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  • Title: ➤  A Nonlinear African Vulture Optimization Algorithm Combining Henon Chaotic Mapping Theory And Reverse Learning Competition Strategy
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  • Internet Archive ID: ChinaXiv-202403.00412V1

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<div class="hd"> <h1> A nonlinear African vulture optimization algorithm combining Henon chaotic mapping theory and reverse learning competition strategy </h1> <div class="flex" style="border:0px;padding-bottom:0px;"> </div> <div class="bd" style="border-bottom:1px solid #ced6e0;"> <ul style="margin-top:0px;"> <li> <b> 作者： </b> <a href="https://chinaxiv.org/user/search.htm?field=author&amp;value=Baiyi%20Wang" style="color:#3060cc;" rel="ugc nofollow"> Baiyi Wang </a> <sup style="margin-left:0px;"> 1 </sup> <a href="https://chinaxiv.org/user/search.htm?field=author&amp;value=Zipeng%20Zhang" style="color:#3060cc;" rel="ugc nofollow"> Zipeng Zhang </a> <sup style="margin-left:0px;"> 1 </sup> <a href="https://chinaxiv.org/user/search.htm?field=author&amp;value=Patrick%20Siarry" style="color:#3060cc;" rel="ugc nofollow"> Patrick Siarry </a> <sup style="margin-left:0px;"> 2 </sup> <a href="https://chinaxiv.org/user/search.htm?field=author&amp;value=Xinhua%20Liu" style="color:#3060cc;" rel="ugc nofollow"> Xinhua Liu </a> <sup style="margin-left:0px;"> 1 </sup> <a href="https://chinaxiv.org/user/search.htm?field=author&amp;value=Grzegorz%20Kr%C3%B3lczyk" style="color:#3060cc;" rel="ugc nofollow"> Grzegorz Królczyk </a> <sup style="margin-left:0px;"> 3 </sup> <a href="https://chinaxiv.org/user/search.htm?field=author&amp;value=Dezheng%20Hua" style="color:#3060cc;" rel="ugc nofollow"> Dezheng Hua </a> <sup style="margin-left:0px;"> 1 </sup> <a href="https://chinaxiv.org/user/search.htm?field=author&amp;value=Frantisek%20Brumercik" style="color:#3060cc;" rel="ugc nofollow"> Frantisek Brumercik </a> <sup style="margin-left:0px;"> 4 </sup> <a href="https://chinaxiv.org/user/search.htm?field=author&amp;value=Zhixiong%20Li" style="color:#3060cc;" rel="ugc nofollow"> Zhixiong Li </a> <sup style="margin-left:0px;"> 3 </sup> </li> <li> <b> 作者单位： </b> <div style="margin-left:70px;margin-top:-26px;"> <div> 1. <a href="https://chinaxiv.org/user/search.htm?field=affication&amp;value=School%20of%20Mechatronic%20Engineering,%20China%20University%20of%20Mining%20and%20Technology,%20Xuzhou,%20China" style="color:#3060cc;" rel="ugc nofollow"> School of Mechatronic Engineering, China University of Mining and Technology, Xuzhou, China </a> </div> <div> 2. <a href="https://chinaxiv.org/user/search.htm?field=affication&amp;value=University%20Paris-Est%20Cr%C3%A9teil%20Val%20de%20Marne,%2061%20Av.%20du%20General%20de%20Gaulle,%20Creteil%2094010,%20France" style="color:#3060cc;" rel="ugc nofollow"> University Paris-Est Créteil Val de Marne, 61 Av. du General de Gaulle, Creteil 94010, France </a> </div> <div> 3. <a href="https://chinaxiv.org/user/search.htm?field=affication&amp;value=Department%20of%20Manufacturing%20Engineering%20and%20Automation%20Products,%20Opole%20University%20of%20Technology,%20Opole%2045-758,%20Poland" style="color:#3060cc;" rel="ugc nofollow"> Department of Manufacturing Engineering and Automation Products, Opole University of Technology, Opole 45-758, Poland </a> </div> <div> 4. <a href="https://chinaxiv.org/user/search.htm?field=affication&amp;value=Department%20of%20Design%20and%20Machine%20Elements,%20Faculty%20of%20Mechanical%20Engineering,%20University%20of%20Zilina,%20Univerzitna%201,%20Zilina%20010%2026,%20Slovakia" style="color:#3060cc;" rel="ugc nofollow"> Department of Design and Machine Elements, Faculty of Mechanical Engineering, University of Zilina, Univerzitna 1, Zilina 010 26, Slovakia </a> </div> </div> </li> <li> <b> 通讯作者： </b> <a href="https://chinaxiv.org/user/search.htm?field=author&amp;value=Xinhua%20Liu" style="color:#bb3536;" rel="ugc nofollow"> Xinhua Liu </a> Email:[email protected] </li> <li> <b> 提交时间： </b> 2024-03-28 18:49:16 </li> </ul> </div> <div class="bd" style="margin-top:15px;"> <div style="line-height:24px;color:#333;"> <b> 摘要: </b> As a new intelligent optimization