Congressional backers of re­­newable fuels are gearing up to make sure the Environmental Protection Agency (EPA) requires at least 15 billion gallons of conventional biofuel in 2019 and that the agency doesn’t dilute that total when it grants waivers to refiners.

“We’ve got to drill down on it to make sure we don’t get cheated like we did this year,” Iowa...