基于250多种优化算法解决20种限制性工程设计问题

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：