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【选择自由,免费下载】超340种基础群智能优化算法-Matlab版

【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?

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当然是根据NFL理论选你喜欢的啦

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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

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02

目录

  1. 龙格库塔算法 Runge Kutta Method

  2. 蜻蜓算法Dragonfly Algorithm

  3. 黏菌算法Slime mould algorithm

  4. 囊状虫群算法 Tunicate Swarm Algorithm

  5. 引力搜索算法Gravitational Search     Algorithm

  6. 麻雀优化算法Sparrow Search Algorithm

  7. 灰狼优化算法 Grey Wolf Optimizer

  8. 多元宇宙优化器Multi-Verse Optimizer

  9. 正弦余弦算法Sine Cosine Algorithm

  10. 帝企鹅优化器 Emperor penguin optimizer

  11. 蛇优化算法Snake Optimizer

  12. 精子群优化算法Sperm Swarm Optimization

  13. 人类受孕优化器Human Conception Optimizer

  14. 旗鱼优化算法Sailfish Optimizer

  15. 金枪鱼群优化算法Tuna swarm optimization

  16. 䲟鱼优化算法Remora optimization     algorithm

  17. 巨鲹优化器Giant Trevally Optimizer

  18. 白鲸优化算法Beluga whale optimization

  19. 大白鲨优化器White Shark Optimizer

  20. 水母搜索优化器Jellyfish Search Optimizer

  21. 海马优化器Sea-horse optimizer

  22. 金豺优化算法Golden jackal optimization

  23. 猎豹优化器Cheetah Optimizer

  24. 孔雀优化算法Peafowl Optimization     Algorithm

  25. 侏儒猫鼬优化算法(Dwarf Mongoose Optimization

  26. 沙猫群优化算法Sand Cat swarm optimization

  27. 变色龙优化算法Chameleon Swarm Algorithm

  28. 长鼻浣熊优化算法Coati Optimization Algorithm

  29. 人工电场算法Artificial Electric Field     Algorithm

  30. 缎蓝园丁鸟优化器Satin bowerbird optimizer

  31. 蜘蛛猴优化算法Spider Monkey Optimization

  32. 冠状病毒群体免疫优化器Coronavirus herd immunity     optimizer

  33. 鲸鱼优化算法Whale Optimization Algorithm

  34. 蜣螂优化器 Dung beetle optimizer

  35. 哈里斯鹰优化算法Harris     hawks optimization

  36. 天鹰优化器Aquila Optimizer

  37. 白鹭群优化算法Egret Swarm     Optimization Algorithm

  38. 红鸢优化算法Red kite     Optimization Algorithm

  39. 胡桃夹子鸟优化算法Nutcracker     Optimization Algorithm 

  40. 飞狐优化算法Flying     Foxes Optimization

  41. 猎食者算法Hunter–prey     optimization

  42. 狐狸优化算法Fox-inspired     Optimization Algorithm

  43. 山羚羊优化器Mountain     Gazelle Optimizer

  44. 斑马优化算法Zebra Optimization     Algorithm

  45. 人工兔优化算法Artificial     Rabbits Optimization 

  46. 社交滑雪驱动算法(social ski driver algorithm)

  47. 光学启发优化算法(Optics     Inspired Optimization )

  48. 供需算法(supply-demand-based     optimization)

  49. 未来搜索算法(Future     search algorithm)

  50. 政治优化器(Political     Optimizer)

  51. 探路者算法(Pathfinder     Algorithm)

  52. 亨利气体溶解优化算法(Henry gas     solubility optimization)

  53. 平衡优化器(Equilibrium     Optimizer)

  54. 随机油漆算法(Stochastic     Paint Optimizer)

  55. 吉萨金子塔建造算法(Giza     Pyramids Construction)

