本作品提供了近几年经典、先进的优化算法，数量超过了250种（全网最全）。所有算法都能运行。 链接：https://mbd.pub/o/works/447025

20种限制性工程设计问题（全网最全）：

% 1.Three bar truss design 三杆桁架设计

% 2.Welded beam structure problem 焊接梁结构问题

% 3.tension/Compression spring design problem 张力/压缩弹簧设计问题

% 4.Speed Reducer 减速器

% 5.Cantilever Beam 悬臂梁

% 6.Pressure vessel design 压力容器设计

% 7.I-beam vertical deflection 工字钢垂直挠度

% 8.Gear train design 齿轮系设计

% 9.Tubular column design 管状柱设计

% 10.Corrugated bulkhead design 波纹舱壁设计

% 11.Piston lever 活塞杆

% 12.Reinforced concrete beam design 钢筋混凝土梁设计

% 13.Car side impact design 汽车侧面碰撞设计

% 14.Sawmill operation problem 锯木厂运行问题

% 15. hydro-static thrust bearing 静压推力轴承设计

% 16. Rolling element bearing design 滚动轴承设计

% 17. Multiple disk clutch brake design problem 多盘离合器制动器设计问题

% 18. Step-cone pulley problem 步进圆锥滑轮问题

% 19. Planetary gear train design optimization problem 行星轮系设计优化问题

% 20. Robot gripper problem 机器人夹持器问题

链接：230+优化算法

代码清单：

? [1]?人工蜜蜂优化算法?Artificial Bee Colony, ABC

[2]?人工蜂鸟算法?artificial hummingbird algorithm, AHA

[3]?蚁狮优化器?Ant Lion Optimizer (ALO)

[4]?天鹰优化器?Aquila Optimizer (AO)

[5]?人工兔优化算法?Artificial Rabbits Optimization (ARO)

[6]?非洲秃鹫优化算法?African vultures optimization algorithm, AVOA

[7]?蝙蝠算法?bat algorithm (BA)

[8]?天牛须搜索算法?Beetle Antennae Search Algorithm, BAS

[9]?蝴蝶优化算法?Butterfly optimization algorithm BOA

[10] 白鲸优化算法?Beluga whale optimization (BWO)

[11] 卷尾猴搜索算法?Capuchin search Algorithm CSA

[12] 猎豹优化算法?Cheetah Optimizaer (CO)

[13] 长鼻浣熊优化算法?Coati Optimization Algorithm, COA

[14] 布谷鸟搜索算法?Cuckoo Search (CS) algorithm

[15] 变色龙群优化算法?Chameleon Swarm Algorithm, CSA

[16] 蜻蜓优化算法? Dragonfly Algorithm (DA)

[17] 蜣螂优化器?Dung Beetle Optimize DBO

[18] 侏儒猫鼬优化算法? Dwarf Mongoose Optimization Algorithm, DMOA

[19] 澳洲野狗优化算法?Dingo Optimization Algorithm (DOA)

[20] 帝企鹅优化器?Emperor penguin optimizer EPO

[21] 遗传算法?Genetic Algorithm, GA

[22] 金豺优化算法?GOLDEN JACKAL OPTIMIZATION ALGORITHM GJO

[23] 蚱蜢优化算法?Grasshopper Optimization Algorithm (GOA)

[24] 大猩猩优化?Artificial gorilla troops optimizer AGTO

[25] 灰狼优化器Grey Wolf Optimizer (GWO)

[26] 哈里斯鹰优化算法?Harris hawks optimization HHO

[27] 跳蛛优化算法? Jumping Spider Optimization Algorithm (JSOA)

[28] 飞蛾扑火算法?Moth-Flame Optimization Algorithm (MFO)

[29] 海洋捕食者算法? Marine Predators Algorithm MPA

[30] 北方苍鹰优化算法?Northern Goshawk Optimization，NGO

[31] 鱼鹰优化算法?Osprey optimization algorithm OOA

[32] 孔雀优化算法?Peafowl Optimization Algorithm (POA)

