Optimizing Function Selection for Modeling Complex Systems

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The discussion centers on the challenge of selecting appropriate mathematical functions for modeling complex systems in programming. A user seeks a tool that allows them to sketch functions with a mouse and receive suggestions for the best-fitting mathematical models, such as exponential or polynomial functions. They provide an example involving calculating the optimal running speed in the rain to minimize water exposure, highlighting their struggle to translate empirical observations into a mathematical framework. Another participant suggests using binary logic to model physical states and define boundary conditions, but the original poster finds this unclear and requests clarification on its application. The conversation emphasizes the need for user-friendly software that assists in function selection and modeling.
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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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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.
 
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?
 
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