Using the Learning Coverage Model to Increase the Wireless Sensor Networks Lifetime

One of the most important issues of the wireless sensor networks is their energy consumption and life increase. In the sensor networks this is done by different guidelines, including creating planned coverage that causes all nodes would not be active all the time and act alternatively, while whole the network would always be under the sensor nodes coverage. Though there are different methods in this case, yet more effective ones are needed. In this research, a learning – based approach has been designed which decides about nodes being sleeping or awaking per round of nodes operation. Simulation shows that this method can work effectively and network life will increase at least 20 percent of past methods