The part where the nerve impulse first arrives is called the pre-synaptic terminal and the membrane surrounding it is called the pre-synaptic membrane. The bit on the other side is the post-synaptic terminal, and the membrane around it is the post-synaptic membrane. The gap in the middle is the synaptic cleft.