How do I speed up the scroll speed in a JScrollPane when using the mouse wheel?

You can try this :

myJScrollPane.getVerticalScrollBar().setUnitIncrement(16);

One way would be to set the unit increment of the scrollbar to a larger number:

scrollPane.getVerticalScrollBar().setUnitIncrement(20);