Novel Learning Algorithms for Efficient Mobile Sink Data Collection Using Reinforcement Learning in Wireless Sensor Network

Algorithm 1

For each  state-action pair

Initialize  the table entry to zero

Observe the current state s

Do loop:

Select an action a and execute it

Receive immediate reward r

Observe the new state

Update the table entry for as follows:

=r+ ϒ max

s=

Selected action:

(s) =arg max a Q(s, a)

Exploration strategy

End Loop