  56. 蝴蝶优化算法Butterfly     optimization algorithm BOA

  57. 熊气味搜索算法bear smell     search algorithm,BSSA

  58. 秃鹰搜索优化算法Bald eagle     search Optimization algorithm,BES

  59. 金鹰优化器Golden     Eagle Optimizer,GEO

  60. 海洋捕食者算法 Marine     Predators Algorithm MPA

  61. 跳蛛优化算法 Jumping     Spider Optimization Algorithm (JSOA)

  62. 卷尾猴搜索算法Capuchin     search Algorithm CSA

  63. 帝企鹅优化算法Aptenodytes     Forsteri Optimization algorithm (AFO)

  64. 科莫多巨蜥算法Komodo     Mlipir Algorithm,KMA

  65. 萤火虫群优化算法Firebug     Swarm Optimization (FSO) Algorithm

  66. 野马算法Wild Horse     Optimizer,WHO

  67. 白骨顶鸡优化算法COOT     optimization algorithm,COOT

  68. 蜜獾算法Honey     Badger Algorithm,HBA

  69. 野燕算法Wild Geese     Algorithm - WGA

  70. 鼠群优化器Rat Swarm     Optimizer RSO

  71. 爬行动物搜索算法Reptile     Search Algroithm RSA

  72. 北方苍鹰优化算法Northern     Goshawk Optimization,NGO

  73. 大猩猩优化器Artificial gorilla troops optimizer

  74. 澳洲野狗优化算法Dingo Optimization Algorithm

  75. 非洲秃鹫优化算法African vultures optimization algorithm

  76. 文化算法 Cultural Algorithm

  77. 和声搜索算法Harmony Search

  78. 帝国主义竞争算法Imperialist Competitive Algorithm 

  79. 风驱动优化 Wind Driven Optimization

  80. 头脑风暴算法 Brain Storm Optimization

  81. 联盟竞赛算法 League  Championship Algorithm

  82. 足球联赛竞争算法Soccer League  Competition Algorithm

  83. 搜索组算法Search     Group Algorithm

  84. 人类学习优化算法Human     Learning Optimization

  85. 多跟踪器优化算法Multi-tracker     Optimization Algorithm 

  86. JAYA算法

  87. 最有价值球员算法Most     Valuable Player Algorithm

  88. 黄金正弦算法Golden sine     algorithm

  89. 加权超位置吸引算法Weighted     Superposition Attraction

  90. 骑手优化算法Rider     Optimization Algorithm

  91. 神经网络算法Neural Network Algorithm 

  92. 学校算法School     Based Optimization

  93. 雨水算法Rain Water     Algorithm

  94. 球形搜索优化器Spherical     search optimizer

  95. 拔河优化算法Tug of War     Optimization Algorithm

  96. 生物地理优化Biogeography-Based     Optimization 

  97. 动物迁徙算法Animal     Migration Optimization

  98. 共生生物搜索算法 Symbiotic     Organisms Search

  99. 鸡群优化算法Chicken     Swarm Optimization 

  100. 乌鸦搜索算法Crow search     algorithm

  101. 最优捕食算法Optimal     Foraging Algorithm

  102. 鼠妇算法Porcellio     scaber algorithm

  103. 人工蝴蝶优化算法Artificial     Butterfly Optimization

  104. 樽海鞘算法 Salp Swarm Algorithm

  105. 斑鬣狗优化算法Spotted     Hyena Optimizer

  106. 蚱蜢优化算法Grasshopper     Optimization Algorithm

  107. 天牛须搜索算法Beetle     Antennae Search Algorithm 

  108. 蚯蚓优化算法Earthworm     Optimization Algorithm 

  109. 绯鲵鲣算法 Yellow     Saddle Goatfish Algorithm 

  110. 郊狼优化算法coyote     optimization algorithm

  111. 裸鼹鼠算法naked     mole-rat algorithm

  112. 蜉蝣算法mayfly     optimization algorithm

  113. 寄生捕食算法Parasitism     – Predation algorithm

