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I think you should use plugs rather than dowels so the screw will be going through the grain, rather than with the grain.

Another alternative is the "hockey puck" method. Using an allen wrench (short side in a drill) make a cavity in the foam, suck out the bits and fill with gorilla glue. Let set and then tap. Do this for each screw location.