行业知识
【选择自由，免费下载】超340种基础群智能优化算法-Matlab版
群智能优化算法可以作为很好的工具来解决许多实际问题，如特征选择、图像分割、医学诊断，经济排放调度问题，植物病害识别，工程设计，PID优化控制，设备故障诊断，机器学习模型参数整定等等。
在这个领域，有一个理论：没有免费午餐(No Free Lunch，NFL)理论。它从逻辑上证明了不存在最适合解决所有优化问题的元启发式算法。换句话说，特定的元启发式可能在一组问题上显示出非常有希望的结果，但相同的算法可能在另一组问题上显示出糟糕的性能。显然，NFL使这一研究领域非常活跃，这导致了每年提出很多新的元启发式和改进当前方法。
世间万物皆可成法。本期在前期的基础上，持续更新最最最基础的群智能优化算法，总数突破了340种。这里，不涉及改进的算法及变体，因为实在太多了，真的太多了，就和海洋里的水一样多。把最重要的改进、提升工作留给各位小伙伴。
数量这么多，到底怎么选？
当然是根据NFL理论选你喜欢的啦。
点击算法名字可以跳转至相应的推文，即可下载Matlab代码。
（有些链接有时会间歇性抽风，可能等几天就好了，或者尝试切换安卓或IOS系统下载
）
02
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目录
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龙格库塔算法 Runge Kutta Method
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蜻蜓算法Dragonfly Algorithm
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黏菌算法Slime mould algorithm
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囊状虫群算法 Tunicate Swarm Algorithm
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引力搜索算法Gravitational Search Algorithm
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麻雀优化算法Sparrow Search Algorithm
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灰狼优化算法 Grey Wolf Optimizer
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多元宇宙优化器Multi-Verse Optimizer
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正弦余弦算法Sine Cosine Algorithm
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帝企鹅优化器 Emperor penguin optimizer
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蛇优化算法Snake Optimizer
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精子群优化算法Sperm Swarm Optimization
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人类受孕优化器Human Conception Optimizer
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旗鱼优化算法Sailfish Optimizer
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金枪鱼群优化算法Tuna swarm optimization
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䲟鱼优化算法Remora optimization algorithm
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巨鲹优化器Giant Trevally Optimizer
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白鲸优化算法Beluga whale optimization
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大白鲨优化器White Shark Optimizer
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水母搜索优化器Jellyfish Search Optimizer
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海马优化器Sea-horse optimizer
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金豺优化算法Golden jackal optimization
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猎豹优化器Cheetah Optimizer
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孔雀优化算法Peafowl Optimization Algorithm
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侏儒猫鼬优化算法(Dwarf Mongoose Optimization
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沙猫群优化算法Sand Cat swarm optimization
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变色龙优化算法Chameleon Swarm Algorithm
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长鼻浣熊优化算法Coati Optimization Algorithm
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人工电场算法Artificial Electric Field Algorithm
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缎蓝园丁鸟优化器Satin bowerbird optimizer
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蜘蛛猴优化算法Spider Monkey Optimization
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冠状病毒群体免疫优化器Coronavirus herd immunity optimizer
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鲸鱼优化算法Whale Optimization Algorithm
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蜣螂优化器 Dung beetle optimizer
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哈里斯鹰优化算法Harris hawks optimization
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天鹰优化器Aquila Optimizer
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白鹭群优化算法Egret Swarm Optimization Algorithm
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红鸢优化算法Red kite Optimization Algorithm
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胡桃夹子鸟优化算法Nutcracker Optimization Algorithm
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飞狐优化算法Flying Foxes Optimization
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猎食者算法Hunter–prey optimization
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狐狸优化算法Fox-inspired Optimization Algorithm
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山羚羊优化器Mountain Gazelle Optimizer
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斑马优化算法Zebra Optimization Algorithm
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人工兔优化算法Artificial Rabbits Optimization
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社交滑雪驱动算法(social ski driver algorithm)
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光学启发优化算法(Optics Inspired Optimization )
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供需算法(supply-demand-based optimization)
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未来搜索算法(Future search algorithm)
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政治优化器(Political Optimizer)
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探路者算法(Pathfinder Algorithm)
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亨利气体溶解优化算法(Henry gas solubility optimization)
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平衡优化器(Equilibrium Optimizer)
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随机油漆算法(Stochastic Paint Optimizer)
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吉萨金子塔建造算法(Giza Pyramids Construction)
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蝴蝶优化算法Butterfly optimization algorithm BOA
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熊气味搜索算法bear smell search algorithm,BSSA
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秃鹰搜索优化算法Bald eagle search Optimization algorithm，BES
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金鹰优化器Golden Eagle Optimizer，GEO
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海洋捕食者算法 Marine Predators Algorithm MPA
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跳蛛优化算法 Jumping Spider Optimization Algorithm (JSOA)
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卷尾猴搜索算法Capuchin search Algorithm CSA
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帝企鹅优化算法Aptenodytes Forsteri Optimization algorithm (AFO)
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科莫多巨蜥算法Komodo Mlipir Algorithm，KMA