  114. 乌燕优化算法Sooty Tern     Optimization Algorithm

  115. 海鸥优化算法Seagull     Optimization Algorithm

  116. 变邻域搜索算法Variable     Neighborhood Search

  117. 类电磁机制优化算法Electromagnetism-like  Mechanism Optimization Algorithm 

  118. 协方差矩阵自适应进化算法Covariance  Matrix Adaptation Evolution Strategy

  119. 状态转移算法State  Transition Algorithm

  120. 水循环算法Water Cycle Algorithm 

  121. 回溯搜索优化算法Backtracking     Search Optimization Algorithm

  122. 黑洞算法Black Hole     Algorithm

  123. 纵横交叉优化器 crisscross     search optimizer

  124. 广义相对论搜索算法General     Relativity Search Algorithm

  125. 随机分形搜索算法Stochastic Fractal Search Algorithm 

  126. 电磁场优化算法Electromagnetic     Field Optimization

  127. 闪电搜索算法Lightning     Search Algorithm 

  128. 阴阳对算法Yin Yang     Pair Optimization

  129. 星系群优化算法Galactic     Swarm Optimization

  130. 雷电附着优化算法Lightning     Attachment Procedure Optimization

  131. 静电放电算法Electrostatic     Discharge Algorithm

  132. 原子搜索算法Atom Search     Optimization 

  133. 富兰克林定律算法Franklin’s     Laws Inspired Algorithm

  134. 适应度相关优化器Fitness     Dependent Optimizer 

  135. 邻域一致算法Neighborhood-based     Consensus

  136. 入侵杂草优化算法Invasive     Weed Optimization

  137. 花朵授粉算法Flower     pollenation algorithm 

  138. 树木生理算法Tree     Physiology Optimization

  139. 森林优化算法Forest     Optimization Algorithm

  140. 树种优化算法Tree Seed     Algorithm

  141. 向日葵优化算法Sunflower     Optimization

  142. 食肉植物算法carnivorous     plant algorithm

  143. 蒲公英优化器Dandelion     Optimizer

  144. 人工蜂群算法Artificial     Bee Colony

  145. 蚁群优化算法 Ant Colony     Optimization

  146. 蚁群系统Ant Colony     System

  147. 细菌觅食优化算法Bacterial     Foraging Optimization Algorithm

  148. 布谷鸟搜索算法Cuckoo     Search algorithm

  149. 萤火虫算法 Firefly     Algorithm

  150. 布谷鸟优化算法Cuckoo     Optimization Algorithm

  151. 果蝇优化算法Fruit Fly     Optimization Algorithm

  152. 磷虾群算法Krill Herd     Algorithm

  153. 鸽群优化算法Pigeon-inspired     Optimization algorithm

  154. 蝗虫搜索算法Locust Search Algorithm

  155. 帝王蝶优化算法Monarch     butterfly optimization

  156. 群居蜘蛛算法Social     Spider Optimization

  157. 混合蛙跳算法Shuffled     Frog Leaping Algorithm

  158. 飞蛾扑火算法Moth-Flame     Optimization Algorithm 

  159. 蚁狮优化器Ant Lion     Optimizer 

  160. 飞蛾搜索算法Moth Search     algorithm

  161. 象群优化算法Elephant     Herding Optimization 

  162. 蛾群算法Moth Swarm     Algorithm 

  163. 蝙蝠算法bat     algorithm

  164. 松鼠搜索算法Squirrel search algorithm

  165. 猫和老鼠优化器Cat and Mouse Based     Optimizer

  166. 袋獾优化算法Tasmanian Devil Optimization

  167. 鹈鹕优化算法Pelican Optimization     Algorithm

  168. 天鹰优化器Aquila Optimizer 

  169. 白鹭群优化算法Egret Swarm     Optimization Algorithm

  170. 红鸢优化算法Red kite     Optimization Algorithm

  171. 胡桃夹子鸟优化算法Nutcracker     Optimization Algorithm 

