Petr Mrazek stopped 24 shots for Detroit, which lost its fifth in a row.
Johnson opened the scoring 3:13 into the third period, tipping in a loose puck from the front of the net for his eighth goal.
Brown scored at 9:16, beating Mrazek on a tip off Nate Thompson's pass from the corner.
Purcell added an empty-net goal.
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