How to regularize an irregular curve?

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I have a curve that has a couple of discontinuities and changes the sign ofd the 2nd derivative.

I want to fit this curve with a second curve, that have to be continuous and with positive 2nd derivative.

Are there known techniques to perform this?

I can not do hypotheses on the shape of the curve (such as exponential or linear)