  172. 飞狐优化算法Flying     Foxes Optimization

  173. 猎食者算法Hunter–prey     optimization

  174. 山羚羊优化器Mountain     Gazelle Optimizer

  175. 斑马优化算法Zebra     Optimization Algorithm

  176. 人工兔优化算法Artificial     Rabbits Optimization 

  177. 倭黑猩猩优化器Bonobo     optimizer

  178. 瞪羚羊优化算法Gazelle     optimization algorithm

  179. 蜜蜂捕食算法Bee-Eater     Hunting (BEH) Algorithm

  180. 象鼻虫危害优化算法Weevil     Damage Optimization Algorithm

  181. 棕熊优化算法Brown-bear     Optimization Algorithm

  182. 藤壶交配优化器Barnacles     Mating Optimizer

  183. 人工蜂鸟算法Artificial     hummingbird algorithm

  184. 巨型睡莲优化算法Victoria     Amazonica Optimization

  185. 鱼鹰优化算法Osprey     optimization algorithm

  186. 蝠鲼觅食优化Manta ray     foraging optimization

  187. 战争艺术优化器Art Of War     optimizer 

  188. 淘金优化器Gold Rush     Optimizer

  189. 动态狩猎领导优化算法Dynamic     Hunting Leadership optimization algorithm

  190. 厨师优化算法Chef-Based     Optimization Algorithm

  191. 驾驶训练优化Driving     Training-Based Optimization

  192. 人群漩涡搜索算法Population-based     Vortex Search Algorithm

  193. 阿里巴巴和四十大盗算法Ali baba     and the Forty Thieves

  194. 教与学优化算法Teaching-learning-     Studying based optimization

  195. 法医调查优化算法Forensic-based     investigation algorithm

  196. 学生心理的优化算法Student     psychology based optimization algorithm

  197. 霜冰优化算法Rime     optimization algorithm

  198. 逻辑优化算法Incomprehensible     but Intelligible in time logics

  199. 开普勒优化算法Kepler     Optimization Algorithm

  200. 减法平均优化器Subtraction-Average-Based     Optimizer

  201. 切诺贝利灾难优化器 Chernobyl     Disaster Optimizer 

  202. 能量谷优化算法Energy     valley optimizer

  203. 成长优化器Growth     Optimizer 

  204. 加权均值向量算法weIghted     meaN oF vectOrs

  205. 凌日搜索Transit     Search Optimization Algorithm

  206. 菲克定律算法Fick's Law     Algorithm

  207. 战争策略算法War     Strategy Optimization Algorithm

  208. 泥环算法Mud Ring     Algorithm 

  209. 五行算法Five Phases     Algorithm

  210. 群体机器人搜索和救援Swarm     robotics search & rescue

  211. 圆圈搜索算法Circle     Search Algorithm

  212. 算术优化算法Arithmetic     Optimization Algorithm 

  213. 流向算法Flow     Direction Algorithm 

  214. 饥饿游戏搜索算法Hunger     Games Search 

  215. 教学研优化算法Teaching-learning-     Studying based optimization

  216. 材料生成算法Material     Generation Algorithm

  217. 嗅觉优化算法Smell Agent     Optimization

  218. 晶体结构算法Crystal     Structure Algorithm 

  219. 社交网络搜索Social     Network Search

  220. 带电粒子优化算法Electric     Charged Particles Optimization

  221. 热传递关系优化算法Heat     transfer relation-based optimization algorithm 

  222. 类帕累托贯序抽样算法Pareto-like     Sequential Sampling Algorithm 

  223. 成功历史智能优化器Success     history intelligent optimizer

  224. 几何平均优化器geometric mean optimizer

  225. 教与学优化算法Teaching-Learning-based     Optimization

