Undergrad Limitations of Dimensional Analysis in Predicting Proportional Relationships

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SUMMARY

The discussion centers on the limitations of dimensional analysis in predicting proportional relationships among variables, particularly in mechanics. It highlights that while dimensional analysis can establish relationships based on fundamental dimensions (Length [L], Mass [M], Time [T]), it becomes ineffective when too many variables are introduced, leading to an under-determined system of equations. The conversation emphasizes that dimensional analysis alone cannot uniquely determine relationships without additional physical insights, as seen in the example involving time, height, and gravitational acceleration.

PREREQUISITES
  • Understanding of dimensional analysis principles
  • Familiarity with fundamental dimensions in mechanics (Length, Mass, Time)
  • Basic knowledge of linear algebra and systems of equations
  • Concept of proportional relationships in physics
NEXT STEPS
  • Explore the limitations of dimensional analysis in complex systems
  • Learn about the role of physical intuition in formulating equations
  • Study examples of dimensional analysis in fluid dynamics
  • Investigate alternative methods for solving under-determined systems
USEFUL FOR

Students of physics, engineers, and researchers interested in the application and limitations of dimensional analysis in modeling physical phenomena.

physics user1
Our professor introduced us to dimensional analysis and told us that we can use it to predict how some variables are proportional to others, for example:

I have a ball at a certain height and i want to know the time it requires to touch the grond, i can make a guess that it will depend on the height with dimension [L] on g.[L]/[T]^2and on the mass m [M]...
Making calculations: T~ [M]^a [L]^b [L]^c [T]^-2c and i find a=0 b= 1/2 and c= -1/2 that leads to t~h^1/2 * g^(-1/2)

But what if i said in the assumption that the time depends also on the friction force? Or the initial velocity?
Why can't i use dimensional analysis to find a relation between time and these others quantities?
 
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If you add too much quantities in the problem, the system of linear equations from which the exponents are calculated becomes under-determined, which means that you can't find a unique solution.
 
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hilbert2 said:
If you add too much quantities in the problem, the system of linear equations from which the exponents are calculated becomes under-determined, which means that you can't find a unique solution.
So... How do i solve this problem? If i can't set a system?
 
Cozma Alex said:
So... How do i solve this problem? If i can't set a system?

Then it can't be solved by simple dimensional analysis. If you have too many quantities ##a,b,c,\dots## that the thing to be calculated depends on, then there are many different products ##a^\alpha b^\beta c^\gamma\dots## that have the correct dimensions, and you can't tell which one of them is correct.
 
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hilbert2 said:
Then it can't be solved by simple dimensional analysis. If you have too many quantities ##a,b,c,\dots## that the thing to be calculated depends on, then there are many different products ##a^\alpha b^\beta c^\gamma\dots## that have the correct dimensions, and you can't tell which one of them is correct.
So there's a limit where i can go with dimensional analysis? In this case is 3 because 3 are the fundqmentals dimensions in mechanics? L, M and T?

Thanks
 
Cozma Alex said:
So there's a limit where i can go with dimensional analysis? In this case is 3 because 3 are the fundqmentals dimensions in mechanics? L, M and T?

Thanks

If you know some kind of a physical reason why the result should depend on a particular power of a given quantity, then you can remove one unknown from the linear system and it may become possible to find a solution by dimensional analysis. The dimensional analysis alone works only for a very limited set of problems.
 
hilbert2 said:
The dimensional analysis alone works only for a very limited set of problems.
For instance, the OP's example has a constant factor of ##\sqrt {2}## that cannot be detected by dimensional analysis.

I tend to regard dimensional analysis as a sanity check. If your dimensions don't match, your maths is wrong. If they do match it might be right.
 
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