实现250+种优化算法对变分模态分解（VMD）参数的优化（全网最全）

VMD方法在旋转机械故障诊断、生物医学工程信号处理、风速/风电功率预测、负荷预测、径流预测、金融时间处理等时间序列分析场景中得到广泛的应用。VMD的性能与两个关键参数（惩罚因子α和模态分解数K）相关。依靠人工经验选择参数难度大。

链接：250+种方法优化VMD

内含两种适应度函数进行优化：

1.适应度函数为排列熵（PE）最小

2.适应度函数为包络熵最小

内含实测风速数据作为测试数据

使用的250+算法有：

[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

[231]藤壶交配优化器Barnacles mating optimizer，BMO

[232]棕熊优化算法?Brown-bear Optimization Algorithm,BBOA

[233]象鼻虫危害优化算法Weevil Damage Optimization Algorithm (WDOA)

[234]蜜蜂捕食算法Bee-Eater Hunting (BEH) Algorithm

[235]山猫优化算法?Serval Optimization Algorithm

[236]瞪羚优化算法?Gazelle optimization algorithm，GOA

[237]倭黑猩猩优化器Bonobo optimizer, BO

[238]进化交配算法?Evolutionary Mating Algorithm (EMA)

[239]宽吻海豚优化器Bottlenose Dolphin Optimizer，BDO

[240]火鹰优化器Fire Hawk Optimizer (FHO)

[241]循环系统优化算法?Circulatory System Based Optimization，CSBO

[242]杨氏双缝实验优化器Young’s double-slit experiment optimizer (YDSE)

[243]内部搜索算法?Interior search algorithm (ISA)

[244]原子轨道搜索算法?Atomic Orbital Search (AOS)

[245]教与学优化算法Teaching-Learning-based Optimization (TLBO)

[246]几何平均优化器Geometric Mean Optimizer (GMO)

[247]成长优化器Growth Optimizer (GO)

[248]声纳启发优化算法?Sonar Inspired Optimization，SIO

[249]光谱优化器Light Spectrum Optimizer (LSO)

[250]指数分布优化器Exponential Distribution Optimizer (EDO)

测试信号

2维的IMF展示

3维的IMF展示