are headed for the intersection of the two roads. Let x and y be the distances traveled by the two cars respectively. Then, we have

x² + y² = r² where r is the distance between the two cars.

2x(dx/dt) + 2y(dy/dt) = 2r(dr/dt)

substituing given values

dr/dt = (x dx/dt + y dy/dt)/r = (-0.3 × 50 - 0.4 × 60)/r = -39/r mi/h

Therefore, the cars are approaching each other at a rate of 39/r mi/h, where r is the distance between the two cars.

We apply the general steps to solve the related rate problems. The general steps involve drawing and labeling the picture, writing the formula that expresses the relationship among the variables, differentiating with respect to time, plugging in known values and solve for desired answer, and writing the answer with correct units.

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