It might not be completely applicable to your model, but there are some previous examples/discussions of inequality constraints here: Simple normal regression model with inequality constraints on the parameters
It might not be completely applicable to your model, but there are some previous examples/discussions of inequality constraints here: Simple normal regression model with inequality constraints on the parameters