Simulate Values that follow a Distribution Curve in R

I want to simulate demand values that follows different distributions (ex above: starts of linear> exponential>invlog>etc) I'm a bit confused by the notion of probability distributions but thought I could use rnorm, rexp, rlogis, etc. Is there any way I could do so?

I think it may be this but in R: Generating smoothed randoms that follow a distribution