Bijan wants to go running during his family’s vacation to New York City. To do so, he will run a neighborhood block 20 times. Bijan runs a total of 8 miles. Use the formula for the perimeter of the neighborhood block and the reciprocal to find the width w of the city block.
miles

Answers

Answer 1

The perimeter of a rectangle is the sum of all sides of the rectangle. Then the width of the city block is 100 units.

Given,

Bijan will cover the neighborhood block 20 times and runs a total of 8 miles.

Now,

Perimeter of rectangle,

Perimeter of rectangle = 2 (Length + Width)

Length = 3/20

Width = w

To find the width of a city block,

So for one time he runs will be,

= 8/20 = 0.4

Perimeter = 0.4 mile

Then width will be,

Perimeter of rectangle = 2 (Length + Width)

0.4 = 2(3/20 + w)

w = 0.05

Then the width of a city block will be

width = 1/w = 20

width = 20 units

Thus, the width of the city block is 20 units.

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A researcher wishes to determine if the average number of trucks sold per day at a large truck dealership is 35 trucks per day or not. A random sample of 49 dealerships is taken and the number of trucks sold is found to be 28 per day, with std deviation of 2.1. Perform the correct hypothesis test and with null and alternate, and show all steps with correct conclusion at the alpha level of .01.

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The researcher can reject the null hypothesis that the average number of trucks sold per day at the dealership is 35 trucks per day. The p-value is 0.0002, which is less than the significance level of 0.01.

Therefore, there is sufficient evidence to conclude that the average number of trucks sold per day is less than 35 trucks per day.

The null hypothesis is that the average number of trucks sold per day at the dealership is 35 trucks per day. The alternative hypothesis is that the average number of trucks sold per day is less than 35 trucks per day. The significance level is 0.01.

The sample mean is 28 trucks per day. The sample standard deviation is 2.1 trucks per day. The sample size is 49 dealerships.

The test statistic is -3.87. The p-value is 0.0002.

Since the p-value is less than the significance level, we can reject the null hypothesis. Therefore, there is sufficient evidence to conclude that the average number of trucks sold per day is less than 35 trucks per day.

The researcher can conclude that the dealership is selling fewer trucks per day than it used to. This could be due to a number of factors, such as the economic climate, the competition, or the dealership's marketing strategy.

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Solve by separating variables. 1. dy/dx = 4x^3y 2. dy/dx=5x^4y; 3. 3y^2 dy/dx=8x

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The solution to the differential equation [tex]dy/dx = 4x^3y[/tex] after separating variables and integrating is [tex]y = ±e^(x^4 + C).[/tex]The solution to the differential equation [tex]dy/dx = 5x^4y[/tex] after separating variables and integrating is [tex]y = ±e^(x^5 + C).[/tex]The solution to the differential equation [tex]3y^2 dy/dx = 8x[/tex] after separating variables and integrating is [tex]y = (4x^2 + C)^(1/3).[/tex]

To solve the differential equation [tex]dy/dx = 4x^3y[/tex], we can separate the variables and integrate both sides:

[tex]dy/y = 4x^3 dx.[/tex]

Integrating both sides, we get:

[tex]∫(1/y) dy = ∫4x^3 dx.[/tex]

[tex]ln|y| = x^4 + C,[/tex]

where C is the constant of integration.

Taking the exponential of both sides, we have:

[tex]|y| = e^(x^4 + C).[/tex]

Since the absolute value of y can be either positive or negative, we can rewrite the solution as:

[tex]y = ±e^(x^4 + C).[/tex]

Similarly, for the differential equation [tex]dy/dx = 5x^4y[/tex], we separate the variables and integrate:

[tex]dy/y = 5x^4 dx.[/tex]

[tex]∫(1/y) dy = ∫5x^4 dx.[/tex]

[tex]ln|y| = x^5 + C,[/tex]

Taking the exponential of both sides:

[tex]|y| = e^(x^5 + C).[/tex]

The solution can be written as:

[tex]y = ±e^(x^5 + C).[/tex]

For the differential equation 3y² dy/dx = 8x, we separate the variables:

3y² dy = 8x dx.

Integrating both sides:

∫3y² dy = ∫8x dx.

y³ = 4x² + C,

where C is the constant of integration.

Taking the cube root of both sides:

[tex]y = (4x² + C)^(1/3).[/tex]

This is the solution to the given differential equation

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Why is the formula for the volume of a Frustum of a Right Regular h Pyramid is given by V = +A where his the 3 B2 5 (4: + ABI AB2 B . height of the frustum, A A are the areas of the bases, B B. I 1 respectively

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A frustum of a right regular h-pyramid can be created by removing a smaller right regular pyramid that is similar to the original pyramid from the original pyramid. The frustum of a right regular h-pyramid has a height of h and two bases of areas A1 and A2 that are separated by a distance of h.

Let B1 and B2 be the areas of the two bases of the pyramid. Then the formula for the volume of the frustum of a right regular h-pyramid is given by;

V = 1/3h (A1 + A2 + √(A1A2)).

This can also be represented as;

V = 1/3h(B1 + B2 + √(B1B2)).

We can use the formula to determine the volume of any frustum of a right regular pyramid regardless of the number of sides of the pyramid.

The formula for the volume of a frustum of a right regular h-pyramid is given by;

V = 1/3h (A1 + A2 + √(A1A2))or

V = 1/3h(B1 + B2 + √(B1B2))

where h is the height of the frustum, A1 and A2 are the areas of the bases, and B1 and B2 are the lengths of the sides of the pyramid.

The volume of the frustum of a right regular pyramid can be easily computed using these formulas.

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The time (in minutes) of waiting for a costumer to be served in a store, it can be modeled as an exponential random vanable, X. with average time E [x] =12 1. Delermien the probability that a chent wart no more than 10 minutes ___________ 2. Determine the probability that the cliet want more then 22 minutes ___________

Answers

The probabilities, using the exponential distribution, are given as follows:

1. No more than 10 minutes: 0.5624 = 56.24%.

2. More than 22 minutes: 0.1623 = 16.23%.

How to obtain the probabilities with the exponential distribution?

The exponential probability distribution, with mean m, is described by the following equation:

[tex]f(x) = \mu e^{-\mu x}[/tex]

In which [tex]\mu = \frac{1}{m}[/tex] is the decay parameter.

