Ok, I've found a solution myself. For others facing this problem, I did the following: In openemm.py I added the following after line 395 (in 'resinexec'):
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cmd += ' -Xmx512m'
cmd += ' -Xms512m'
This increases the max memory of the JVM OpenEMM uses.