private long time = 0;
...
public void actionPerformed(ActionEvent e) {
String actionCommand = e.getActionCommand();
if(actionCommand.equals("start")){
time = System.currentTimeMillis();
}else if(actionCommand.equals("stop")){
long differenz = System.currentTimeMillis() - time;
System.out.println(differenz);
}
}