How do I send the results of a convolutional layer and non-deep-learning features into a dense layer in Keras?
This can be done with Keras functional API. 

In this example, "merge_1" layer gets input from :


Output of LSTM Layer (lstm_1)
aux_input layer 


More info : https://keras.io/getting-started/functional-api-guide/