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,这导致了每年提出新的元启发式和改进当前方法。
290种基础优化算法Matlab版代码有:(点击即可跳转下载)
龙格库塔算法 Runge Kutta Method
蜻蜓算法Dragonfly Algorithm
黏菌算法Slime mould algorithm
囊状虫群算法 Tunicate Swarm Algorithm
引力搜索算法Gravitational Search Algorithm
麻雀优化算法Sparrow Search Algorithm
灰狼优化算法 Grey Wolf Optimizer
多元宇宙优化器Multi-Verse Optimizer
正弦余弦算法Sine Cosine Algorithm
帝企鹅优化器 Emperor penguin optimizer
蛇优化算法Snake Optimizer
精子群优化算法Sperm Swarm Optimization
人类受孕优化器Human Conception Optimizer
旗鱼优化算法Sailfish Optimizer
金枪鱼群优化算法Tuna swarm optimization
䲟鱼优化算法Remora optimization algorithm
巨鲹优化器Giant Trevally Optimizer
白鲸优化算法Beluga whale optimization
大白鲨优化器White Shark Optimizer
水母搜索优化器Jellyfish Search Optimizer
海马优化器Sea-horse optimizer
金豺优化算法Golden jackal optimization
猎豹优化器Cheetah Optimizer
孔雀优化算法Peafowl Optimization Algorithm
侏儒猫鼬优化算法(Dwarf Mongoose Optimization
沙猫群优化算法Sand Cat swarm optimization
变色龙优化算法Chameleon Swarm Algorithm
长鼻浣熊优化算法Coati Optimization Algorithm
人工电场算法Artificial Electric Field Algorithm
缎蓝园丁鸟优化器Satin bowerbird optimizer
蜘蛛猴优化算法Spider Monkey Optimization
冠状病毒群体免疫优化器Coronavirus herd immunity optimizer
鲸鱼优化算法Whale Optimization Algorithm
蜣螂优化器 Dung beetle optimizer
哈里斯鹰优化算法Harris hawks optimization
天鹰优化器Aquila Optimizer
白鹭群优化算法Egret Swarm Optimization Algorithm
红鸢优化算法Red kite Optimization Algorithm
胡桃夹子鸟优化算法Nutcracker Optimization Algorithm
飞狐优化算法Flying Foxes Optimization
猎食者算法Hunter–prey optimization
狐狸优化算法Fox-inspired Optimization Algorithm
山羚羊优化器Mountain Gazelle Optimizer
斑马优化算法Zebra Optimization Algorithm
人工兔优化算法Artificial Rabbits Optimization
社交滑雪驱动算法(social ski driver algorithm)
光学启发优化算法(Optics Inspired Optimization )
供需算法(supply-demand-based optimization)
未来搜索算法(Future search algorithm)
政治优化器(Political Optimizer)
探路者算法(Pathfinder Algorithm)
亨利气体溶解优化算法(Henry gas solubility optimization)
平衡优化器(Equilibrium Optimizer)
随机油漆算法(Stochastic Paint Optimizer)
吉萨金子塔建造算法(Giza Pyramids Construction)
蝴蝶优化算法Butterfly optimization algorithm BOA
熊气味搜索算法bear smell search algorithm,BSSA
秃鹰搜索优化算法Bald eagle search Optimization algorithm,BES
金鹰优化器Golden Eagle Optimizer,GEO
海洋捕食者算法 Marine Predators Algorithm MPA
跳蛛优化算法 Jumping Spider Optimization Algorithm (JSOA)
卷尾猴搜索算法Capuchin search Algorithm CSA
帝企鹅优化算法Aptenodytes Forsteri Optimization algorithm (AFO)
科莫多巨蜥算法Komodo Mlipir Algorithm,KMA
萤火虫群优化算法Firebug Swarm Optimization (FSO) Algorithm
野马算法Wild Horse Optimizer,WHO
白骨顶鸡优化算法COOT optimization algorithm,COOT
蜜獾算法Honey Badger Algorithm,HBA
野燕算法Wild Geese Algorithm - WGA
鼠群优化器Rat Swarm Optimizer RSO
爬行动物搜索算法Reptile Search Algroithm RSA
北方苍鹰优化算法Northern Goshawk Optimization,NGO
大猩猩优化器Artificial gorilla troops optimizer
澳洲野狗优化算法Dingo Optimization Algorithm
非洲秃鹫优化算法African vultures optimization algorithm
文化算法 Cultural Algorithm
和声搜索算法Harmony Search
帝国主义竞争算法Imperialist Competitive Algorithm
风驱动优化 Wind Driven Optimization
头脑风暴算法 Brain Storm Optimization
联盟竞赛算法 League Championship Algorithm
足球联赛竞争算法Soccer League Competition Algorithm
搜索组算法Search Group Algorithm
人类学习优化算法Human Learning Optimization
多跟踪器优化算法Multi-tracker Optimization Algorithm
JAYA算法
最有价值球员算法Most Valuable Player Algorithm
黄金正弦算法Golden sine algorithm
加权超位置吸引算法Weighted Superposition Attraction
