Math Problem Statement

Find a linear relationship between the given quantities.

Solution

To find a linear relationship between the given quantities, let's start with the equation:

y=3x1.231.2xy = 3 \cdot x^{1.23} \cdot 1.2^x

Step 1: Take the natural logarithm of both sides

To linearize this equation, apply the natural logarithm (ln\ln) to both sides:

ln(y)=ln(3x1.231.2x)\ln(y) = \ln\left(3 \cdot x^{1.23} \cdot 1.2^x\right)

Step 2: Use properties of logarithms

Expand the right-hand side using the properties of logarithms:

ln(y)=ln(3)+ln(x1.23)+ln(1.2x)\ln(y) = \ln(3) + \ln\left(x^{1.23}\right) + \ln\left(1.2^x\right)

This further simplifies to:

ln(y)=ln(3)+1.23ln(x)+xln(1.2)\ln(y) = \ln(3) + 1.23\ln(x) + x\ln(1.2)

Step 3: Identify the linear relationship

Now, the equation is in a linear form:

ln(y)=ln(3)+1.23ln(x)+xln(1.2)\ln(y) = \ln(3) + 1.23\ln(x) + x\ln(1.2)

This equation suggests a relationship between ln(y)\ln(y) and both ln(x)\ln(x) and xx.

  • ln(y)\ln(y) is the dependent variable.
  • xx and ln(x)\ln(x) are the independent variables.

Step 4: Rearrange in linear form

Rearrange the equation to explicitly show it as a linear relationship:

ln(y)=ln(3)+1.23ln(x)+(ln(1.2))x\ln(y) = \ln(3) + 1.23\ln(x) + (\ln(1.2))x

This can be expressed as:

ln(y)=(ln(1.2))x+1.23ln(x)+ln(3)\ln(y) = (\ln(1.2))x + 1.23\ln(x) + \ln(3)

Here:

  • ln(1.2)\ln(1.2) is the slope with respect to xx.
  • 1.231.23 is the coefficient of ln(x)\ln(x).
  • ln(3)\ln(3) is the intercept term.

Linear Relationship

This equation represents a linear relationship between ln(y)\ln(y) and both ln(x)\ln(x) and xx.

  • If you plot ln(y)\ln(y) against xx, you get a straight line with a slope of ln(1.2)\ln(1.2).
  • If you plot ln(y)\ln(y) against ln(x)\ln(x), it’s linear with respect to the ln(x)\ln(x) term, but the overall relationship involves xx as well, so it’s more complex than a pure log-log plot.

Conclusion

The linear relationship between the given quantities, after applying the logarithm, is:

ln(y)=ln(3)+1.23ln(x)+xln(1.2)\ln(y) = \ln(3) + 1.23\ln(x) + x\ln(1.2)

Would you like more details or have any other questions?

Here are 5 related questions to deepen your understanding:

  1. How can we graph this linear relationship effectively?
  2. What does the slope ln(1.2)\ln(1.2) represent in this context?
  3. What are some other types of transformations to linearize nonlinear equations?
  4. How would this relationship change if the base of the exponent was different?
  5. Can this method be used to linearize other functions involving both exponential and polynomial terms?

Tip: When dealing with logarithmic transformations, it’s important to carefully choose which variable to transform based on the type of nonlinearity you observe in the equation.

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Math Problem Analysis

Mathematical Concepts

Logarithms
Exponential Functions
Linear Relationships

Formulas

Logarithm properties
Exponential functions
Linearization techniques

Theorems

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Suitable Grade Level

Advanced High School or College