The probability that x is lower or equal to a is given by:

[tex]P(X \leq x) = 1 - e^{-\mu x}[/tex]

The mean and the decay parameter for this problem are given as follows:

[tex]m = 12.1, \mu = \frac{1}{12.1}[/tex]

The probability for item 1 is given as follows:

[tex]P(X \leq 10) = 1 - e^{-\frac{10}{12.1}} = 0.5624[/tex]

The probability for item 2 is given as follows:

[tex]P(X > 22) = e^{-\frac{22}{12.1}} = 0.1623[/tex]

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Assume that the salaries of elementary school teachers in the US are normally distributed with a mean of $54,000 and a standard deviation of $6,075. .) What percentage of elementary school teachers have a salary of more than $50,000? P(x > 50,000) P(x > 50,000 - 54,000 / 6,075) = P(x>-0.6584) b) If 1100 teachers are selected, how many would you expect, approximately, to have a salary of less than $48,000? What is the 67" percentile of salaries?

Answers

Approximately 74.31% of elementary school teachers have a salary of more than $50,000. When selecting a sample of 1100 teachers, approximately 179 teachers would be expected to have a salary of less than $48,000, and the 67th percentile of salaries is approximately $56,827.50.

a) To calculate the percentage of elementary school teachers who have a salary of more than $50,000, we need to calculate the probability P(x > 50,000) using the mean and standard deviation.

First, we standardize the value of $50,000 using the formula:

Z = (x - mean) / standard deviation = (50,000 - 54,000) / 6,075 ≈ -0.6584

Next, we look up the cumulative probability corresponding to the Z-score -0.6584 in the standard normal distribution table. The cumulative probability is approximately 0.2569.

Since we are interested in the probability of the salary being more than $50,000, we subtract this cumulative probability from 1:

P(x > 50,000) = 1 - 0.2569 ≈ 0.7431

Therefore, approximately 74.31% of elementary school teachers have a salary of more than $50,000.

b) To estimate the number of teachers who would have a salary of less than $48,000 out of a sample of 1100 teachers, we use the same mean and standard deviation.

First, we standardize the value of $48,000:

Z = (x - mean) / standard deviation = (48,000 - 54,000) / 6,075 ≈ -0.9877

Next, we look up the cumulative probability corresponding to the Z-score -0.9877 in the standard normal distribution table. The cumulative probability is approximately 0.1631.

To compute the approximate number of teachers out of the sample who have a salary less than $48,000, we multiply the cumulative probability by the sample size:

Number of teachers = 0.1631 * 1100 ≈ 179.41

Therefore, approximately 179 teachers would be expected to have a salary of less than $48,000 out of a sample of 1100 teachers.

c) The 67th percentile of salaries can be found by looking up the Z-score corresponding to the cumulative probability of 0.67 in the standard normal distribution table. The Z-score is approximately 0.44. To find the corresponding salary, we use the formula:

Salary = mean + (Z * standard deviation) = 54,000 + (0.44 * 6,075) ≈ $56,827.50

Therefore, the 67th percentile of salaries is approximately $56,827.50.

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(a) Show that if and then {an} is convergent and .
(b) If a1 = 1 and
find the first eight terms of the sequence {an}. Then use part (a) to show that . This gives the continued fraction expansion

Answers

The sequence {an} is convergent and bounded. It oscillates between positive and negative values. The first eight terms are calculated, and the sequence is shown to be convergent using its properties.

(a) To show that the sequence {an} is convergent, we need to prove that it is both bounded and monotonic.

First, let's show that the sequence {an} is bounded. We can observe that each term of the sequence is between -1 and 1, regardless of the value of n. Therefore, the sequence is bounded by the interval [-1, 1].

Next, let's show that the sequence {an} is monotonic. We can rewrite the expression for an as

an = ((-1)⁽ⁿ⁻¹⁾ⁿ)/(n² + 1) = ((-1)⁽ⁿ⁻¹⁾ⁿ)/(n²(1 + 1/n²))

Now, we can consider two cases

When n is even: In this case, (-1)⁽ⁿ⁻¹⁾ = 1, and n is positive. So, an > 0 for all even values of n.

When n is odd: In this case,(-1)⁽ⁿ⁻¹⁾= -1, and n is positive. So, an < 0 for all odd values of n.

Since the sequence alternates between positive and negative terms, we can see that it is not strictly monotonic. However, it is bounded and oscillates between positive and negative values.

(b) Given a1 = 1 and an = ((-1)⁽ⁿ⁻¹⁾ⁿ)/(n² + 1), we can calculate the first eight terms of the sequence as follows

a1 = 1

a2 = (-1¹ * 2)/(2² + 1) = -2/5

a3 = (-1² * 3)/(3² + 1) = 3/10

a4 = (-1³ * 4)/(4² + 1) = -4/17

a5 = (-1⁴ * 5)/(5² + 1) = 5/26

a6 = (-1⁵ * 6)/(6² + 1) = -6/37

a7 = (-1⁶ * 7)/(7² + 1) = 7/50

a8 = (-1⁷ * 8)/(8² + 1) = -8/65

Using the previous analysis, we have shown that the sequence {an} is bounded and oscillates between positive and negative values. Therefore, it is convergent.

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--The given question is incomplete, the complete question is given below " aₙ = ((-1)ⁿ⁻¹n)/(n²+1)

(a) Show that if and then {an} is convergent and .

(b) If a1 = 1 and

find the first eight terms of the sequence {an}."--

Let f: R³ R be the function defined as f(x, y, z)=x²y + 2y²z+4x2+7y²-14y+92² +8%. (a) Find Vf(x, y, z). [3] (b) Show that (2, 1,-1) is a stationary point of f. [2] (c) Find the Hessian of f at the point (2, 1,-1). [5] (d) Determine whether (2, 1,-1) is a local maximizer, a local minimizer or a saddle point. a Justify your answer. [5]

Answers

a) Vf(x, y, z) = [2xy+8x, x²+4yz-14y+184y, 2y²+2yz].

b)  Therefore, (2, 1, -1) is not a stationary point of f.

c) The Hessian of f at the point (2, 1, -1) is 32.

(a) The vector gradient Vf of f at the point (x, y, z) is given by

[Vf(x, y, z)]=[(2xy+8x, x²+4yz-14y+184y, 2y²+2yz)].

Therefore, we get

Vf(x, y, z) = [2xy+8x, x²+4yz-14y+184y, 2y²+2yz].

(b) A point (a, b, c) is a stationary point of the function f if Vf(a, b, c)=0.

If we substitute x=2, y=1, and z= -1

in Vf(x, y, z) = [2xy+8x, x²+4yz-14y+184y, 2y²+2yz],

we get Vf(2, 1, -1) = [4, -42, 2], which is not zero.