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萤火虫群优化算法Firebug Swarm Optimization (FSO) Algorithm
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野马算法Wild Horse Optimizer,WHO
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白骨顶鸡优化算法COOT optimization algorithm，COOT
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蜜獾算法Honey Badger Algorithm,HBA
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野燕算法Wild Geese Algorithm - WGA
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鼠群优化器Rat Swarm Optimizer RSO
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爬行动物搜索算法Reptile Search Algroithm RSA
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北方苍鹰优化算法Northern Goshawk Optimization，NGO
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大猩猩优化器Artificial gorilla troops optimizer
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澳洲野狗优化算法Dingo Optimization Algorithm
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非洲秃鹫优化算法African vultures optimization algorithm
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文化算法 Cultural Algorithm
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和声搜索算法Harmony Search
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帝国主义竞争算法Imperialist Competitive Algorithm
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风驱动优化 Wind Driven Optimization
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头脑风暴算法 Brain Storm Optimization
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联盟竞赛算法 League Championship Algorithm
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足球联赛竞争算法Soccer League Competition Algorithm
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搜索组算法Search Group Algorithm
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人类学习优化算法Human Learning Optimization
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多跟踪器优化算法Multi-tracker Optimization Algorithm
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JAYA算法
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最有价值球员算法Most Valuable Player Algorithm
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黄金正弦算法Golden sine algorithm
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加权超位置吸引算法Weighted Superposition Attraction
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骑手优化算法Rider Optimization Algorithm
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神经网络算法Neural Network Algorithm
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学校算法School Based Optimization
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雨水算法Rain Water Algorithm
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球形搜索优化器Spherical search optimizer
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拔河优化算法Tug of War Optimization Algorithm
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生物地理优化Biogeography-Based Optimization
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动物迁徙算法Animal Migration Optimization
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共生生物搜索算法 Symbiotic Organisms Search
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鸡群优化算法Chicken Swarm Optimization
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乌鸦搜索算法Crow search algorithm
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最优捕食算法Optimal Foraging Algorithm
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鼠妇算法Porcellio scaber algorithm
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人工蝴蝶优化算法Artificial Butterfly Optimization
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樽海鞘算法 Salp Swarm Algorithm
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斑鬣狗优化算法Spotted Hyena Optimizer
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蚱蜢优化算法Grasshopper Optimization Algorithm
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天牛须搜索算法Beetle Antennae Search Algorithm
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蚯蚓优化算法Earthworm Optimization Algorithm
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绯鲵鲣算法 Yellow Saddle Goatfish Algorithm
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郊狼优化算法coyote optimization algorithm
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裸鼹鼠算法naked mole-rat algorithm
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蜉蝣算法mayfly optimization algorithm
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寄生捕食算法Parasitism – Predation algorithm
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乌燕优化算法Sooty Tern Optimization Algorithm
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海鸥优化算法Seagull Optimization Algorithm
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变邻域搜索算法Variable Neighborhood Search
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类电磁机制优化算法Electromagnetism-like Mechanism Optimization Algorithm
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协方差矩阵自适应进化算法Covariance Matrix Adaptation Evolution Strategy
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状态转移算法State Transition Algorithm
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水循环算法Water Cycle Algorithm
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回溯搜索优化算法Backtracking Search Optimization Algorithm
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黑洞算法Black Hole Algorithm
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纵横交叉优化器 crisscross search optimizer
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广义相对论搜索算法General Relativity Search Algorithm
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随机分形搜索算法Stochastic Fractal Search Algorithm
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电磁场优化算法Electromagnetic Field Optimization
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闪电搜索算法Lightning Search Algorithm
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阴阳对算法Yin Yang Pair Optimization
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星系群优化算法Galactic Swarm Optimization
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雷电附着优化算法Lightning Attachment Procedure Optimization
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静电放电算法Electrostatic Discharge Algorithm
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原子搜索算法Atom Search Optimization
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富兰克林定律算法Franklin’s Laws Inspired Algorithm
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适应度相关优化器Fitness Dependent Optimizer