骑手优化算法Rider Optimization Algorithm
神经网络算法Neural Network Algorithm
学校算法School Based Optimization
雨水算法Rain Water Algorithm
球形搜索优化器Spherical search optimizer
拔河优化算法Tug of War Optimization Algorithm
生物地理优化Biogeography-Based Optimization
动物迁徙算法Animal Migration Optimization
共生生物搜索算法 Symbiotic Organisms Search
鸡群优化算法Chicken Swarm Optimization
乌鸦搜索算法Crow search algorithm
最优捕食算法Optimal Foraging Algorithm
鼠妇算法Porcellio scaber algorithm
人工蝴蝶优化算法Artificial Butterfly Optimization
樽海鞘算法 Salp Swarm Algorithm
斑鬣狗优化算法Spotted Hyena Optimizer
蚱蜢优化算法Grasshopper Optimization Algorithm
天牛须搜索算法Beetle Antennae Search Algorithm
蚯蚓优化算法Earthworm Optimization Algorithm
绯鲵鲣算法 Yellow Saddle Goatfish Algorithm
郊狼优化算法coyote optimization algorithm
裸鼹鼠算法naked mole-rat algorithm
蜉蝣算法mayfly optimization algorithm
寄生捕食算法Parasitism – Predation algorithm
乌燕优化算法Sooty Tern Optimization Algorithm
海鸥优化算法Seagull Optimization Algorithm
变邻域搜索算法Variable Neighborhood Search
类电磁机制优化算法Electromagnetism-like Mechanism Optimization Algorithm
协方差矩阵自适应进化算法Covariance Matrix Adaptation Evolution Strategy
状态转移算法State Transition Algorithm
水循环算法Water Cycle Algorithm
回溯搜索优化算法Backtracking Search Optimization Algorithm
黑洞算法Black Hole Algorithm
纵横交叉优化器 crisscross search optimizer
广义相对论搜索算法General Relativity Search Algorithm
随机分形搜索算法Stochastic Fractal Search Algorithm
电磁场优化算法Electromagnetic Field Optimization
闪电搜索算法Lightning Search Algorithm
阴阳对算法Yin Yang Pair Optimization
星系群优化算法Galactic Swarm Optimization
雷电附着优化算法Lightning Attachment Procedure Optimization
静电放电算法Electrostatic Discharge Algorithm
原子搜索算法Atom Search Optimization
富兰克林定律算法Franklin’s Laws Inspired Algorithm
适应度相关优化器Fitness Dependent Optimizer
邻域一致算法Neighborhood-based Consensus
入侵杂草优化算法Invasive Weed Optimization
花朵授粉算法Flower pollenation algorithm
树木生理算法Tree Physiology Optimization
森林优化算法Forest Optimization Algorithm
树种优化算法Tree Seed Algorithm
向日葵优化算法Sunflower Optimization
食肉植物算法carnivorous plant algorithm
蒲公英优化器Dandelion Optimizer
人工蜂群算法Artificial Bee Colony
蚁群优化算法 Ant Colony Optimization
蚁群系统Ant Colony System
细菌觅食优化算法Bacterial Foraging Optimization Algorithm
布谷鸟搜索算法Cuckoo Search algorithm
萤火虫算法 Firefly Algorithm
布谷鸟优化算法Cuckoo Optimization Algorithm
果蝇优化算法Fruit Fly Optimization Algorithm
磷虾群算法Krill Herd Algorithm
鸽群优化算法Pigeon-inspired Optimization algorithm
蝗虫搜索算法Locust Search Algorithm
帝王蝶优化算法Monarch butterfly optimization
群居蜘蛛算法Social Spider Optimization
混合蛙跳算法Shuffled Frog Leaping Algorithm
飞蛾扑火算法Moth-Flame Optimization Algorithm
蚁狮优化器Ant Lion Optimizer
飞蛾搜索算法Moth Search algorithm
象群优化算法Elephant Herding Optimization
蛾群算法Moth Swarm Algorithm
蝙蝠算法bat algorithm
松鼠搜索算法Squirrel search algorithm
猫和老鼠优化器Cat and Mouse Based Optimizer
袋獾优化算法Tasmanian Devil Optimization
鹈鹕优化算法Pelican Optimization Algorithm
天鹰优化器Aquila Optimizer
白鹭群优化算法Egret Swarm Optimization Algorithm
红鸢优化算法Red kite Optimization Algorithm
胡桃夹子鸟优化算法Nutcracker Optimization Algorithm
飞狐优化算法Flying Foxes Optimization
猎食者算法Hunter–prey optimization
山羚羊优化器Mountain Gazelle Optimizer
斑马优化算法Zebra Optimization Algorithm
人工兔优化算法Artificial Rabbits Optimization
倭黑猩猩优化器Bonobo optimizer
瞪羚羊优化算法Gazelle optimization algorithm
蜜蜂捕食算法Bee-Eater Hunting (BEH) Algorithm
象鼻虫危害优化算法Weevil Damage Optimization Algorithm
