Yes, you can take the Aerobus with bulky luggage such as a stroller or a bicycle. Aerobus indicates that anything that can be transported by air can be transported on the bus where space for large objects is provided.  However, the regulations stipulate that if the bus is full, you will have to wait until the next one to transport your oversized items.