Energy conservation is the main issue in wireless sensor networks. Many existing clustering protocols have been proposed to balance the energy consumption and maximize the battery lifetime of sensor nodes. However, these protocols suffer from the excessive overhead due to repetitive clustering

For routing strategy, we formulate an RL-based reward function considering not only the energy efficiency parameters but also the anticipated and post-failure reliability parameters to ensure real time responsiveness and optimize energy consumption.