A Novel Long- and Short-Term Memory Network with Time Series Data Analysis Capabilities

Table 1

Symbol description.

Symbol	Meaning
Superscript t	t time
Subscript	Specific hidden layer unit
l	Unit size of the input gate output
i	Size of the input unit
h	Size of the hidden unit
	Size of the output unit of the forget gate
c	Output size of the cell state
w	Size of the output unit of the output gate
	Value of the lth network unit at time t
act	Activation function
	Output
	Weight
b	Value of an after activation