A Novel Gradient Boosted Energy Optimization Model(GBEOM)for MANET

作     者：Neenavath Veeraiah Youseef Alotaibi Saleh Alghamdi Satish Thatavarti 

作者机构：Department of Electronics and CommunicationsDVR&DHS MIC Engineering CollegeKanchikacharlaA.P521180India Department of Computer ScienceCollege of Computers and Information SystemsUmm Al-Qura UniversityMakkah21955Saudi Arabia Department of Information TechnologyCollege of Computers and Information TechnologyTaif UniversityTaif21944Saudi Arabia Department of Computer Science and EngineeringKoneru Lakshmaiah Education FoundationVaddeswaramA.P522502India 

出 版 物：《Computer Systems Science & Engineering》 (计算机系统科学与工程（英文）)

年 卷 期：2023年第46卷第7期

页      面：637-657页

核心收录：

学科分类：0809[工学-电子科学与技术（可授工学、理学学位）] 08[工学] 

基　　金：Deanship of Scientific Research at Umm Al-Qura University Grant Code funds this research:22UQU4281768DSR08 

主　　题：Manet routing load balancing clustering gradient boosting 

摘      要：Mobile Ad Hoc Network(MANET)is an infrastructure-less network that is comprised of a set of nodes that move *** MANET,the overall performance is improved through multipath multicast routing to achieve the quality of service(quality of service).In this,different nodes are involved in the information data collection and transmission to the destination nodes in the *** different nodes are combined and presented to achieve energy-efficient data transmission and classification of the *** route identification and routing are established based on the data broadcast by the network *** transmitting the data packet,evaluating the data delivery ratio is necessary to achieve optimal data transmission in the ***,energy consumption and overhead are considered essential factors for the effective data transmission rate and better data delivery *** this paper,a Gradient-Based Energy Optimization model(GBEOM)for the route in MANET is proposed to achieve an improved data delivery ***,the Weighted Multi-objective Cluster-based Spider Monkey Load Balancing(WMC-SMLB)technique is utilized for obtaining energy efficiency and load balancing *** WMC algorithm is applied to perform an efficient node clustering process from the considered mobile nodes in *** balancing efficiency is improved with a higher data delivery ratio and minimum routing overhead based on the residual energy and bandwidth ***,the Gradient Boosted Multinomial ID3 Classification algorithm is applied to improve the performance of multipath multicast routing in MANET with minimal energy consumption and higher load balancing *** proposed GBEOM exhibits∼4%improved performance in MANET routing.