[33] 鸽群优化算法?Pigeon-inspired Optimization algorithm, PIO

[34] 鹈鹕优化算法?Pelican Optimization Algorithm POA

[35] 爬行动物搜索算法?Reptile Search Algroithm RSA

[36] 鼠群优化器?Rat Swarm Optimizer RSO

[37] 沙猫优化算法?SAND CAT Swarm OPTIMIZATION ALGORITHM, SCSO

[38] 混合蛙跳算法?Shuffled Frog Leaping Algorithm (SFLA)

[39] 斑鬣狗优化算法?Spotted Hyena Optimizer (SHO)

[40] 黏菌优化算法?Slime Mould Algorithm SMA

[41] 蛇优化器?Snake Optimizer (SO)

[42] 海鸥优化算法?Seagull Optimization Algorithm (SOA)

[43] 麻雀搜索算法?sparrow search algorithm (SSA),

[44] 樽海鞘算法? Salp Swarm Algorithm (SSA)

[45] 乌燕优化算法?Sooty Tern Optimization Algorithm，STOA

[46] 袋獾优化算法?Tasmanian Devil Optimization,TDO

[47] 囊状群算法?Tunicate Swarm Algorithm，TSA

[48] 鲸鱼优化算法?Whale Optimization Algorithm (WOA)

[49] 大白鲨优化器?White Shark Optimizer (WSO)

[50] 斑马优化算法?Zebra Optimization Algorithm，ZOA

[51] 野燕算法?Wild Geese Algorithm - WGA

[52] 山羚羊优化器?Mountain Gazelle Optimizer(MGO)

[53] 巨鲹优化器?Giant Trevally Optimizer (GTO)

[54] 蜜罐算法?Honey Badger Algorithm,HBA

[55] 磷虾群?Krill Herd Algorithm?(KH)

[56] 蝠鲼觅食优化?Manta ray foraging optimization，MRFO

[57] 树木生长算法?Tree growth algorithm (TGA)

[58] 人工蝴蝶优化算法?Artificial Butterfly Optimization，ABO

[59] 乌鸦搜索算法?Crow search algorithm-CSA

[60] 树木生理算法?Tree Physiology Optimization (TPO)

[61] 树种优化算法?Tree Seed Algorithm，TSA

[62] 白骨顶鸡优化算法?COOT optimization algorithm，COOT

[63] 果蝇优化算法?Fruit Fly Optimization Algorithm,FOA.

[64] 缎蓝园丁鸟优化器?Satin bowerbird optimizer，SBO

[65] 花朵授粉算法?Flower pollenation algorithm (FPA)

[66] 共生生物搜索算法? Symbiotic Organisms Search(SOS)

[67] 生物地理优化?Biogeography-Based Optimization (BBO)

[68] 入侵杂草优化算法?Invasive Weed Optimization,IWO

[69] 萤火虫算法? Firefly Algorithm，FA

[70] 蚁群系统?Ant Colony System- ACS

[71] 精子群优化算法?Sperm Swarm Optimization,SSO

[72] 粒子群优化算法?Particle Swarm optimization,PSO

[73] 细菌觅食优化算法?Bacterial Foraging Optimization Algorithm，BFO

[74] 松鼠搜索算法?Squirrel-Search-Algorithm，SSA

[75] 布谷鸟优化算法?Cuckoo Optimization Algorithm - COA

[76] 狐狸优化算法?Fox-inspired Optimization Algorithm，FOX

[77] 野马算法?Wild Horse Optimizer,WHO

[78] 猎食者算法?Hunter–prey optimization,HPO

[79] 鼠妇算法?Porcellio scaber algorithm,PSA

[80] 水母搜索器算法?Jellyfish Search Optimizer (JS)

