Chapter 5: Problem 4
Apply a function to a vector. Given a vector \(v=(2,3,-1)\) and a function \(f(x)=x^{3}+x e^{x}+1\), apply \(f\) to each element in \(v .\) Then calculate \(f(v)\) as \(v^{3}+v * e^{v}+1\) using vector computing rules. Show that the two results are equal.
Short Answer
Expert verified
The results using both methods are equal for each component.
Step by step solution
01
Evaluate Function for Each Element
Apply the function \( f(x) = x^3 + x e^x + 1 \) to each element of the vector \( v = (2, 3, -1) \).\\[ f(2) = 2^3 + 2e^2 + 1 \] \\[ f(3) = 3^3 + 3e^3 + 1 \] \\[ f(-1) = (-1)^3 + (-1)e^{-1} + 1 \]
02
Compute Function Values
Calculate each function\'s value from Step 1. \- For \( f(2) \): \ \[ 2^3 = 8, \, 2e^2 \approx 2 \times 7.389 = 14.778, \, \] \ \[ f(2) = 8 + 14.778 + 1 = 23.778 \] \- For \( f(3) \): \ \[ 3^3 = 27, \, 3e^3 \approx 3 \times 20.085 = 60.255, \, \] \ \[ f(3) = 27 + 60.255 + 1 = 88.255 \] \- For \( f(-1) \): \ \[ (-1)^3 = -1, \, (-1)e^{-1} \approx -0.368, \, \] \ \[ f(-1) = -1 - 0.368 + 1 = -0.368 \]
03
Compute Vector Component Expressions
Use the expression \( v^3 + v * e^v + 1 \) for each vector component separately.\- \( 2^3 + 2e^2 + 1 = 23.778 \) \- \( 3^3 + 3e^3 + 1 = 88.255 \) \- \( (-1)^3 + (-1)e^{-1} + 1 = -0.368 \)
04
Compare Results
Check if the manually computed function values and the vector component-based calculations are equal.\- For \( 2 \), results: \( 23.778 \).\- For \( 3 \), results: \( 88.255 \).\- For \( -1 \), results: \( -0.368 \).\Both methods give the same results for each component, confirming they are equal.
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Function Application
When we talk about function application, we mean using a mathematical function on each element of a given set, like a vector. This process involves substituting the elements into a function and calculating the output.
- Suppose you have a vector \( v = (2, 3, -1) \) and a function \( f(x) = x^3 + x e^x + 1 \).
- You "apply" the function \( f \) to each element of \( v \), meaning you replace \( x \) in the function with 2, 3, and -1 separately, then compute the resulting value.
- This way, you evaluate the function for each individual element of the vector. This is a crucial operation in vector-based calculations where each component of the vector is processed individually.
Exponential Functions
An exponential function is a mathematical expression where a constant base is raised to a variable exponent. In calculus and algebra, exponential functions are common because they describe growth and decay processes.
- In our exercise, the function \( f(x) = x^3 + x e^x + 1 \) includes an exponential term: \( x e^x \).
- The term \( e^x \) is the natural exponential function, where \( e \) (approximately 2.718) is the base. Since \( e \) is an irrational number, values of \( e^x \) grow rapidly as \( x \) increases.
- The presence of \( e^x \) in the function changes its behavior significantly, affecting both the value and the rate of change of the function outputs for the vector elements when evaluated.
Vector Components
Vectors consist of multiple components, each representing a specific dimension. In our context, we're dealing with a three-dimensional vector \( v = (2, 3, -1) \), where each number is a vector component.
- Each component of a vector can be processed independently or in conjunction with others, depending on the operation involved.
- In this exercise, the function \( f \) is applied to each component, producing a set of results that correspond to each vector component.
- The resulting values are calculated by performing operations individually, which demonstrates how vector operations can be efficiently managed by treating components independently.
Equality Verification
Verifying equality is about ensuring that two expressions or values give the same result. It's an essential step in mathematical problem-solving to confirm our calculations are correct and consistent.
- In this exercise, the goal is to confirm that applying the function \( f(x) = x^3 + x e^x + 1 \) for each vector component yields the same result as computing \( v^3 + v * e^v + 1 \) directly.
- Here, after calculating both versions, we check if the outcomes for \( 2 \), \( 3 \), and \( -1 \) are identical, which they are: \( 23.778, 88.255, \) and \(-0.368\) respectively.
- This equality shows both methods are valid and interchangeable under the specific conditions of this problem.