Use a second derivative test (from positive to negative) to find the peaks. For valleys, the second derivative will go from negative to positive.

Finding peaks on chromatograms, spectra, Flow Injection charts, etc. is a fairly common operation in laboratories. There are also a lot of cookbook solutions, like running standard deviations for determining noise levels. Are you "rolling your own" for practice?