You can use setenv.bat or .sh to pass the environment variables to the Tomcat.
Create CATALINA_BASE/bin/setenv.bat or .sh file and put the following line in it, and then start the Tomcat.
On Windows:
set APP_MASTER_PASSWORD=foo
On Unix like systems:
export APP_MASTER_PASSWORD=foo