Another way of reducing trade deficits would be to make Americans so poor that they can't afford to buy things from overseas. Eliminating trade deficits in itself isn't a rational economic goal.
Having said that, American manufacurers on average will likely benefit (though maybe not if their raw materials are too much more expensive), but this benefit will only come at the cost of American consumers, who are denied cheaper options from overseas by the tariffs