First off we need to see what your Nitrate levels are, if they are above the 40ppm mark there is part of the problem. then I would also check to see if the water you use to do a water change with has nitrates too

then after looking at that I see that you have the lights on all day, tanks should only have there lights on for 10 hours at the most, then you need to look if the tank is getting natural sun light if so then this will cause a problem too.
Also another thing to is how stocked is the tank, if the tank has to many fish in there that is another problem.
then after all that is solved then you can look into options, live plants, plecos or snails....Now snails don't eat brown algae they like green stuff. As for live plants you could have some Anubis they will help to use that nitrates in the tank. Also Rubber Nose plecos love brown and green algae and you could use them to help combat the problem.