Answer:

I would like to use the Laplace transform symbol that appears in unicode (SCRIPT CAPITAL L U+2112)

Laplace Unicode

However, I could only find the following two symbols can be used for Laplace transforms:

mathcal and mathscr

There are other symbols provided by the math-unicode, but it seems that it does not work with pdflatex.