algorithm, the African vultures optimization algorithm (AVOA) has been widely used in various fields today. However, when solving complex multimodal problems, the AVOA still has some shortcomings, such as low searching accuracy, deficiency on the search capability and tendency to fall into local optimum. In order to alleviate the main shortcomings of the AVOA, a nonlinear African vulture optimization algorithm combining Henon chaotic mapping theory and reverse learning competition strategy (HWEAVOA) is proposed. Firstly, the Henon chaotic mapping theory and elite population strategy are proposed to improve the randomness and diversity of the vulture’s initial population; Furthermore, the nonlinear adaptive incremental inertial weight factor is introduced in the location update phase to rationally balance the exploration and exploitation abilities, and avoid individual falling into a local optimum; The reverse learning competition strategy is designed to expand the discovery fields for the optimal solution and strengthen the ability to jump out of the local optimal solution. HWEAVOA and other advanced comparison algorithms are used to solve classical and CEC2022 test functions. Compared with other algorithms, the convergence curves of the HWEAVOA drop faster and the line bodies are smoother. These experimental results show the proposed HWEAVOA is ranked first in all test functions, which is superior to the comparison algorithms in convergence speed, optimization ability, and solution stability. Meanwhile, HWEAVOA has reached the general level in the algorithm complexity, and its overall performance is competitive in the swarm intelligence algorithms. </div> <div class="brdge"> <span class="spankwd"> <a href="https://chinaxiv.org/user/search.htm?field=keywords&amp;value=African%20vultures%20optimization%20algorithm" rel="ugc nofollow"> African vultures optimization algorithm </a> </span> <span class="spankwd"> <a href="https://chinaxiv.org/user/search.htm?field=keywords&amp;value=%20Henon%20chaotic%20mapping%20theory" rel="ugc nofollow"> Henon chaotic mapping theory </a> </span> <span class="spankwd"> <a href="https://chinaxiv.org/user/search.htm?field=keywords&amp;value=%20Nonlinear%20adaptive%20incremental%20inertial%20weight%20factor" rel="ugc nofollow"> Nonlinear adaptive incremental inertial weight factor </a> </span> <span class="spankwd"> <a href="https://chinaxiv.org/user/search.htm?field=keywords&amp;value=%20Reverse%20learning%20competition%20strategy" rel="ugc nofollow"> Reverse learning competition strategy </a> </span> </div> <ul> <li> <b> 来自： </b> Zhixiong Li </li> <li> <b> 分类： </b> <a href="https://chinaxiv.org/user/search.htm?field=domain&amp;value=531" rel="ugc nofollow"> 工程与技术科学 </a> &gt;&gt; <a href="https://chinaxiv.org/user/search.htm?field=subject&amp;value=544" rel="ugc nofollow"> 工程通用技术 </a> </li> <li> <b> 投稿状态： </b> <a rel="ugc nofollow"> 已被期刊接收 </a> </li> <li> <b> 引用： </b> <a href="https://chinaxiv.org/abs/202403.00412" rel="ugc nofollow"> <font color="#0000FF"> ChinaXiv:202403.00412 </font> </a> (或此版本 <a href="https://chinaxiv.org/abs/202403.00412v1" rel="ugc nofollow"> <font color="#0000FF"> ChinaXiv:202403.00412V1 </font> </a> ) <br /> <a style="margin-left:45px;" rel="ugc nofollow"> <font color="#0000FF"> DOI:10.12074/202403.00412V1 </font> </a> <br /> <a style="margin-left:45px;" rel="ugc nofollow"> <font style="color:#0000FF;"> CSTR:32003.36.ChinaXiv.202403.00412.V1 </font> </a> </li> <li> <b> 推荐引用方式： </b> <span> Baiyi Wang ,Zipeng Zhang,Patrick Siarry,Xinhua Liu,Grzegorz Królczyk,Dezheng Hua,Frantisek Brumercik,Zhixiong Li.(2024).A nonlinear African vulture optimization algorithm combining Henon chaotic mapping theory and reverse learning competition strategy.中国科学院科技论文预发布平台.[ChinaXiv:202403.00412] </span> </li> </ul> </div> <div class="ft"> <h4> <span> 版本历史 </span> </h4> <table style="font-size:14px;"> <tr> <td> <b> [V1] </b> </td> <td> 2024-03-28 18:49:16 </td> <td> ChinaXiv:202403.00412V1 </td> <td> <a class="btn" href="https://chinaxiv.org/user/download.htm?uuid=e0ae2525-da27-4bfa-be81-3cf9b31af36f" rel="ugc nofollow"> 下载全文 </a> </td> </tr> </table> </div> </div>

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