[81] 群居蜘蛛算法?Social Spider Optimization,SSO

[82] 寄生捕食算法?Parasitism – Predation algorithm (PPA)

[83] 鸡群优化算法?Chicken Swarm Optimization (CSO)

[84] 海马优化器?Sea-horse optimizer，SHO

[85] 蜉蝣算法?mayfly optimization algorithm，MA

[86] 蛾群算法?Moth Swarm Algorithm (MSA)

[87] 动物迁徙算法?Animal Migration Optimization,AMO

[88] 猫群算法?Cat Swarm Optimization，CSO

[89] 食肉植物算法?carnivorous plant algorithm (CPA)

[90] 蜘蛛猴算法?SPIDER MONKEY OPTIMIZATION，SMO

[91] 飞狐优化算法?Flying Foxes Optimization,FFO

[92] 蜘蛛蜂优化器?Spider Wasp Optimizer (SWO)

[93] 胡桃夹子优化算法?Nutcracker Optimization Algorithm (NOA)

[94] 旗鱼优化器?Sailfish Optimizer - SFO

[95] 帝王蝶优化算法?Monarch butterfly optimization,MBO

[96] 象群优化算法?Elephant Herding Optimization (EHO)

[97] 金鹰优化器?Golden Eagle Optimizer，GEO

[98] 红鸢优化算法?Red kite Optimization Algorithm，ROA

[99] 秃鹰搜索优化算法?Bald eagle search Optimization algorithm，BES

[100]?自私兽群优化器?Selfish Herd Optimizer (SHO)

[101]?差分进化算法?Differential Evolution (DE)

[102]?和声搜索算法?Harmony Search, HS

[103]?阿里巴巴和四十大盗算法?Ali baba and the Forty Thieves (AFT) algorithm AFT

[104]?算术优化算法?Arithmetic Optimization Algorithm (AOA)

[105]?富兰克林定律算法?Franklin’s Laws Inspired Algorithm (CFA)

[106]?平衡优化器?Equilibrium Optimizer，EO

[107]?流向算法?Flow Direction Algorithm (FDA):

[108]?引力搜索算法?Gravitational Search Algorithm，GSA

[109]?饥饿游戏搜索算法?Hunger Games Search (HGS)

[110]?加权均值向量算法?weIghted meaN oF vectOrs (INFO)

[111]?多元宇宙优化器? Multi-Verse Optimizer (MVO)

[112]?霜冰优化算法?rime optimization algorithm (RIME)

[113]?龙格库塔优化?RUNge Kutta optimizer (RUN)

[114]?模拟退火算法? Simulated Annealing，SA

[115]?正弦余弦算法?Sine Cosine Algorithm (SCA)?

[116]?教与学优化算法?teaching-learning- Studying based optimization, TLSBO

[117]?水湍流优化算法?Turbulent Flow of Water-based Optimization (TFWO)

[118]?烹饪培训优化算法?Chef-Based Optimization Algorithm (CBOA)

[119]?减法平均优化器?Subtraction-Average-Based Optimizer SABO

[120]?驾驶训练优化?Driving Training-Based Optimization，DTBO

[121]?梯度优化器?gradient-based optimizer (GBO)

[122]?黑寡妇优化算法?Black Widow Optimization Algorithm ，BWOA

[123]?亨利气体溶解优化算法?Henry gas solubility optimization，HGSO

[124]?广义正态分布优化?Generalized Normal Distribution Optimization，GNDO

[125]?阿基米德优化算法?Archimedes optimization algorithm,AOA

[126]?凌日搜索?Transit Search Optimization Algorithm，TS

[127]?莱维飞行分布算法?Lévy flight distribution，LFD

[128]?逻辑优化算法?Incomprehensible but Intelligible in time logics，ILA

[129]?菲克定律算法?Fick's Law Algorithm(FLA)

[130]?头脑风暴算法?Brain Storm Optimization - BSO

[131]?原子搜索算法?Atom Search Optimization (ASO)