If we substitute x=2,

y= 1, and

z= -1 in

Vf(x, y, z). we get Vf(2, 1, -1) = [4, -42, 2], which is not zero.

Therefore, (2, 1, -1) is not a stationary point of f.

(c) The Hessian Hf(x, y, z) of f is given by

Hf(x, y, z)=|fx² fxy fxz ||fxy fy² fyz ||fxz fyz fz² |

Substituting x=2,

y=1, and

z= -1,

we get Hf(2, 1, -1)=|8 6 -4 ||6 4 0 ||-4 0 4 |=32.

(d) If Hf(a, b, c) > 0 and fx(a, b, c) > 0, then (a, b, c) is a local minimizer of f.

If Hf(a, b, c) < 0 and fx(a, b, c) < 0, then (a, b, c) is a local maximizer of f.

If Hf(a, b, c) < 0, but fx(a, b, c) > 0 or Hf(a, b, c) > 0, but fx(a, b, c) < 0,

then (a, b, c) is a saddle point of f.

We have already found the value of Hf(2, 1, -1), which is positive.

We can also see that fx(2, 1, -1) = 2xy+8x

= 2(2)(1)+8(2)

= 20 > 0.

Therefore, (2, 1, -1) is a local minimizer of f.

d)  (2, 1, -1) is a local minimizer of f.

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Find the domain of the function. Express the exact answer using interval notation. f(x) = 2/7x+4 To enter [infinity], type infinity. To enter U, type U.

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The given function is f(x) = 2/7x + 4. We need to find the domain of the function. Express the exact answer using interval notation. The domain of a function is the set of all possible input values for which the function is defined.

It is generally expressed using interval notation, which represents a set of real numbers between two values, including the endpoints. In order to find the domain of the function, we need to find any values of x that would cause the function to be undefined. Since this function is a linear function, it is defined for all real values of x.

Therefore, the domain of the function is (-infinity, infinity), which can be expressed in interval notation as: (-∞, ∞)

We are given the function f(x) = 2/7x + 4. To find the domain of the function, we need to look for any values of x that would cause the function to be undefined. Since this function is a linear function, it is defined for all real values of x. Therefore, the domain of the function is (-infinity, infinity).In interval notation,

this can be expressed as (-∞, ∞).

Therefore, the domain of the function f(x) = 2/7x + 4 is (-∞, ∞).

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a) the probability that a randomly selected fertilized egg hatches in less than 19 days is ?
b) the probability that a randomly selected fertilized egg hatches between 21 and 23 days is ?
c) the probability that a randomly selected fertilized egg takes over 27 days to hatch?

Answers

a. The probability that a randomly selected fertilized egg hatches in less than 19 days is approximately 0.0918 or 9.18%.

b. The probability that a randomly selected fertilized egg hatches between 21 and 23 days is approximately 0.3164 or 31.64%.

c. The probability that a randomly selected fertilized egg takes over 27 days to hatch is zero.

a) The probability that a randomly selected fertilized egg hatches in less than 19 days is low. Fertilized eggs generally hatch after about 21 days. The probability can be found using the normal distribution with a mean of 21 days and a standard deviation of 1.5 days, which is the standard deviation for the hatching time of fertilized eggs.

The probability can be calculated as follows:
P(X < 19) = P(Z < (19 - 21) / 1.5)
P(X < 19) = P(Z < -1.33)
P(X < 19) = 0.0918
b) The probability that a randomly selected fertilized egg hatches between 21 and 23 days can be calculated using the normal distribution with a mean of 21 days and a standard deviation of 1.5 days. The probability can be calculated as follows:
P(21 < X < 23) = P((21 - 21) / 1.5 < Z < (23 - 21) / 1.5)
P(21 < X < 23) = P(0 < Z < 1.33)
P(21 < X < 23) = 0.4082 - 0.0918
P(21 < X < 23) = 0.3164
c) The probability that a randomly selected fertilized egg takes over 27 days to hatch can be calculated using the normal distribution with a mean of 21 days and a standard deviation of 1.5 days.

The probability can be calculated as follows:
P(X > 27) = P(Z > (27 - 21) / 1.5)
P(X > 27) = P(Z > 4)
P(X > 27) = 0
This is because the probability density function for a normal distribution is continuous and extends to infinity in both directions, but the probability of an event beyond a certain point is effectively zero.

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Change the order of the following integral: 5. 2 f(x,y)dydx

Answers

We can integrate with respect to y first, and then integrate with respect to x. The resulting integral is: 5.2 ∫aᵇ ∫cᵈ f(x, y) dy dx = 5.2 ∫aᵇ ∫cᵈ f(x, y) dx dy. We used Fubini's theorem to interchange the order of integration.

To change the order of the integral 5.2 ∫∫ f(x, y) dy dx, we need to evaluate the integral limits. This will help us determine whether we should integrate with respect to x first or y first. However, we haven't been given the limits for the integral.

As a result, let's suppose that the limits are a ≤ x ≤ b and c ≤ y ≤ d. We can write:5.2 ∫∫ f(x, y) dy dx = 5.2 ∫aᵇ ∫cᵈ f(x, y) dy dxWe can now reverse the order of integration by solving the above equation using Fubini's theorem. The new limits for y will be a function of x.

Therefore, we can integrate with respect to y first, and then integrate with respect to x. The resulting integral is:

5.2 ∫aᵇ ∫cᵈ f(x, y) dy dx = 5.2 ∫aᵇ ∫cᵈ f(x, y) dx dy

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5 = Find an approximation to the solution of the equation x = ()* * using Newton’s method with po = 0.5 and up to n = 3.

Answers

The required approximate solution to the equation [tex]x = (1/3)^x[/tex] using Newton's method with an initial guess of p₀ = 0.5 is approximately x ≈ 0.375.

To approximate the solution of the equation x = (1/3)^x using Newton's method, we will use an initial guess of po = 0.5 and perform three iterations (n = 3). Here's how we can proceed:

Step 1: Define the function [tex]f(x) = x - (1/3)^x[/tex] and its derivative [tex]f'(x) = 1 - (1/3)^x * ln(1/3)[/tex].

Step 2: Start with an initial guess, p₀ = 0.5.

Step 3: Perform Newton's method iteration:

For n = 1:

p₁ = p₀ - f(p₀)/f'(p₀)

For n = 2:

p₂ = p₁ - f(p₁)/f'(p₁)

For n = 3:

p₃ = p₂ - f(p₂)/f'(p₂)

Step 4: Calculate the approximated solution, which will be p₃.

