The Arabian Peninsula is a part of Western Asia that is located in the northeast of Africa or the Arabian plate.
Among the choices given above, it is the Islamic Empire that is mainly located in the Arabian peninsula, where Safavid, Seljuk and Ottoman and Mughal Empires were all considered as Islamic Empire. Likewise, Iran and the Middle East are also Regional empires of the Islamic Empires.