In this paper, a novel nature-inspired optimization algorithm, hazelnuttreesearch (HST) is proposed for solving numerical and engineering optimization problems. HST is a multi-agent algorithm that simulates the sear...
详细信息
In this paper, a novel nature-inspired optimization algorithm, hazelnuttreesearch (HST) is proposed for solving numerical and engineering optimization problems. HST is a multi-agent algorithm that simulates the search process for finding the best hazelnuttree in a forest. The algorithm is composed of three main actuators: growth, fruit scattering, and root spreading. In the growth phase, trees compete with each other on shared resources to grow up and improve their fitness. In the fruit scattering phase, HTS performs exploration by simulating the movement of hazelnuts around the forest with the help of animals and rodents. In the root spreading, HTS performs exploitation by modeling the root spreading mechanism of trees around themselves. The performance of the proposed algorithm is evaluated on multi-variable unconstraint numerical optimization benchmarks and constraint engineering problems. Comparing the proposed algorithm with a few other optimization algorithms shows the superiority of the HTS in terms of problem-solving success and finding the global optimum on most benchmark problems.
In this article, blockchain-enabled hybrid Red Fox optimization and arithmetic optimization approach-based cluster head selection along hazelnut tree search algorithm (HTSA)-based optimal trust path selection is propo...
详细信息
In this article, blockchain-enabled hybrid Red Fox optimization and arithmetic optimization approach-based cluster head selection along hazelnut tree search algorithm (HTSA)-based optimal trust path selection is proposed to secure data transmission at wireless sensor network. The proposed BC-Hyb-RF-AOA-HTSA-WSN method consists of two phases: (i) to find optimum cluster head (CH) and (ii) to find optimal trust path. Firstly, hybrid Red Fox optimization approach and arithmetic optimization algorithm are employed to select cluster head accurately. After CH selection, HTSA is used to find trust route from several routes, which is finalized optimally with the joint trust that depends on trust parameters. Finally, blockchain is provided with optimized, carefully chosen trust routes for communication. The proposed BC-Hyb-RF-AOA-HTSA-WSN method is activated in NS2 tool. The proposed technique achieves lesser delays of 98.38%, 92.34%, and 97.45%, better delivery ratios of 89.34%, 83.12%, and 88.96%, and lower packet drops of 91.25%, 79.90%, and 92.88% compared with the existing techniques, such as BC-FA-ROA-WSN, BC-RDA-WSN, and BC-HRDSS-WSN.
暂无评论