Let's perform the calculations:

For n = 1:

[tex]f(p_o) = p_o - (1/3)^{p_o} = 0.5 - (1/3)^{0.5[/tex] ≈ 0.0808

[tex]f'(p₀) = 1 - (1/3)^{p_o} * ln(1/3)[/tex] ≈ 0.785

Simalrly,

p₁ ≈ 0.405

p₂ ≈ 0.376

p₃ = ≈ 0.375

Therefore, after three iterations, the approximate solution to the equation [tex]x = (1/3)^x[/tex] using Newton's method with an initial guess of p₀ = 0.5 is approximately x ≈ 0.375.

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A stretched string between 0 and L is set to motion by a sudden blow at xo. This problem can be modeled by the fact that the string at æo is given a certain velocity at t = 0. Find the displacements of the string u(x, t) by solving the following boundary problem: 1 J²u(x, t) D.E.: J²u(x, t) dx² = a² Ət² B.C.: u(0, t) = 0, u (L, t) = 0, I.C.: u(x,0) = 0, ut (x,0) = Lvod (x − xo). : 2voLsin Σn=1 1 ηππο Ans. u(x, t) ηπα o sin x sint. πα L =

Answers

The displacement of the string u(x, t) is given by the following equation: u(x, t) = 2voLsin Σn=1 1 ηππο sin x sint. πα L

This equation can be derived by solving the boundary problem given in the prompt. The first step is to solve the differential equation for u(x, t). This can be done by using the method of separation of variables. Once the differential equation has been solved, the boundary conditions can be used to determine the constants of integration. The initial conditions can then be used to determine the value of u(x, t) at any point in time.

The displacement of the string is a function of both position and time. The first term in the equation, 2voLsin Σn=1 1 ηππο, is a constant that depends on the initial velocity of the string. The second term, sin x sint, is a function of both position and time. This term represents the standing waves that are set up on the string. The third term, πα L, is a constant that depends on the length of the string.

The displacement of the string is a maximum at the point x = xo, where the string was struck. The displacement of the string is zero at the points x = 0 and x = L, where the string is fixed. The displacement of the string is also zero at all times t = 0, t = π/2, t = π, etc., when the string is at rest.

The displacement of the string is a continuous function of both position and time. The displacement of the string is also a periodic function of time, with a period of 2π.

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.The manager of a trendy downtown café in Columbus, Ohio, collects weekly data on the number of customers it serves. A portion of the data is shown in the accompanying table.
Week
Actual value
Forecast value
1
944
944
2
997
944
3
962
955
4
956
956
5
1045
956
a. Calculate the MAD.
b. Calculate the MSE.

Answers

a) The calculated value of MAD is 29.8. b) The calculated value of MSE is 1081.5.

a) The given data suggests the computation of Mean Absolute Deviation (MAD). The formula for the calculation of MAD is shown below:

MAD = ∑|Et|/n

Where Et = Actual Value – Forecast Value.

n = number of observations

|MAD| = |944 - 944|/5 = 0|944 - 997|/5 = 10.6|962 - 955|/5 = 1.4|956 - 956|/5 = 0|1045 - 956|/5 = 17.8

MAD = 29.8

b)The given data suggests the computation of Mean Squared Error (MSE). The formula for the calculation of MSE is shown below:

MSE = ∑(Et)2/n

Where Et = Actual Value – Forecast Value.

n = number of observations

|MSE| = |944 - 944|2/5 = 0|944 - 997|2/5 = 284.4|962 - 955|2/5 = 5|956 - 956|2/5 = 0|1045 - 956|2/5 = 792.1

MSE = 1081.5

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.6. Independent random samples of professional 45 football and 40 basketball players gave the following heights: Football players: Basketball players X1 = 6.179ft #2 = 6.453ft Si = .366 S2 = .314 = You find a 90% confidence interval of the difference of population means to be .399 > M1-M2 > .149 What is your interpretation of the confidence interval in the context of this problem? (5 pts.)

Answers

The interpretation of the confidence interval in the context of this problem is as follows:

Since the 90% confidence interval of the difference of population means, M1-M2, is (.399, .149), it means that there is a 90% probability that the true value of the difference between the population means of football and basketball players lies between these two numbers.

The value .399 represents the upper limit of the difference in the population means, which means that we can be 90% confident that the difference in mean height of football players and basketball players is no more than .399 feet (or approximately 4.79 inches).

Similarly, .149 is the lower limit of the difference in the population means, which means that we can be 90% confident that the difference in mean height of football players and basketball players is at least .149 feet (or approximately 1.78 inches).

Therefore, we can conclude that there is strong evidence to suggest that football players are taller than basketball players, based on the given sample data.

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Q6. Find the volume of the region that is between the ry-plane and f(x, y) = y + e² and above the triangle with the vertices (0,0), (2, 0) and (2, 2). [7 marks]

Answers

Given the function f(x, y) = y + e² and the triangle with vertices (0,0), (2,0) and (2,2). Therefore, the volume of the region is (8-e²)/3.

We are to find the volume of the region that lies between the yz- plane and f(x , y) = y + e² and also above the triangle.

So, the required volume is given by

V = ∫∫[f(x,y)] dxdy over the triangle.

Now, we can say that the region is also described as

{(x, y, z)|0 ≤ x ≤ 2, 0 ≤ y ≤ 2 - x, e² ≤ z ≤ y + e²}.

Thus, we can also write

V = ∫∫[0 ≤ x ≤ 2] [0 ≤ y ≤ 2 - x] [e² ≤ z ≤ y + e²] dz dy dx

This can be simplified as

V = ∫∫[0 ≤ x ≤ 2] [0 ≤ y ≤ 2 - x] [(y + e²) - e²] dy

dx= ∫∫[0 ≤ x ≤ 2] [0 ≤ y ≤ 2 - x] [y] dy dx+ e² ∫∫[0 ≤ x ≤ 2] [0 ≤ y ≤ 2 - x] dy

dx= ∫[0 ≤ x ≤ 2] [∫[0 ≤ y ≤ 2 - x] y dy] dx+ e² ∫[0 ≤ x ≤ 2] [∫[0 ≤ y ≤ 2 - x] dy]

dx= ∫[0 ≤ x ≤ 2] [(1/2)y²]

from 0 to 2-x dx+ e² ∫[0 ≤ x ≤ 2] [(2 - x)]

dx= ∫[0 ≤ x ≤ 2] [(1/2)(2-x)²] dx+ e² ∫[0 ≤ x ≤ 2] (2 - x)

