M.Motahari, sounds like an interesting project.
You'd need to select your components (model numbers) and electrically it seems possible.
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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.
You can find all tested shield in here: Intel® Download Center, I will also attach some links that could help you in this project:
GSM Controlled Star Light – A Galileo Project from the team at Arduino (This is a Galileo one but it could help)
It'll be interesting to see the results of your project, If you are able to make it work, I encourage you to share it with the community.