What does your data display the behavior of?
If I were studying Hooke's Law, I would plot force on one axis and
displacement on the other, and use the slope as a measure of the rigidity of
the material. The physical model for Hooke's Law is d = k F, where d is
displacement, F is force, and K is stiffness. The physical model for Ohm's
law is V = i R (i.e., voltage = current * resistance).
Knowing a little about the hypothetical basis for the relationship helps me
to decide what kind of curve fit to apply to these models. These are simple
linear models; most physical systems are more complicated, based on
exponential, power law, up to about second order polynomial, and similar
fits. When the fit requires more than second order polynomial fit, the
fitted model is almost guaranteed to be a "looks nice" model, but not
anything that is predictive of the underlying behavior. "Looks nice" fits
are okay to show something in conceptual terms, or if you need to
interpolate within the observed range of data. When you are studying the
underlying relationships, or if you are trying to extrapolate beyond the
observed data (always dangerous, especially with a 6th order poly fit), the
model had better have some physical basis for being selected.
- Jon
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Jon Peltier, Microsoft Excel MVP
Tutorials and Custom Solutions
Peltier Technical Services, Inc. -
http://PeltierTech.com
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