dx= ∫[0 ≤ x ≤ 2] [(x² - 4x + 4)/2] dx+ e² ∫[0 ≤ x ≤ 2] (2x - x²)

dx= ∫[0 ≤ x ≤ 2] [(x² - 4x + 4)/2] dx+ e² [(x²/2) - (x³/3)]

from 0 to 2= ∫[0 ≤ x ≤ 2] [(x² - 4x + 4)/2] dx+ e² (2/3)

from 0 to 2 = [(x³/6) - 2(x²/2) + 2x]

from 0 to 2+ e² (2/3)= (8/3) - 4 + 4+ e² (2/3)

from 0 to 2+ e² (2/3) = (8-e²)/3

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The following statistics represent crime rates per 1000 population for a random sample of 46 Denver neighborhoods. The mean crime rate, * = 64.2 and standard deviation, s = 27.9 crimes per 1000 population a) Let us say that the data are representative of the population crime rates in Denver neighborhoods. Compute the margin of error, E for an 80% confidence interval for , the population mean crime rate for all Denver neighborhoods. (5 pts) (11) Compute an 80% confidence interval for y, the population mean crime rate for all Denver neighborhoods. (4 pts) b) Suppose you are advising the police department about police patrol assignments. One neighborhood has a crime rate of 57 crimes per 1000 population. Do you think that this rate is below the average population crime rate and that fewer patrols could safely be assigned to this neighborhood? Explain. Use the confidence interval to justify your answer. (3 pts) c) Another neighborhood has a crime rate of 75 crimes per 1000 population average? Does this crime rate seem to be higher than the population average? Would you recommend assigning more patrols to this neighborhood? Explain. Use the confidence interval to justify your answer. (3 pts) PART 3. (see chapter 83 for help) Sunspots have been observed for many centuries. Records of sunspots from ancient Persian and Chinese astronomers go back thousands of years. Some archaeologists think sunspot activity may somehow be related to prolonged periods of drought in the southern United States. Let x be a random variable representing the average number of sunspots observed in a four-week period. A random sample of 40 such periods from Spanish colonial times gave a sample mean, * = 47.0.

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a)  The 80% confidence interval for the population mean crime rate is (53.99, 74.41) crimes per 1000 population.

b) With a crime rate of 57 crimes per 1000 population in one neighborhood, it falls within the 80% confidence interval for the population mean crime rate. .

c) With a crime rate of 75 crimes per 1000 population in another neighborhood, it is above the upper bound of the 80% confidence interval for the population mean crime rate.

a) To compute the margin of error (E) for an 80% confidence interval, we use the formula E = z * (s / sqrt(n)), where z is the critical value for an 80% confidence level, s is the standard deviation of the sample, and n is the sample size. The critical value for an 80% confidence level can be found using a standard normal distribution table. The margin of error is calculated to be approximately 10.21 crimes per 1000 population.

To compute the 80% confidence interval for the population mean crime rate, we use the formula CI = (* - E, * + E), where * is the sample mean and E is the margin of error. Substituting the values, we get the confidence interval of (53.99, 74.41) crimes per 1000 population.

b) By comparing the crime rate of 57 crimes per 1000 population in one neighborhood with the confidence interval (53.99, 74.41), we see that it falls within the range. This indicates that the crime rate in this neighborhood is not necessarily below the average population crime rate. Therefore, it would require further analysis to determine if fewer patrols could safely be assigned based solely on the crime rate.

c) The crime rate of 75 crimes per 1000 population in another neighborhood is above the upper bound of the 80% confidence interval (74.41). This suggests that the crime rate in this neighborhood may be higher than the population average. It may be recommended to consider assigning more patrols to this neighborhood, as the higher crime rate indicates a potential need for increased security measures. However, other factors should also be taken into account before making a final decision.


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A poll agency reports that 33% of teenagers aged 12-17 own smartphones. A random sample of 103 teenagers is drawn.
Would it be unusual if less than 25% of the sampled teenagers owned smartphones?

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To answer this question, we need to calculate the expected number of teenagers in the sample who own smartphones. We know that the poll agency reported that 33% of all teenagers aged 12-17 own smartphones.

Therefore, we can expect that around 33% of the 103 teenagers in the sample, or 33/100 * 103 = 34. However, we also need to take into account the fact that we are dealing with a sample, and there will be some variability in the results.
To determine whether it would be unusual for less than 25% of the sampled teenagers to own smartphones, we can use the concept of standard deviation. The standard deviation of a sample proportion is given by the formula:
sqrt(p(1-p)/n)
where p is the expected proportion (33%), and n is the sample size (103). Plugging in the values, we get:
sqrt(0.33*0.67/103) = 0.051
This means that we can expect the actual proportion of teenagers in the sample who own smartphones to be within plus or minus 5.1 percentage points of the expected proportion (33%). So, a proportion of less than 25% would be more than two standard deviations below the expected proportion, which is quite unusual. In fact, it would be less than 5% likely to occur by chance alone. Therefore, we can conclude that it would be unusual if less than 25% of the sampled teenagers owned smartphones.

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A fitness trainer is interested in investigating whether ethnicity and the first exercise activity that members engage in are dependent. The table below shows the results of the trainer's observation of randomly selected members. Frequencies of Ethnicity and Exercise Activity Cardio | Weight Machines | Free Weights
White 91 99 80 Hispanic 86 97 95 Black 59 40 68 Other 45 65 48 What can be concluded at the a = 0.05 significance level? a. What is the correct statistical test to use? O Homogeneity O Independence O Paired t-test O Goodness-of-Fit

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The correct statistical test to use in order to investigate whether ethnicity and the first exercise activity that members engage in are dependent is independence test. Since the data in the table is from randomly selected members, we can test the hypothesis that the selection of exercise activity is independent of ethnicity.

Hence, we can use a chi-square test for independence. The null hypothesis in this case is that there is no association between ethnicity and the first exercise activity that members engage in, whereas the alternative hypothesis is that there is a dependence between the two variables. Using a chi-square test for independence at a 0.05 level of significance, the expected frequencies of the number of members in each category under the null hypothesis is given by: Cardio Weight Machines Free Weights White 87.0 100.3 82.7 Hispanic 88.3 101.3 84.7 Black 49.1 56.4 46.5 Other 46.6 53.7 44.7Under the null hypothesis, the test statistic is calculated as:

χ² = ∑ (O - E)²/E

= 8.2.The degrees of freedom is (r - 1)(c - 1)

= 6, where r and c represent the number of rows and columns in the table, respectively.

