Sine Optimization Algorithm (SOA): A Novel Optimization Algorithm by Change Update Position Strategy of Search Agent in Sine Cosine Algorithm

被引:0
|
作者
Meshkat, Mostafa [1 ]
Parhizgar, Mohsen [2 ]
机构
[1] Islamic Azad Univ, Mashhad Branch, Dept Artificial Intelligence, Mashhad, Iran
[2] Islamic Azad Univ, Ferdows Branch, Dept Artificial Intelligence, Ferdows, Iran
关键词
optimization methods; global optimization problem; metaheuristic; sine cosine optimization algorithm; KRILL HERD;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, the update position of search agent strategy in Sine Cosine Algorithm (SCA) is replaced with a new update position strategy. In this strategy, the update position of each search agent is determined randomly by the search agent with the best position or the position of a random search agent. Moreover, contrary to SCA, this strategy merely uses sine function. That is why the proposed method is called Sine Optimization Algorithm (SOA). The performance of SOA and SCA was evaluated over a set of benchmark functions. The results show that SOA enjoys a higher accuracy to reach the global best compared with SCA, while also having a higher convergence speed.
引用
收藏
页码:11 / 16
页数:6
相关论文
共 50 条
  • [21] An improved sine cosine water wave optimization algorithm for global optimization
    Zhang, Jinzhong
    Zhou, Yongquan
    Luo, Qifang
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 34 (04) : 2129 - 2141
  • [22] WOSCA: A Hybrid Algorithm of Whale Optimization Algorithm and Sine Cosine Algorithm for Large-scale Optimization Problems
    Zhang, Shan
    Ma, Linru
    Wang, Yingchao
    PROCEEDINGS OF 2023 7TH INTERNATIONAL CONFERENCE ON ELECTRONIC INFORMATION TECHNOLOGY AND COMPUTER ENGINEERING, EITCE 2023, 2023, : 1025 - 1030
  • [23] A Novel Resource Discovery Mechanism using Sine Cosine Optimization Algorithm in Cloud
    Moorthy, Rajalakshmi Shenbaga
    Pabitha, P.
    PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING AND CONTROL SYSTEMS (ICICCS 2020), 2020, : 742 - 746
  • [24] Enhanced Parallel Sine Cosine Algorithm for Constrained and Unconstrained Optimization
    Belazi, Akram
    Migallon, Hector
    Gonzalez-Sanchez, Daniel
    Gonzalez-Garcia, Jorge
    Jimeno-Morenilla, Antonio
    Sanchez-Romero, Jose-Luis
    MATHEMATICS, 2022, 10 (07)
  • [25] Improved sine cosine algorithm with crossover scheme for global optimization
    Gupta, Shubham
    Deep, Kusum
    KNOWLEDGE-BASED SYSTEMS, 2019, 165 : 374 - 406
  • [26] Application of Sine–Cosine Optimization Algorithm for Minimization of Transmission Loss
    Rohit Babu
    Vishnu Kumar
    Chandan Kumar Shiva
    Saurav Raj
    Biplab Bhattacharyya
    Technology and Economics of Smart Grids and Sustainable Energy, 7
  • [27] An exploitation-boosted sine cosine algorithm for global optimization
    Li, Changlun
    Liang, Ke
    Chen, Yuan
    Pan, Mingzhang
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2023, 117
  • [28] Sine cosine algorithm with peer learning for global numerical optimization
    Cheng, Jiatang
    Lin, Qiuhong
    Xiong, Yan
    ENGINEERING OPTIMIZATION, 2024,
  • [29] A Levy Flight Sine Cosine Algorithm for Global Optimization Problems
    Li, Yu
    Zhao, Yiran
    Liu, Jingsen
    INTERNATIONAL JOURNAL OF DISTRIBUTED SYSTEMS AND TECHNOLOGIES, 2021, 12 (01) : 49 - 66
  • [30] A hybrid Aquila Optimizer sine cosine Algorithm for Numerical Optimization
    Chu, Fei
    Wang, Jiayang
    Tian, Fulin
    2023 2ND ASIA CONFERENCE ON ALGORITHMS, COMPUTING AND MACHINE LEARNING, CACML 2023, 2023, : 258 - 263