I like the idea of going up every minute and building it up to 20 minutes. Mabye you could set a specific time, say 20 or 30 minutes and if the succesfully reach your target, you could reward them with a sweet or play time on a games console or something like that. Reading should be made enjoyable though. If the children are not interested in what they are reading, it is made twice as hard.