The critical value at the 0.05 level of significance and 6 degrees of freedom is 12.59. Since the calculated value of the test statistic (8.2) is less than the critical value (12.59), we fail to reject the null hypothesis. Therefore, we conclude that there is not sufficient evidence to suggest that ethnicity and the first exercise activity that members engage in are dependent. The correct option is O Independence.

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Differentiate the expression x²y⁵ with respect to x. (use D for dy/dx).

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To differentiate the expression x²y⁵ with respect to x, we need to use the product rule of differentiation.

The product rule states that the derivative of the product of two functions is equal to the first function times the derivative of the second function plus the second function times the derivative of the first function.
Using this rule, we can differentiate x²y⁵ as follows:
d/dx (x²y⁵) = 2xy⁵ + x²(5y⁴)(d/dx(x))
d/dx (x²y⁵) = 2xy⁵ + 5x²y⁴(d/dx(x))
We know that d/dx(x) = 1, so the final expression becomes:
d/dx (x²y⁵) = 2xy⁵ + 5x²y⁴

Therefore, the derivative of x²y⁵ with respect to x is 2xy⁵ + 5x²y⁴.

This expression represents the rate of change of x²y⁵ with respect to x. It tells us how much the value of x²y⁵ changes when we change x by a small amount. We have shown that the product rule is an essential tool in differentiating expressions, and we have used it to find the derivative of x²y⁵ with respect to x.

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Find the derivative of the following functions: (a) cos-¹ z (b) tan-¹ z (c) sec-¹ z.

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Let

y = cos⁻¹z.

Then cos

y = z

Differentiating w.r.t. z, we getsin

y (dy/dz) = 1dy/

dz = 1/sin

ybut

sin y = sqrt(1 - cos²y) = sqrt(1 - z²)Hence, dy/dz = 1/sqrt(1 - z²) ANSWER(b) Let y = tan⁻¹z. Then tan y = z

Differentiating w.r.t. z, we get(sec²y) (dy/dz) = 1dy/dz = 1/sec²y= cos²ybut cos²y = 1/(1 + tan²y) = 1/(1 + z²)Hence, dy/dz = 1/(1 + z²) .

In calculus, the derivative is a measurement of how a function changes as its input changes. The derivative of a function of a real variable calculates the slope of the tangent line to the graph of the function at a given point. The tangent line is the best linear approximation of the function near that input value.The derivative is the fundamental concept in calculus that studies how things change.

To find the derivative of inverse trigonometric functions we can use some formulas. For the following inverse trigonometric functions: (a) cos⁻¹z. (b) tan⁻¹z. (c) sec⁻¹z. we can use some differentiation formulas and rules that are listed below.(a) Let y = cos⁻¹z. Then cos y = zDifferentiating w.r.t. z, we getsin y (dy/dz) = 1dy/dz = 1/sin ybut sin y = sqrt(1 - cos²y) = sqrt(1 - z²)

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Simplify 2m2 +12m+16/ m2+5m+3 :- 3m2 +11m-4 /6m2 +7m-3

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The simplified form of the expression (2m^2 + 12m + 16) / (m^2 + 5m + 3) ÷ (-3m^2 + 11m - 4) / (6m^2 + 7m - 3) is (8m + 4) / (2m + 1).

To simplify the given expression, we start by factoring the numerators and denominators separately. The numerator (2m^2 + 12m + 16) factors into 2(m^2 + 6m + 8), and the denominator (m^2 + 5m + 3) factors into (m + 3)(m + 1). Similarly, the numerator (-3m^2 + 11m - 4) factors into -(3m - 1)(m - 4), and the denominator (6m^2 + 7m - 3) factors into (3m - 1)(2m + 3).

Next, we can simplify the expression by canceling out the common factors between the numerators and denominators. The (m - 4) factor cancels out, as well as the (3m - 1) factor. After canceling these factors, we are left with (2(m^2 + 6m + 8)) / ((m + 3)(m + 1)) ÷ (-(2m + 3)) / ((2m + 3)(m + 1)).

Now, we can simplify further by canceling out the common factor (2m + 3) from both the numerator and denominator. After canceling, we obtain (2(m^2 + 6m + 8)) / ((m + 3)(m + 1)) ÷ -1 / (m + 1). Simplifying the negative sign, we have (2(m^2 + 6m + 8)) / ((m + 3)(m + 1)) ÷ -(m + 1). Finally, we can simplify the expression by dividing both the numerator and denominator by (m + 1), resulting in (8m + 4) / (2m + 1).

Therefore, the simplified form of the given expression is (8m + 4) / (2m + 1).

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Suppose that the matrix A has repeated eigenvalue with the following eigenvector and generalized eigenvector:
λ = -3 with eigenvector v = [4] and generalized eigenvector w = [] Write the solution to the linear system' = Ar in the following forms. A. In eigenvalue/ eigenvector form: x(t) Ly(t). + = C1 ([8]-[8)). e e B. In fundamental matrix form: x(t) = ||| [2] t B. In fundamental matrix form: x(t) = C. As two equations: (write "c1" and "c2" for C₁ and C2) x(t) = y(t) = Note: if you are feeling adventurous you could use other eigenvectors like 4 and other generalized eigenvectors like - 3v. V Just remember that if you change, you must also change for its fundamental solution! [2]

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The solution is of the form x(t) = C1(4e^(-3t) + 3te^(-3t)) + C2(4e^(-3t) - 3te^(-3t)). The eigenvector v and generalized eigenvector w form a basis for the eigenspace corresponding to the eigenvalue λ = -3.

This means that any vector in the eigenspace can be expressed as a linear combination of v and w. In this case, the vector x(t) can be expressed as follows:

x(t) = c1v + c2w

where c1 and c2 are arbitrary constants.

Substituting the expressions for v and w into this equation, we get the following:

x(t) = c1(4) + c2(3t)

This can be rewritten as follows:

x(t) = C1(4e^(-3t) + 3te^(-3t)) + C2(4e^(-3t) - 3te^(-3t))

where C1 = c1/4 and C2 = c2/4.

**Fundamental matrix form:**

The fundamental matrix for the system is given by the following expression:

X(t) = ||| [4e^(-3t) + 3te^(-3t)] [4e^(-3t) - 3te^(-3t)] |||

This matrix can be used to find the solution to the system by multiplying it by a vector of initial conditions. For example, if the initial conditions are x(0) = 1 and y(0) = 0, then the solution is given by the following expression:

x(t) = X(t) * [1 0]

**Two equations:**

The solution to the system can also be expressed as two equations, as follows:

x(t) = 4e^(-3t) + 3te^(-3t)

y(t) = 4e^(-3t) - 3te^(-3t)

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A pot of boiling soup with an internal temperature of 100∘ Fahrenheit was taken off the stove to cool in a 77∘ F room. After 18 minutes, the internal temperature of the soup was 95∘ F.
Use Newton’s Law of Cooling to write a formula that models this situation. Round to four decimal places. T(t)= (Let t be time measured in minutes.)
To the nearest minute, how long will it take the soup to cool to 87∘ F?
To the nearest degree, what will the temperature be after 1.3 hours? (Recall that t is measured in minutes.)

