Hi and Welcome to Just Answer,
Ok, let's take a look at this;
It sounds like your thermostat may be shorting out, then every now and then it thinks you are using the oven so it turn on... That would be my first thought
If you need more help Let me know
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If there is anything else let me know, If not click accept. Thank You Michael L.