Finding coefficients from equation

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Homework Help Overview

The discussion revolves around estimating coefficients from a mathematical model represented by the equation y = ax^b, using provided data points. The context is within an engineering course, focusing on the interpretation and manipulation of the equation to find the coefficients a and b.

Discussion Character

  • Exploratory, Conceptual clarification, Mathematical reasoning

Approaches and Questions Raised

  • The original poster attempts to solve for one coefficient in terms of the other using the provided data points. Some participants suggest using logarithmic transformations and least squares methods to estimate the coefficients. Others question the interpretation of the problem, emphasizing that it asks for estimates rather than exact values.

Discussion Status

The discussion includes various approaches to estimating the coefficients, with some participants providing guidance on using logarithmic equations and least squares. There is acknowledgment of the complexity of finding a single solution that fits all data points, and multiple interpretations of the problem are being explored.

Contextual Notes

Participants note that the problem involves four data points but may not yield a single solution for a and b, raising questions about the assumptions behind the model and the nature of the estimation process.

bossler
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Hello,
I am stuck on a math problem for one of my engineering courses which seems fairly straight forward, but I have had little success with. The problem reads as follows:
The following data has the form y=ax^b. Estimate the coefficients a+b.
Given data:
Y X
1: (0.0014) (0.5)
2: (0.0251) (2)
3: (0.153) (5)
4: (0.6371) (10)

What I was trying to do was plug in the first set of values and solve the equation for one coefficient in terms of the other. Then I would take the second set of data and plug my answer in, giving me like terms. If someone could explain to me the process of solving this equation I would really appreciate it
Thanks
 
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Log y = Log a + b Log x

Use least squares to estimate Log a and b.
 
The problem does not ask you to FIND the coefficients, it asks you to ESTIMATE them. Putting x and y equal to each pair of given numbers into y= axb gives you an equation for a and b. You should only need two equations but you have four and probably can't find a single a and b that will satisfy all four.

From the "extreme" pairs, 0.0014= a (0.5)b and .6731= a 10b. Dividing the second by the first eliminates a: .6731/.0014= 0.5b/10b which is the same as 480= (1/20)b= 20-b. As EnumaElish said, you will need to use logarithms to solve that.

(Thanks to TheoMcCloskey for noting my error. I had started to use the first two points and didn't complete change when I decided to use first and last.)
 
Last edited by a moderator:
Hall's - I think you better review your response - it needs some corrections.
 
Thank you for the help. I was able to determine the answer both algebraically and on my calculator
 

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