Answers

Temperature after 1.3 hours will be 84.96°F .

Given,

Internal temperature of pot = 100°F

Room temperature = 77°F .

Internal temperature of soup after 18 minutes = 95°F

According to,

Newton's law of cooling: T(t) = Ts + (To - Ts) e-kt where

Ts is temperature of surroundings

To the initial temperature of the cooling object.

Now,

To determine the constant k, use given data: T(18 min) = 77 + (100 - 77) e-18k = 95

23 e^-18k = 95 - 77

e^-18k = 18/23

Take natural log of both sides, using power and identity properties:

-18k * (ln e = 1) = ln(18/23)

-18k = -0.2451

, k = 0.01361.

So T(t) = 77 + 23 e-0.01361 t.

Now, temperature after 1.3 hours will be,

Substitute the value of t in the obtained equation,

T(1.3 hours = 78 mins) = 84.96°F

Thus from newton law of cooling the temperature of the pot is 84.96°F

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Solve for k, the constant of variation, in an inverse variation problem, where x=3.3 and y=24.

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Answer:

Is it like partly constant and partly varies or inverse variation

Scottish Hill Climb races We want to predict the record time for women in a Scottish Hill Climb race. There are two x variables to choose from, Distance and Climb. Here is the information for the 3 dimensional relationship between x1, x2, and Y. Multiple Linear Relationship for the women: Coefficients: Term Coef SE Coef T-Value P-Value Constant -11.70 1.91 -6.11 0.000 Distance(km) 4.432 0.222 20.01 0.000 Climb (m) 0.04526 0.00334 13.56 0.000 Model Summary: S R-sq R-sq(adj) R-sq(pred) 10.1208 96.72% 96.65% 96.09% Does it help to add the second x variable in this case? A. No B. You can't tell from this information C. Yes

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The topic of the above information is related to predicting the record time for women in a Scottish Hill Climb race using multiple linear regression with two x variables:

Distance and Climb.

In this scenario, we are using a multiple linear regression model to predict the record time for women in a Scottish Hill Climb race. We have two potential x variables to choose from: Distance (km) and Climb (m). The provided information includes the coefficients, standard errors, t-values, and p-values for the constant, Distance, and Climb variables.

To determine whether it helps to add the second x variable, we can refer to the p-values. In this case, both Distance and Climb have extremely low p-values (0.000), indicating that they are statistically significant predictors of the record time. This suggests that both variables contribute significantly to the prediction model.

Based on this information, we can conclude that it does help to add the second x variable (Climb) in this case. Including both Distance and Climb variables in the model improves the predictive accuracy and provides valuable information for estimating the record time for women in the Scottish Hill Climb race.

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Determine the magnitude of each vector: • Use "sqrt()" to denote ✓ • If you use a decimal approximation, you must be accurate to at least 3 decimal places. a. ||(6, 10) || = b. ||(-2, 10)|| = C. ||(12, -10)|| = d. ||(-8, -13)|| = 7 : <2,2>

Answers

The magnitude of each vector are =

a. ||(6, 10)|| ≈ 11.662

b. ||(-2, 10)|| ≈ 10.198

c. ||(12, -10)|| ≈ 15.620

d. ||(-8, -13)|| ≈ 15.264

To determine the magnitude of each vector, you can use the formula:

||v|| = √(v₁² + v₂²)

a. For vector (6, 10):

||(6, 10)|| = √(6² + 10²) = √(36 + 100) = √(136) ≈ 11.662

b. For vector (-2, 10):

||(-2, 10)|| = √(-2)² + 10²) = √(4 + 100) = √(104) ≈ 10.198

c. For vector (12, -10):

||(12, -10)|| = √(12² + (-10)²) = √(144 + 100) = √(244) ≈ 15.620

d. For vector (-8, -13):

||(-8, -13)|| = √(-8)² + (-13)²) = √(64 + 169) = √(233) ≈ 15.264

Therefore:

a. ||(6, 10)|| ≈ 11.662

b. ||(-2, 10)|| ≈ 10.198

c. ||(12, -10)|| ≈ 15.620

d. ||(-8, -13)|| ≈ 15.264

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Find the real solutions of the following equation (3x + 5)2 - 6(3x + 5)+9=0 ok Select the correct choice below and, if necessary, fill in the answer box to complete your choice. OA. The solution set is (Use a comma to separate answers as needed.) OB. There are no real solutions.

Answers

The equation (3x + 5)² - 6(3x + 5) + 9 = 0 simplifies to 9x² + 12x + 4 = 0, which has a single real solution of x = -2/3.

To solve the given equation (3x + 5)² - 6(3x + 5) + 9 = 0, we can simplify and solve for x:

Let's expand and simplify the equation:

(3x + 5)² - 6(3x + 5) + 9 = 0

(3x + 5)(3x + 5) - 6(3x + 5) + 9 = 0

(9x² + 30x + 25) - (18x + 30) + 9 = 0

9x² + 30x + 25 - 18x - 30 + 9 = 0

9x² + 12x + 4 = 0

Now, we have a quadratic equation in standard form. To solve it, we can use the quadratic formula:

x = (-b ± √(b² - 4ac)) / (2a)

In this case, a = 9, b = 12, and c = 4. Substituting these values into the quadratic formula:

x = (-12 ± √(12² - 4(9)(4))) / (2(9))

x = (-12 ± √(144 - 144)) / 18

x = (-12 ± √0) / 18

x = (-12 ± 0) / 18

x = -12 / 18

x = -2/3

The equation has a single real solution: x = -2/3.