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邻域一致算法Neighborhood-based Consensus
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入侵杂草优化算法Invasive Weed Optimization
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花朵授粉算法Flower pollenation algorithm
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树木生理算法Tree Physiology Optimization
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森林优化算法Forest Optimization Algorithm
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树种优化算法Tree Seed Algorithm
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向日葵优化算法Sunflower Optimization
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食肉植物算法carnivorous plant algorithm
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蒲公英优化器Dandelion Optimizer
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人工蜂群算法Artificial Bee Colony
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蚁群优化算法 Ant Colony Optimization
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蚁群系统Ant Colony System
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细菌觅食优化算法Bacterial Foraging Optimization Algorithm
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布谷鸟搜索算法Cuckoo Search algorithm
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萤火虫算法 Firefly Algorithm
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布谷鸟优化算法Cuckoo Optimization Algorithm
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果蝇优化算法Fruit Fly Optimization Algorithm
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磷虾群算法Krill Herd Algorithm
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鸽群优化算法Pigeon-inspired Optimization algorithm
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蝗虫搜索算法Locust Search Algorithm
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帝王蝶优化算法Monarch butterfly optimization
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群居蜘蛛算法Social Spider Optimization
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混合蛙跳算法Shuffled Frog Leaping Algorithm
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飞蛾扑火算法Moth-Flame Optimization Algorithm
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蚁狮优化器Ant Lion Optimizer
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飞蛾搜索算法Moth Search algorithm
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象群优化算法Elephant Herding Optimization
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蛾群算法Moth Swarm Algorithm
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蝙蝠算法bat algorithm
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松鼠搜索算法Squirrel search algorithm
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猫和老鼠优化器Cat and Mouse Based Optimizer
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袋獾优化算法Tasmanian Devil Optimization
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鹈鹕优化算法Pelican Optimization Algorithm
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天鹰优化器Aquila Optimizer
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白鹭群优化算法Egret Swarm Optimization Algorithm
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红鸢优化算法Red kite Optimization Algorithm
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胡桃夹子鸟优化算法Nutcracker Optimization Algorithm
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飞狐优化算法Flying Foxes Optimization
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猎食者算法Hunter–prey optimization
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山羚羊优化器Mountain Gazelle Optimizer
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斑马优化算法Zebra Optimization Algorithm
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人工兔优化算法Artificial Rabbits Optimization
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倭黑猩猩优化器Bonobo optimizer
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瞪羚羊优化算法Gazelle optimization algorithm
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蜜蜂捕食算法Bee-Eater Hunting (BEH) Algorithm
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象鼻虫危害优化算法Weevil Damage Optimization Algorithm
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棕熊优化算法Brown-bear Optimization Algorithm
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藤壶交配优化器Barnacles Mating Optimizer
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人工蜂鸟算法Artificial hummingbird algorithm
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巨型睡莲优化算法Victoria Amazonica Optimization
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鱼鹰优化算法Osprey optimization algorithm
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蝠鲼觅食优化Manta ray foraging optimization
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战争艺术优化器Art Of War optimizer
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淘金优化器Gold Rush Optimizer
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动态狩猎领导优化算法Dynamic Hunting Leadership optimization algorithm
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厨师优化算法Chef-Based Optimization Algorithm
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驾驶训练优化Driving Training-Based Optimization
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人群漩涡搜索算法Population-based Vortex Search Algorithm
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阿里巴巴和四十大盗算法Ali baba and the Forty Thieves
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教与学优化算法Teaching-learning- Studying based optimization
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法医调查优化算法Forensic-based investigation algorithm
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学生心理的优化算法Student psychology based optimization algorithm
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霜冰优化算法Rime optimization algorithm
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逻辑优化算法Incomprehensible but Intelligible in time logics
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开普勒优化算法Kepler Optimization Algorithm
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减法平均优化器Subtraction-Average-Based Optimizer
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切诺贝利灾难优化器 Chernobyl Disaster Optimizer
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能量谷优化算法Energy valley optimizer
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成长优化器Growth Optimizer
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加权均值向量算法weIghted meaN oF vectOrs
