M.Motahari, sounds like an interesting project.
You'd need to select your components (model numbers) and electrically it seems possible.
You should see about having this question moved to the Edison forum here Forums, or the Edison Maker Projects here Project Gallery
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You can find the Edison Hardware Guide and others in Software & Documentation
You could probably use a mini breakout board for the Edison which exposes more GPIO pins for your devices.