Serial and parallel neural network
Yes, of course you could do that.  Whether it is useful will depend on the task.  I'd suggest spending some quality time on tutorials/classes on neural networks, and then spend some time experimenting with different network architectures to see how the choice of feature vector affects the performance of the network.