Optimizing Function Selection for Modeling Complex Systems

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In summary, the conversation discusses the need for a program or procedure that can help determine the best mathematical function to model a given situation or data. The topic of using binary logic to model physical states is also brought up, but it is not fully understood by the participants. One example of the need for such a program is given, where the desired function is to determine the extra area exposed to rain while running at a certain velocity.
  • #1
Mephisto
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I do a lot of computer programming and often times i have a very clear idea of a function i need to model something, but i have no idea what kind of function would be good to model it, or how to vary its parameters to get what i need etc.

what i need is some way to sketch the function using just mouse or something, and a program that would tell me what kind of function would best approximate what I had in mind. for example, exponential, polynomial, tan inverse, some combination of those? Does anyone know of a program/procedure that does something like this?

Math forum is the best place i could find for this, I'm sorry if its not an exact fit.
 
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  • #2
Use binary logic [0 and 1] to model the physical states you are studying. You can then arbitrarily define boundary conditions for 0 and 1 and examine them statistically.
 
  • #3
hi, I'm sorry but i don't really understand what you mean. What are the physical states? For example, last time i was trying to determine what speed you have to run in the rain to minimize the amount of water you come to contact with (get least wet). I needed to have a function E(v), where given velocity v, I would get back the Extra area exposed to the vertical rain (since you are lifting your legs so that rain can strike those too). I could graph the function E(v) from just empirical observations, roughly, but i couldn't translate the thing into math! I didn't know what function to use in my calculations.
And I have no idea how I would apply your solution to something like this. what would be the physical states?
 

FAQ: Optimizing Function Selection for Modeling Complex Systems

What is "finding a function that fits"?

"Finding a function that fits" refers to the process of determining a mathematical function that accurately represents a given set of data points or relationships.

Why is it important to find a function that fits?

Finding a function that fits allows scientists to make predictions and draw conclusions about their data. It also helps to simplify complex relationships and make them more understandable.

What are some methods for finding a function that fits?

Some common methods include regression analysis, curve fitting, and graphical analysis. These techniques involve manipulating and analyzing data to identify the best mathematical function to represent it.

What factors should be considered when choosing a function that fits?

The shape of the data, the type of relationship being studied, and the level of accuracy desired should all be considered when choosing a function that fits. Additionally, the chosen function should have a logical and meaningful interpretation in the context of the data.

Can a function that fits be used for all types of data?

No, some data may not have a clear mathematical relationship and may not be suitable for fitting a function. Additionally, some data may require more complex functions or multiple functions to accurately represent it.

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