You can use JMeter Ant Task or JMeter Maven Plugin to kick off tests execution. Both tools have capabilities to execute tasks in parallel.
If needed you can merge execution result files with MergeResults plugin.
For more options on how JMeter test can be started refer to 5 Ways To Launch a JMeter Test without Using the JMeter GUI guide.