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.Part 2: Consider an alternative model of wages that we discussed in class. In this application, we are primarily interested in how union membership affects wages. log(wage;) = 0.2 -0.22 black; -0.15 Hisp;+0.01 union;+ 0.05 (black; xunion;) +0.07 college;+0.15log(tenure, (0.02) (0.06) (0.08) (0.01) (0.025) (0.02) (0.08) wage; is average weekly wage for worker i black; is a binary variable that equals 1 if the worker is black and equals 0 otherwise Hisp, is a binary variable that equals 1 if the worker is Hispanic and equals 0 otherwise union; is a binary variable that equals 1 if the worker is in a worker's union and equals 0 otherwise black; x union; is an interaction term, multiplying the black; variable times the union; variable college; is a binary variable that equals 1 if the worker has a bachelor's degree or higher, and equals O otherwise tenure, is a continuous variable that equals the number of years the worker has been at his/her current job 7) Interpret Bs in a sentence. 8) Interpret Bs in a sentence.

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Log wages are expected to be higher by 0.15 units, holding other factors constant.7) The coefficient estimates (B's) in the model can be interpreted as follows:

- B for black: For workers who are black (compared to those who are not), on average, their log wages are expected to be lower by 0.22 units, holding other variables constant.

- B for Hisp: For workers who are Hispanic (compared to those who are not), on average, their log wages are expected to be lower by 0.15 units, holding other variables constant.

- B for union: For workers who are union members (compared to those who are not), on average, their log wages in equation are expected to be higher by 0.01 units, holding other variables constant.

- B for black x union: The interaction term captures the combined effect of being black and a union member. For black workers who are also union members (compared to black workers who are not union members), on average, their log wages are expected to be higher by 0.05 units, holding other variables constant.

- B for college: For workers with a bachelor's degree or higher (compared to those without), on average, their log wages are expected to be higher by 0.07 units, holding other variables constant.

- B for log(tenure): For each 1-unit increase in the logarithm of tenure (number of years at the current job), on average, their log wages are expected to be higher by 0.15 units, holding other variables constant.

These interpretations highlight the expected changes in log wages associated with each variable, taking into account the other variables in the model.

8) To interpret the B's in a sentence:

The coefficient estimate (B) for black suggests that, on average, black workers have log wages lower by 0.22 units compared to non-black workers, holding other factors constant.

The coefficient estimate (B) for Hisp suggests that, on average, Hispanic workers have log wages lower by 0.15 units compared to non-Hispanic workers, holding other factors constant.

The coefficient estimate (B) for union suggests that, on average, union members have log wages higher by 0.01 units compared to non-union members, holding other factors constant.

The coefficient estimate (B) for the interaction term black x union suggests that, among black workers, being a union member is associated with log wages higher by 0.05 units compared to black workers who are not union members, holding other factors constant.

The coefficient estimate (B) for college suggests that, on average, workers with a bachelor's degree or higher have log wages higher by 0.07 units compared to those without a bachelor's degree, holding other factors constant.

The coefficient estimate (B) for log(tenure) suggests that, on average, for each 1-unit increase in the logarithm of tenure, log wages are expected to be higher by 0.15 units, holding other factors constant.

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The position of a particle moving in the xy-plane is given by the parametric equationsx(t)=t^3-3t^2 and y(t) = 12t – 3t2. At which of the points (x, y) is the particle at rest? (a) (-4,12) (b) (-3,6) (c) (-2,9) (d) (0,0) (e) (3, 4)

Answers

If position of a particle is given by x(t) = t³ - 3t² and y(t) = 12t - 3t² then at (-4, 12) point the particle is at rest.

Hence the correct option is (A).

Given that the parametric equations for the position of a particle in a xy plane are,

x(t) = t³ - 3t² and y(t) = 12t - 3t²

Differentiating the equations with respect to 't' we get,

dx/dt = 3 t² - 3 (2 t) = 3t² - 6t

dy/dt = 12 * 1 - 3 (2t) = 12 - 6t

So, the point at which the particle is at rest will satisfy the condition dx/dt = 0 and dy/dt = 0. So,

dx/dt = 0 gives

3t² - 6t = 0

3t (t - 2) = 0

t = 0, 2

dy/dt = 0 gives

12 - 6t = 0

6t = 12

t = 12/6 = 2

So t = 2 satisfy both the conditions simultaneously.

At t = 2,

x(2) = 2³ - 3* 2² = 8 - 12 = -4

y(2) = 12 * 2 - 3 * 2² = 24 - 12 = 12

So the required point (-4, 12).

Hence the correct option is (A).

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Consider the differential equation y' = (y² + 9y + 18) ln(1 + y¹). (a) Find the equilibria and determine their type. (b) Sketch the phase line. (c) Let y(t) be the solution satisfying y(0) = 2. Find the limit of y(t), as t → −[infinity].

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Given the differential equation is y' = (y² + 9y + 18) ln(1 + y¹).

(a) Find the equilibria and determine their type The equilibrium points can be found from the following equation: dy/dt = 0⇒(y² + 9y + 18) ln(1 + y¹) = 0⇒y = -3, -6 are the equilibrium points Let's determine their type:

dy/dt = f(y) = (y² + 9y + 18) ln(1 + y¹)Near y = -3,Let y = -3 + εWe have f(-3+ε) = (ε²+3ε+6) ln(1-3+ε) ≈ -(1/2)ε² < 0, for ε sufficiently small. Hence y = -3 is a stable equilibrium.

Near y = -6,Let y = -6 + εWe have f(-6+ε) = (ε²+3ε+18) ln(1-6+ε) ≈ (1/2)ε² > 0, for ε sufficiently small. Hence y = -6 is an unstable equilibrium.

(b) Sketch the phase line
Number Line Sketch of Phase Line
(c) Let y(t) be the solution satisfying y(0) = 2.

Find the limit of y(t), as t → −[infinity]. The limit of y(t) as t → −∞ can be found by noticing that y' = (y² + 9y + 18) ln(1 + y¹) ≥ 0 if y ≥ -3.

Since y(0) > -3, y(t) ≥ -3 for all t. Also, since y(t) is increasing, it either approaches a finite limit or diverges to ∞.

The limit of y(t) as t → ∞ can be found by separation of variables: dy/(y²+9y+18) = ln(1+y)dt Integrating both sides, we get:-1/3 [ln|1+y| - 3 ln|y+2| + 2 tan⁻¹(y+3)] = t + CA t infinity, y → -2 and the LHS approaches ∞. Hence the RHS must also approach ∞.

Therefore C = ∞, and the above equation can be rewritten as:-1/3 [ln|1+y| - 3 ln|y+2| + 2 tan⁻¹(y+3)] = t + ∞

Substituting y(0) = 2, we get: C = -1/3 [ln|1+2| - 3 ln|2+2| + 2 tan⁻¹(2+3)] - 0 = -1/3 [ln3 - 3 ln4 + 2 tan⁻¹5] So the limit of y(t) as t → -∞ is -2.

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