2019至2024年间开创性元启发式算法综述
A survey on pioneering metaheuristic algorithms between 2019 and 2024
AI总结：
本综述考察了2019至2024年间提出的150多种新元启发式算法，基于引用、源代码、创新机制等标准评估出23种最具影响力的算法，并探讨了其高影响应用、优势、局限及未来研究方向。
摘要：
本综述考察了过去六年（2019至2024年间）的150多种新元启发式算法，强调了其深远影响与性能。在过去三十年中，已提出500多种新元启发式算法，且这一趋势并未放缓。这种过度丰富使得为复杂优化挑战选择和评估最有效解决方案的过程变得复杂。我们的评估集中于关键标准，包括年度引用指标、所解决问题类型的广度、源代码可用性、用户友好的参数配置、创新机制与算子，以及旨在缓解停滞和过早收敛等传统元启发式问题的方法。我们进一步探讨了过去六年中最具影响力的23种元启发式算法近期的高影响应用，阐明了其优势与局限性，同时指出了挑战及未来研究的潜在途径。
英文摘要：
This review examines over 150 new metaheuristics of the last six years (between 2019 and 2024), underscoring their profound influence and performance. Over the past three decades, more than 500 new metaheuristic algorithms have been proposed, with no slowdown in sight. An overwhelming abundance that complicates the process of selecting and assessing the most effective solutions for complex optimization challenges. Our evaluation centers on pivotal criteria, including annual citation metrics, the breadth of the addressed problem types, source code availability, user friendly parameter configurations, innovative mechanisms and operators, and approaches designed to mitigate traditional metaheuristic issues such as stagnation and premature convergence. We further explore recent high impact applications of the past six years' most influential 23 metahueristic algorithms, shedding light on their advantages and limitations, while identifying challenges and potential avenues for future research.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