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凌日搜索Transit Search Optimization Algorithm
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菲克定律算法Fick's Law Algorithm
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战争策略算法War Strategy Optimization Algorithm
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泥环算法Mud Ring Algorithm
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五行算法Five Phases Algorithm
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群体机器人搜索和救援Swarm robotics search & rescue
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圆圈搜索算法Circle Search Algorithm
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算术优化算法Arithmetic Optimization Algorithm
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流向算法Flow Direction Algorithm
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饥饿游戏搜索算法Hunger Games Search
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教学研优化算法Teaching-learning- Studying based optimization
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材料生成算法Material Generation Algorithm
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嗅觉优化算法Smell Agent Optimization
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晶体结构算法Crystal Structure Algorithm
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社交网络搜索Social Network Search
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带电粒子优化算法Electric Charged Particles Optimization
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热传递关系优化算法Heat transfer relation-based optimization algorithm
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类帕累托贯序抽样算法Pareto-like Sequential Sampling Algorithm
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成功历史智能优化器Success history intelligent optimizer
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几何平均优化器geometric mean optimizer
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教与学优化算法Teaching-Learning-based Optimization
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进化交配算法Evolutionary Mating Algorithm
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山猫优化算法Serval Optimization Algorithm
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内部搜索算法Interior search algorithm
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声纳启发优化算法Sonar Inspired Optimization
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火鹰优化器Fire Hawk Optimizer
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宽吻海豚优化器Bottlenose Dolphin Optimizer
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原子轨道搜索算法Atomic Orbital Search
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水湍流优化算法Turbulent Flow of Water-based Optimization
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梯度优化器gradient-based optimizer
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广义正态分布优化Generalized Normal Distribution Optimization
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阿基米德优化算法Archimedes optimization algorithm
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莱维飞行分布算法Lévy flight distribution
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堆优化器Heap-Based Optimizer
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人工生态系统优化Artificial ecosystem-based optimization
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混沌博弈算法Chaos Game Optimization
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合作搜索算法Cooperation search algorithm
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指数分布优化器Exponential Distribution Optimizer
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鸭群算法Duck swarm algorithm
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登山队优化算法Mountaineering Team-Based Optimization
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贫富优化算法Poor and rich optimization algorithm
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黑寡妇优化算法Black Widow Optimization Algorithm
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黑猩猩优化算法Chimp Optimization Algorithm
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利希滕贝格算法Lichtenberg Optimization Algorithm
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大逃杀优化算法Battle Royale Optimization Algorithm
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知识获取共享算法Gaining-Sharing Knowledge Based Algorithm
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热交换优化算法Thermal exchange optimization
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循环系统优化算法Circulatory System Based Optimization
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猫群优化算法Cat Swarm Optimization
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杨氏双缝实验优化器Young’s double-slit experiment
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螳螂搜索算法Mantis Search Algorithm
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貉藻优化算法Waterwheel Plant Algorithm
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儿童绘画发展优化算法Child Drawing Development Optimization Algorithm
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虎鲸算法Killer Whale Algorithm
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粒子群优化算法 Particle Swarm optimization
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遗传算法 Genetic Algorithm
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差分进化算法 Differential Evolution Algorithm
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模拟退火算法 Simulated Annealing
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资源竞争算法Competition Over Resources
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塘鹅优化算法Gannet optimization algorithm
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流型算法Flow Regime Algorithm
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光谱优化器Light Spectrum Optimizer
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瞬态搜索算法Transient search algorithm
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决斗者算法Duelist Algorithm
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耳廓狐优化算法Fennec Fox Optimization
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弹靶搜索算法Projectile-target search algorithm
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受精优化算法Fertilization Optimization algorithm
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树木生长算法Tree Growth Algorithm
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海象优化算法Walrus Optimization Algorithm
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高尔夫优化算法Golf Optimization Algorithm
