http://www.ijcsjournal.com Volume 10, Issue 2, No 7, 2022. ISSN: 2348-6600 Reference ID: IJCS-451 PAGE NO: 3052-3060 All Rights Reserved ©2022 International Journal of Computer Science (IJCS Journal) Published by SK Research Group of Companies (SKRGC) - Scholarly Peer Reviewed Research Journals http://www.skrgcpublication.org/ Page 3052 Extending the Wireless Sensor Network’ Life by Using Parallel Processing of the Classification Mechanism Loubna Ali 1 , Shkelqim Hajrulla 2 , Eng. Nour Souliman 3 1 Dept. of Information Technology Engineering, Univ. of Tartous, Syria 2 Dept. of Computer Engineering, Epoka University, Albania 3 Dept. of Information Technology Engineering, Univ. of Tartous, Syria 1 LoubnaAli@tartous-univ.edu.sy 2 shhajrulla@epoka.edu.al 3 slimannoori@tartous-univ.edu.sy Abstract Recently, wireless sensor networks have attracted great interest by researchers due to the important role that is played by these networks in all aspects of life. The credit for the widespread use of sensor networks is due to the ease of distribution in the search areas and its low cost compared to other networks. However, the limited energy sources of sensor nodes minimize the network life duration and thus limit its use in some sensitive areas. Therefore, in previous research [1] the sensor nodes energy consumption reduction and extending wireless sensor networks time duration was discussed, to achieve this goal one mobile cluster leader was used to collect data from network clusters. The number clusters will be determined by the network designer as like as the mechanism of (LEACH) protocol, but it differs from LEACH in that the cluster leader was mobile while it was fixed in the LEACH protocol mechanism. The aforementioned study [1] has accomplished a significant progress concerning power consumption of wireless sensor nodes comparing with the LEACH protocol. However, when the network is dense (large number of nodes and large cluster size), it is possible that the moving cluster leader's power runs out before the end of its specified round, and before completing data collection from all nodes within the cluster. Therefore, this research will be focused on addressing the problem of running out of energy by using the parallel cluster leading. So that, each cluster will be headed by two leaders who roam in different directions within the tour, in order to collect data from all nodes with perfect time delay and before the end of the specified tour. Index Terms - Wireless sensor, cluster-based protocols, parallel cluster, insert. I. INTRODUCTION Ad-Hoc networks are considered one of the most widespread networks in all fields, especially in places where the infrastructure has collapsed, either because of wars, earthquakes, floods or other disasters. Furthermore, those kind of networks are suitable in the not reachable places by humans, such as in depths of the sea and inside the human body. Ad-Hoc Networks are formed without the need for infrastructure or prior organization. Because the word Ad- Hoc means that devices can establish a connection at anytime and anywhere without the need of a central infrastructure [2]. In addition to its low cost which makes it very easy to spread and use. AD-Hoc networks types are classified into [2] ,[3]:  Mobile Adhoc Network (MANET)  Vehicle Adhoc Network (VANET)  Wireless Sensor Network (WSN)  Wireless Mesh Network (WMN) This research is concerned with Wireless Sensor Network (WSN) the third type of Ad-Hoc networks where Parallel Cluster leadership has been implemented to reduce nodes power consumption. Wireless sensor networks suffer from the act sensor nodes running out of power in a short time, which leads in some cases to the death of the sensors’ network.