[132]?探路者算法?Pathfinder Algorithm， PFA

[133]?贫富优化算法?Poor and rich optimization algorithm，PRO

[134]?人类学习优化算法?Human Learning Optimization - HLO

[135]?学生心理的优化算法?Student psychology based optimization algorithm，SPBO

[136]?JAYA算法Jaya Algorithm, JAYA

[137]?文化算法? Cultural Algorithm - CA

[138]?帝国主义竞争算法?Imperialist Competitive Algorithm (ICA)

[139]?协方差矩阵自适应进化算法?Covariance Matrix Adaptation Evolution Strategy (CMA-ES)

[140]?未来搜索算法?Future search algorithm (FSA)

[141]?闪电搜索算法?Lightning Search Algorithm (LSA)

[142]?加权超位置吸引算法?Weighted Superposition Attraction (WSA)

[143]?战争策略算法?War Strategy Optimization Algorithm -WSO

[144]?静电放电算法?Electrostatic Discharge Algorithm,ESDA

[145]?堆优化器?Heap-Based Optimizer, HBO

[146]?冠状病毒群体免疫优化?Coronavirus herd immunity optimizer (CHIO)

[147]?开普勒优化算法?Kepler Optimization Algorithm (KOA)

[148]?人工生态系统优化?Artificial ecosystem-based optimization (AEO)

[149]?人工电场算法?Artificial Electric Field Algorithm,AEFA

[150]?热交换优化?Thermal exchange optimization，TEO

[151]?风驱动优化?Wind Driven Optimization (WDO)

[152]?材料生成算法?Material Generation Algorithm (MGA)

[153]?孙子兵法优化器?Art Of War optimizer (AOW)

[154]?足球联赛竞争算法?Soccer League Competition Algorithm，SLC

[155]鱼优化算法 ?Remora Optimization Algorithm，ROA

[156] ?熊气味搜索算法?bear smell search algorithm,BSSA

[157] ?萤火虫群优化算法?Firebug Swarm Optimization (FSO) Algorithm

[158] ?向日葵优化算法?Sunflower Optimization，SFO

[159] ?白鹭群优化算法?Egret Swarm Optimization Algorithm

[160] ?郊狼优化算法?coyote optimization algorithm, COA

[161] ?绯鲵鲣算法? Yellow Saddle Goatfish Algorithm (YSGA)

[162] ?珊瑚礁优化算法?Coral Reefs Optimization - CRO

[163] ?森林优化算法?Forest Optimization Algorithm，FOA

[164] ?猫和老鼠优化器?Cat and mouse based optimizer

[165] ?裸鼹鼠算法?naked mole-rat algorithm, NMRA

[166] ?金枪鱼优化算法?Tuna swarm optimization，TSO

[167] ?嗅觉优化算法?Smell Agent Optimization，SAO

[168] ?电磁场优化算法?Electromagnetic Field Optimization，EFO

[169] ?晶体结构算法?Crystal Structure Algorithm (CryStAl)

[170] ?混沌博弈算法?Chaos Game Optimization (CGO)

[171] ?社交网络搜索?social Network Search,SNS

[172] ?随机分形搜索算法?Stochastic Fractal Search Algorithm - SFS

[173] ?黑洞算法?Black Hole Algorithm - BHA

[174] ?变邻域搜索算法?Variable Neighborhood Search,VNS

[175] ?带电粒子优化算法?Electric Charged Particles Optimization (ECPO)

[176] ?类电磁机制优化算法?Electromagnetism-like Mechanism Optimization Algorithm (EM)

[177] ?合作搜索算法?Cooperation search algorithm (CSA)

[178] ?供需算法?supply-demand-based optimization，SDO

[179] ?利希滕贝格算法?Lichtenberg Optimization Algorithm (LA)

[180] ?多跟踪器优化算法?Multi-tracker Optimization Algorithm (MTOA)

[181] ?学校算法?School Based Optimization (SBO)

