I would consider [spline curves][1], specifically cubic splines. They are smooth curves, can have fixed endpoints and can be deformed into each other relatively easily. Also there are many software libraries that implement them.


  [1]: https://en.wikipedia.org/wiki/Spline_(mathematics)