SummaryA collection of autonomous frameworks will most likely make up a wireless mobile network. They are not solely dependent on a wireless network with no established infrastructure. In the mobile ad hoc network, it is highly challenging to safeguard the viability of the cluster head (CH) within a cluster; therefore, this research provides a big scope for routing utilizing enhanced long short‐term memory–squid game optimizer (ELSTM‐SGO). The quality of service attribute of the nodes determines which CH is chosen within them. How long the CH will hold will depend on the weight applied to it. The best CH is chosen using an ELSTM‐SGO routing method within a cluster, and the best CH will improve the routing. The three procedures that make up the developed ELSTM‐SGO protocol are SGO, CH selection, and cluster's gateway. The wireless system's energy consumption, buffer size, packet delivery ratio, routing overhead and end‐to‐end delay throughput represent the characteristics used in the suggested approach. Weighted clustering approach is evaluated on the system. According to the results of the experimental research, ELSTM‐SGO yields superior results for preserving the resiliency of the CH.

中文翻译：

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使用增强型基于长短期记忆的鱿鱼游戏优化器概念的移动自组织网络中的加权集群

总结自治框架的集合很可能构成无线移动网络。它们不仅仅依赖于没有已建立的基础设施的无线网络。在移动自组织网络中，维护簇内簇头（CH）的生存能力具有很大的挑战性；因此，这项研究为利用增强型长短期记忆鱿鱼游戏优化器（ELSTM-SGO）的路由提供了广阔的空间。节点的服务质量属性决定了在其中选择哪个CH。 CH 能保持多久取决于施加在其上的重量。最好的CH是在集群内使用ELSTM-SGO路由方法选择的，并且最好的CH将改善路由。构成所开发的 ELSTM-SGO 协议的三个过程是 SGO、CH 选择和集群网关。无线系统的能耗、缓冲区大小、数据包传送率、路由开销和端到端延迟吞吐量代表了建议方法中使用的特征。在系统上评估加权聚类方法。根据实验研究的结果，ELSTM-SGO 在保持 CH 的弹性方面取得了优异的结果。