SEP vs SIMPLE

I understand being self-employed you can only contribute to either a SEP or SIMPLE plan but can you have both?

 

I have a SIMPLE plan and wish to keep it but not contribute to it any more.  I wish to open a SEP plan and contribute to it since the contribution amount is based on profits, a higher amount for me right now.

 

Is this allowed by the IRS?