Sometimes it's not polite to kill other processes -- especially if your program is not the one that spawned it. In such a case you may prefer to simply launch another acrobat process. To do that on Windows, use the /n
option:
process = subprocess.Popen([path_to_acrobat, '/n', '/A', 'page=' + page, path_to_pdf], shell=False, stdout=subprocess.PIPE)