棕熊优化算法Brown-bear Optimization Algorithm
藤壶交配优化器Barnacles Mating Optimizer
人工蜂鸟算法Artificial hummingbird algorithm
巨型睡莲优化算法Victoria Amazonica Optimization
鱼鹰优化算法Osprey optimization algorithm
蝠鲼觅食优化Manta ray foraging optimization
战争艺术优化器Art Of War optimizer
淘金优化器Gold Rush Optimizer
动态狩猎领导优化算法Dynamic Hunting Leadership optimization algorithm
厨师优化算法Chef-Based Optimization Algorithm
驾驶训练优化Driving Training-Based Optimization
人群漩涡搜索算法Population-based Vortex Search Algorithm
阿里巴巴和四十大盗算法Ali baba and the Forty Thieves
教与学优化算法Teaching-learning- Studying based optimization
法医调查优化算法Forensic-based investigation algorithm
学生心理的优化算法Student psychology based optimization algorithm
霜冰优化算法Rime optimization algorithm
逻辑优化算法Incomprehensible but Intelligible in time logics
开普勒优化算法Kepler Optimization Algorithm
减法平均优化器Subtraction-Average-Based Optimizer
切诺贝利灾难优化器 Chernobyl Disaster Optimizer
能量谷优化算法Energy valley optimizer
成长优化器Growth Optimizer
加权均值向量算法weIghted meaN oF vectOrs
凌日搜索Transit Search Optimization Algorithm
菲克定律算法Fick's Law Algorithm
战争策略算法War Strategy Optimization Algorithm
泥环算法Mud Ring Algorithm
五行算法Five Phases Algorithm
群体机器人搜索和救援Swarm robotics search & rescue
圆圈搜索算法Circle Search Algorithm
算术优化算法Arithmetic Optimization Algorithm
流向算法Flow Direction Algorithm
饥饿游戏搜索算法Hunger Games Search
教学研优化算法Teaching-learning- Studying based optimization
材料生成算法Material Generation Algorithm
嗅觉优化算法Smell Agent Optimization
晶体结构算法Crystal Structure Algorithm
社交网络搜索Social Network Search
带电粒子优化算法Electric Charged Particles Optimization
热传递关系优化算法Heat transfer relation-based optimization algorithm
类帕累托贯序抽样算法Pareto-like Sequential Sampling Algorithm
成功历史智能优化器Success history intelligent optimizer
几何平均优化器geometric mean optimizer
教与学优化算法Teaching-Learning-based Optimization
进化交配算法Evolutionary Mating Algorithm
山猫优化算法Serval Optimization Algorithm
内部搜索算法Interior search algorithm
声纳启发优化算法Sonar Inspired Optimization
火鹰优化器Fire Hawk Optimizer
宽吻海豚优化器Bottlenose Dolphin Optimizer
原子轨道搜索算法Atomic Orbital Search
水湍流优化算法Turbulent Flow of Water-based Optimization
梯度优化器gradient-based optimizer
广义正态分布优化Generalized Normal Distribution Optimization
阿基米德优化算法Archimedes optimization algorithm
莱维飞行分布算法Lévy flight distribution
堆优化器Heap-Based Optimizer
人工生态系统优化Artificial ecosystem-based optimization
混沌博弈算法Chaos Game Optimization
合作搜索算法Cooperation search algorithm
指数分布优化器Exponential Distribution Optimizer
鸭群算法Duck swarm algorithm
登山队优化算法Mountaineering Team-Based Optimization
贫富优化算法Poor and rich optimization algorithm
黑寡妇优化算法Black Widow Optimization Algorithm
黑猩猩优化算法Chimp Optimization Algorithm
利希滕贝格算法Lichtenberg Optimization Algorithm
大逃杀优化算法Battle Royale Optimization Algorithm
知识获取共享算法Gaining-Sharing Knowledge Based Algorithm
热交换优化算法Thermal exchange optimization
循环系统优化算法Circulatory System Based Optimization
猫群优化算法Cat Swarm Optimization
杨氏双缝实验优化器Young’s double-slit experiment
螳螂搜索算法Mantis Search Algorithm
貉藻优化算法Waterwheel Plant Algorithm
儿童绘画发展优化算法Child Drawing Development Optimization Algorithm
虎鲸算法Killer Whale Algorithm
粒子群优化算法 Particle Swarm optimization
遗传算法 Genetic Algorithm
差分进化算法 Differential Evolution Algorithm
模拟退火算法 Simulated Annealing
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