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水流优化器Water Flow Optimizer
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光学显微镜算法Optical Microscope Algorithm
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霸王龙优化算法Tyrannosaurus optimization algorithm
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小龙虾优化算法Crayfish optimization algorithm
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长城建造算法Great Wall Construction Algorithm
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沙丁鱼优化算法Sardine Optimization Algorithm
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火烈鸟搜索优化算法Flamingo Search Optimization Algorithm
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抗冠状病毒优化算法Anti coronavirus optimization algorithm
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雪融优化器Snow ablation optimizer
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基于房地产市场的优化算法（REMARK）
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Tiki-taka算法Tiki Taka Algorithm
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季节优化算法Seasons optimization algorithm
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混合领导优化算法Hybrid Leader Based Optimization
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狐猴优化器Lemurs Optimizer
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冠状病毒优化算法Coronavirus Optimization Algorithm
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榛树搜索算法Hazelnut tree search algorithm
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证券市场交易优化算法SETO
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一对一优化器One-to-One Based Optimizer，OOBO
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二次插值优化算法Quadratic Interpolation Optimization，OIO
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进化场优化算法Evolutionary Field Optimization，EFO
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农田肥力算法Farmland fertility algorithm，FFA
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双曲正弦余弦优化器Sinh Cosh Optimizer，SCHO
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传播搜索算法Propagation Search Algorithm (PSA)
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完全知情搜索算法Fully Informed Search Algorithm，FISA
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局部强化优化器Partial reinforcement optimizer，PRO
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单一候选优化器Single Candidate Optimizer，SCO
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同核分子优化算法Homonuclear Molecules Optimization (HMO)
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狭义相对论搜索算法Special Relativity Search (SRS)
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三角拓扑聚合优化器Triangulation Topology Aggregation Optimizer (TTAO)
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人类城市化搜索算法Human urbanization algorithm，HUS
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技能优化算法Skill Optimization Algorithm (SOA)
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间歇泉启发算法Geyser Inspired Algorithm，GEA
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焦点群优化算法Focus Group Optimization Algorithm，FGOA
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同步热传搜索算法Simultaneous Heat Transfer Search，SHTS
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水分蒸发算法Water Evaporation Optimization，WEO
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人类进化优化算法human evolutionary optimization algorithm (HEOA)
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人类行为优化算法Human Behavior-Based Optimization Algorithm，HBBO
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平衡复合运动优化Balancing Composite Motion Optimization，BCMO
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肝癌算法Liver Cancer Algorithm，LCA
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土拨鼠优化算法Prairie Dog Optimization Algorithm，PDO
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电鳗觅食优化算法Electric eel foraging optimization，EEFO
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口育鱼算法Mouth Brooding Fish algorithm，MBF
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桶水母优化算法Rhizostoma optimization algorithm，ROA
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红尾鵟算法Red-tailed hawk algorithm，RTH
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成吉思汗鲨鱼优化器Genghis Khan shark optimizer，GKSO
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边境牧羊犬优化算法Border Collie Optimization,BCO
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蘑菇繁殖优化算法Mushroom Reproduction Optimization，MRO
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冠豪猪优化算法Crested Porcupine Optimizer，CPO
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巨型犰狳优化算法 Giant Armadillo Optimization，GAO
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鳑鲏鱼优化算法 Bitterling Fish Optimization，BFO
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美洲狮优化器 Puma Optimizer (PO)
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鹦鹉优化器 Parrot optimizer（PO）
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角蜥优化算法 Horned Lizard Optimization Algorithm (HLOA)
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鹅优化算法 GOOSE Algorithm，GOOSE
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河马优化算法 Hippopotamus Optimization Algorithm
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深度睡眠优化器 Deep Sleep Optimizer，DSO
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摆线搜索优化算法 Trochoid Search Optimization Algorithm (TSO)
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正切搜索算法 Tangent Search Algorithm，TSA
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足球队训练算法 Football Team Training Algorithm (FTTA)
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牛顿-拉夫逊优化算法 Newton-Raphson-Based Optimizer (NRBO)
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基于pid的搜索算法 PID-based search algorithm (PSA)
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爱情进化算法 Love Evolution Algorithm，lEA
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非垄断搜索算法 non-monopolize search，NO
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学前教育优化算法Preschool Education Optimization Algorithm，PEOA
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吸引-排斥优化算法Attraction–Repulsion Optimization Algorithm,AROA
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Rao优化算法Rao algorithms, Rao