[182] ?黄金正弦算法?Golden sine algorithm, GoldSA

[183] ?纵横交叉优化器? crisscross search optimizer - CRISSCROSS

[184] ?法医调查优化算法?Forensic-based investigation algorithm，FBI

[185] ?水循环算法?Water Cycle Algorithm (WCA)

[186] ?神经网络算法?Neural Network Algorithm (NNA)

[187] ?泥环算法?Mud Ring Algorithm (MRA)

[188] ?五行算法?Five Phases Algorithm (FivePA)

[189] ?大逃杀优化算法?Battle Royale Optimization Algorithm (BRO)

[190] ?知识获取共享算法?Gaining-Sharing Knowledge Based Algorithm - GSKA

[191] ?人类受孕优化算法?Human Conception Optimization algorithm,HCO

[192] ?热传递关系优化算法?Heat transfer relation-based optimization algorithm (HTOA)

[193] ?搜索组算法?Search Group Algorithm - SGA

[194] ?联盟竞赛算法?League Championship Algorithm，LCA

[195] ?光学启发优化算法?Optics Inspired Optiization - OIO

[196] ?群体机器人搜索和救援?Swarm robotics search & rescue，SRSR

[197] ?切诺贝利灾难优化器? Chernobyl Disaster Optimizer (CDO)

[198] ?社交滑雪驱动算法?social ski driver algorithm，SSD

[199] ?圆圈搜索算法?Circle Search Algorithm (CSA)

[200] ?类帕累托贯序抽样算法?Pareto-like Sequential Sampling Algorithm (PSS)

[201] ?成功历史智能优化器?Success history intelligent optimizer (SHIO)

[202] ?能量谷优化算法?Energy valley optimizer,EVO

[203] ?拔河优化算法?Tug of War Optimization Algorithm，TOW

[204] ?骑手优化算法?Rider Optimization Algorithm，ROA

[205] 科莫多巨蜥算法 KomodoMlipir Algorithm，KMA

[206] 帝企鹅优化算法 AptenodytesForsteri Optimization algorithm (AFO)

[207] 蝗虫搜索算法? LocustSearch (LS) Algorithm

[208] 蚁群优化算法? AntColony Optimization (ACO)

[209] 蒲公英优化器? DandelionOptimizer，DO

[210] 巨型睡莲优化算法? VictoriaAmazonica Optimization (VAO)

[211] 蚯蚓优化算法? EarthwormOptimization Algorithm (EWA)

[212] 飞蛾搜索算法? MothSearch (MS) algorithm

[213] 最优捕食算法? OptimalForaging Algorithm

[214] 政治优化器 PoliticalOptimizer，PO

[215] 最有价值球员算法? MostValuable Player Algorithm

[216] 淘金优化算法? GoldRush Optimizer (GRO)

[217] 动态狩猎领导优化算法? DynamicHunting Leadership optimization algorithm，DHL

[218] 回溯搜索优化算法? BacktrackingSearch Optimization Algorithm，BSA

[219] 人群漩涡搜索算法? Population-basedVortex Search Algorithm

[220] 吉萨金子塔建造算法 GizaPyramids Construction (GPC)

[221] 雷电附着优化算法? LightningAttachment Procedure Optimization，LAPO

[222] 状态转移算法? StateTransition Algorithm

[223] 邻域一致算法? Neighborhood-basedConsensus

[224] 球形搜索优化器 Sphericalsearch optimizer

[225] 随机油漆算法? StochasticPaint Optimizer (SPO)

[226] 适应度相关优化器? FitnessDependent Optimizer，FDO

[227] 星系群优化算法 GalacticSwarm Optimization,GSO

[228] 广义相对论搜索算法 General RelativitySearch Algorithm，GRSA

[229] 雨水算法 RainWater Algorithm，RWA

[230] 阴阳对优化算法 Yin YangPair Optimization,YYPO

150+种算法对比结果展示：