  226. 进化交配算法Evolutionary Mating     Algorithm

  227. 山猫优化算法Serval Optimization     Algorithm

  228. 内部搜索算法Interior search algorithm

  229. 声纳启发优化算法Sonar Inspired Optimization

  230. 火鹰优化器Fire Hawk Optimizer

  231. 宽吻海豚优化器Bottlenose Dolphin Optimizer

  232. 原子轨道搜索算法Atomic     Orbital Search

  233. 水湍流优化算法Turbulent     Flow of Water-based Optimization 

  234. 梯度优化器gradient-based     optimizer 

  235. 广义正态分布优化Generalized     Normal Distribution Optimization

  236. 阿基米德优化算法Archimedes     optimization algorithm

  237. 莱维飞行分布算法Lévy flight     distribution

  238. 堆优化器Heap-Based     Optimizer

  239. 人工生态系统优化Artificial     ecosystem-based optimization 

  240. 混沌博弈算法Chaos Game     Optimization 

  241. 合作搜索算法Cooperation     search algorithm

  242. 指数分布优化器Exponential Distribution     Optimizer

  243. 鸭群算法Duck swarm algorithm

  244. 登山队优化算法Mountaineering Team-Based     Optimization

  245. 贫富优化算法Poor and rich optimization     algorithm

  246. 黑寡妇优化算法Black Widow     Optimization Algorithm

  247. 黑猩猩优化算法Chimp     Optimization Algorithm

  248. 利希滕贝格算法Lichtenberg     Optimization Algorithm

  249. 大逃杀优化算法Battle     Royale Optimization Algorithm

  250. 知识获取共享算法Gaining-Sharing     Knowledge Based Algorithm

  251. 热交换优化算法Thermal     exchange optimization

  252. 循环系统优化算法Circulatory System Based     Optimization

  253. 猫群优化算法Cat Swarm Optimization

  254. 杨氏双缝实验优化器Young’s double-slit     experiment

  255. 螳螂搜索算法Mantis Search Algorithm

  256. 貉藻优化算法Waterwheel Plant Algorithm

  257. 儿童绘画发展优化算法Child     Drawing Development Optimization Algorithm

  258. 虎鲸算法Killer Whale Algorithm

  259. 粒子群优化算法 Particle Swarm optimization

  260. 遗传算法 Genetic Algorithm

  261. 差分进化算法 Differential Evolution Algorithm

  262. 模拟退火算法 Simulated Annealing

  263. 资源竞争算法Competition Over Resources

  264. 塘鹅优化算法Gannet optimization algorithm

  265. 流型算法Flow Regime Algorithm

  266. 光谱优化器Light Spectrum Optimizer

  267. 瞬态搜索算法Transient search algorithm

  268. 决斗者算法Duelist Algorithm

  269. 耳廓狐优化算法Fennec Fox Optimization

  270. 弹靶搜索算法Projectile-target search algorithm

  271. 受精优化算法Fertilization Optimization algorithm

  272. 树木生长算法Tree Growth Algorithm

  273. 海象优化算法Walrus Optimization Algorithm

  274. 高尔夫优化算法Golf Optimization Algorithm

  275. 水流优化器Water Flow Optimizer

  276. 光学显微镜算法Optical Microscope Algorithm

  277. 霸王龙优化算法Tyrannosaurus optimization algorithm

  278. 小龙虾优化算法Crayfish optimization algorithm

  279. 长城建造算法Great Wall Construction Algorithm

  280. 沙丁鱼优化算法Sardine Optimization Algorithm

  281. 火烈鸟搜索优化算法Flamingo Search Optimization Algorithm

  282. 抗冠状病毒优化算法Anti coronavirus optimization algorithm

  283. 雪融优化器Snow ablation optimizer

  284. 基于房地产市场的优化算法(REMARK)

