Pat Tritle designs his builds like rubber powered stick and tissue planes. Modifying with thicker wood will increase the weight requiring modifications to support this. More power in the motor, more support for the increased power, more support for landing forces with the increased weight, and potentially more weight to balance.
It can be done but just be mindful of this as you increase your weight.