  285. Tiki-taka算法Tiki Taka Algorithm

  286. 季节优化算法Seasons optimization algorithm

  287. 混合领导优化算法Hybrid Leader Based Optimization

  288. 狐猴优化器Lemurs Optimizer

  289. 冠状病毒优化算法Coronavirus Optimization Algorithm

  290. 榛树搜索算法Hazelnut tree search algorithm

  291. 证券市场交易优化算法SETO

  292. 一对一优化器One-to-One Based Optimizer,OOBO

  293. 二次插值优化算法Quadratic Interpolation Optimization,OIO

  294. 进化场优化算法Evolutionary Field Optimization,EFO

  295. 农田肥力算法Farmland fertility algorithm,FFA

  296. 双曲正弦余弦优化器Sinh Cosh Optimizer,SCHO

  297. 传播搜索算法Propagation Search Algorithm (PSA)

  298. 完全知情搜索算法Fully Informed Search Algorithm,FISA

  299. 局部强化优化器Partial reinforcement optimizer,PRO

  300. 单一候选优化器Single Candidate Optimizer,SCO

  301. 同核分子优化算法Homonuclear Molecules Optimization (HMO)

  302. 狭义相对论搜索算法Special Relativity Search (SRS)

  303. 三角拓扑聚合优化器Triangulation Topology Aggregation Optimizer (TTAO)

  304. 人类城市化搜索算法Human urbanization algorithm,HUS

  305. 技能优化算法Skill Optimization Algorithm (SOA)

  306. 间歇泉启发算法Geyser Inspired Algorithm,GEA

  307. 焦点群优化算法Focus Group Optimization Algorithm,FGOA

  308. 同步热传搜索算法Simultaneous Heat Transfer Search,SHTS

  309. 水分蒸发算法Water Evaporation Optimization,WEO

  310. 人类进化优化算法human evolutionary optimization algorithm (HEOA)

  311. 人类行为优化算法Human Behavior-Based Optimization Algorithm,HBBO

  312. 平衡复合运动优化Balancing Composite Motion Optimization,BCMO

  313. 肝癌算法Liver Cancer Algorithm,LCA

  314. 土拨鼠优化算法Prairie Dog Optimization Algorithm,PDO

  315. 电鳗觅食优化算法Electric eel foraging optimization,EEFO

  316. 口育鱼算法Mouth Brooding Fish algorithm,MBF

  317. 桶水母优化算法Rhizostoma optimization algorithm,ROA

  318. 红尾鵟算法Red-tailed hawk algorithm,RTH

  319. 成吉思汗鲨鱼优化器Genghis Khan shark optimizer,GKSO

  320. 边境牧羊犬优化算法Border Collie Optimization,BCO

  321. 蘑菇繁殖优化算法Mushroom Reproduction Optimization,MRO

  322. 冠豪猪优化算法Crested Porcupine Optimizer,CPO

  323. 巨型犰狳优化算法 Giant Armadillo Optimization,GAO

  324. 鳑鲏鱼优化算法 Bitterling Fish Optimization,BFO

  325. 美洲狮优化器 Puma Optimizer (PO)

  326. 鹦鹉优化器 Parrot optimizer(PO)

  327. 角蜥优化算法 Horned Lizard Optimization Algorithm (HLOA)

  328. 鹅优化算法 GOOSE Algorithm,GOOSE

  329. 河马优化算法 Hippopotamus Optimization Algorithm

  330. 深度睡眠优化器 Deep Sleep Optimizer,DSO

  331. 摆线搜索优化算法 Trochoid Search Optimization Algorithm (TSO)

  332. 正切搜索算法 Tangent Search Algorithm,TSA

  333. 足球队训练算法 Football Team Training Algorithm (FTTA) 

  334. 牛顿-拉夫逊优化算法 Newton-Raphson-Based Optimizer (NRBO)

  335. 基于pid的搜索算法 PID-based search algorithm (PSA)

  336. 爱情进化算法 Love Evolution Algorithm,lEA

  337. 非垄断搜索算法 non-monopolize search,NO

  338. 学前教育优化算法Preschool Education Optimization Algorithm,PEOA

  339. 吸引-排斥优化算法Attraction–Repulsion Optimization Algorithm,AROA

  340. Rao优化算法Rao algorithms, Rao

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