Optimization Algorithm

An optimization algorithm is a procedure which is executed iteratively by comparing various solutions till an optimum or a satisfactory solution is found. Below we have listed various optimization algorithm that can be developed using Matlab/Python programming and can be applied on electrical and power system applications.

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NATURE- AND BIO-INSPIRED META-HEURISTICS WITHIN THE BREEDING-BASED EVOLUTION CATEGORY

  • Artificial Infections Disease Optimization AIDO 2016

  • Asexual Reproduction Optimization ARO 2010

  • Biogeography Based Optimization BBO 2008

  • Bird Mating Optimization BMO 2014

  • Bean Optimization Algorithm BOA 2011

  • Coral Reefs Optimization CRO 2014

  • Dendritic Cells Algorithm DCA 2005

  • Differential Evolution DE 1997

  • Ecogeography-Based Optimization EBO 2014

  • Eco-Inspired Evolutionary Algorithm EEA 2011

  • Earthworm Optimization Algorithm EOA 2018

  • Evolution Strategies ES 2002

  • Genetic Algorithms GA 1989

  • Gene Expression GE 2001

  • Immune-Inspired Computational Intelligence ICI 2008

  • Improved Genetic Immune Algorithm IGIA 2017

  • Weed Colonization Optimization IWO 2006

  • Marriage In Honey Bees Optimization MHBO 2001

  • Queen-Bee Evolution QBE 2003

  • SuperBug Algorithm SuA 2012

  • Stem Cells Algorithm SCA 2011

  • Sheep Flock Heredity Model SFHM 2001

  • Swine Influenza Models Based Optimization SIMBO 2013

  • Self-Organizing Migrating Algorithm SOMA 2004

  • Variable Mesh Optimization VMO 2012

  • Virulence Optimization Algorithm VOA 2016

NATURE- AND BIO-INSPIRED META-HEURISTICS WITHIN THE SWARM INTELLIGENCE CATEGORY

  • Artificial Algae Algorithm AAA Micro Movement 2015

  • Artificial Beehive Algorithm ABA Flying Foraging 2009

  • Artificial Bee Colony ABC Flying Foraging 2007

  • Animal Behavior Hunting ABH Other Foraging 2014

  • African Buffalo Optimization ABO Terrestrial Foraging 2016

  • Andean Condor Algorithm ACA Flying Foraging 2019

  • Ant Colony Optimization ACO Terrestrial Foraging 1996

  • Ant Lion Optimizer ALO Terrestrial Foraging 2015

  • Artificial Searching Swarm Algorithm ASSA Other Movement 2009

  • Artificial Tribe Algorithm ATA Other Movement 2009

  • African Wild Dog Algorithm AWDA Terrestrial Foraging 2013

  • Bald Eagle Search BES Flying Foraging 2019

  • Bees Algorithm BA Flying Foraging 2006

  • Bumblebees BB Flying Foraging 2009

  • Bison Behavior Algorithm BBA Terrestrial Movement 2019

  • Bee Colony-Inspired Algorithm BCIA Flying Foraging 2009

  • Bee Colony Optimization BCO Flying Foraging 2005

  • Bacterial Colony Optimization BCO.1 Micro Foraging 2012

  • Bacterial Chemotaxis Optimization BCO.2 Micro Foraging 2002

  • Biomimicry Of Social Foraging Bacteria for Distributed Optimization

  • Binary Whale Optimization Algorithm BWOA Aquatic Foraging 2019

  • BFOA Micro Foraging 2002

  • Bacterial Foraging Optimization BFOA.1 Micro Foraging 2009

  • Bacterial-GA Foraging BGAF Micro Foraging 2007

  • BeeHive Algorithm BHA Flying Foraging 2004

  • Bees Life Algorithm BLA Flying Foraging 2018

  • Bat Intelligence BI Flying Foraging 2012

  • Bat Inspired Algorithm BIA Flying Foraging 2010

  • Biology Migration Algorithm BMA Other Movement 2019

  • Blind, Naked Mole-Rats Algorithm BNMR Terrestrial Foraging 2013

  • Butterfly Optimizer BO Flying Movement 2015

  • Bee System BS Flying Foraging 1997

  • Bee System BS.1 Flying Foraging 2002

  • Bird Swarm Algorithm BSA Flying Movement 2016

  • Bee Swarm Optimization BSO Flying Foraging 2010

  • Bioluminiscent Swarm Optimization Algorithm BSO.1 Flying Foraging 2011

  • Bees Swarm Optimization Algorithm BSOA Flying Foraging 2005

  • Collective Animal Behavior CAB Other Foraging 2012

  • Cheetah Based Algorithm CBA Terrestrial Movement 2018

  • Catfish Optimization Algorithm CAO Aquatic Movement 2011

  • Cricket Behavior-Based Algorithm CBBE Terrestrial Movement 2016

  • Cultural Coyote Optimization Algorithm CCOA Terrestrial Movement 2019

  • Chaotic Dragonfly Algorithm CDA Flying Foraging 2018

  • Cuttlefish Algorithm CFA Aquatic Movement 2013

  • Consultant Guide Search CGS Other Movement 2010

  • Cuckoo Optimization Algorithm COA Flying Foraging 2011

  • Camel Travelling Behavior COA.1 Terrestrial Movement 2016

  • Coyote Optimization Algorithm COA.2 Terrestrial Movement 2018

  • Cuckoo Search CS Flying Foraging 2009

  • Crow Search Algorithm CSA Flying Movement 2016

  • Cat Swarm Optimization CSO Terrestrial Movement 2006

  • Chicken Swarm Optimization CSO.1 Terrestrial Movement 2014

  • Dragonfly Algorithm DA Flying Foraging 2016

  • Dolphin Echolocation DE.1 Aquatic Foraging 2013

  • Dolphin Partner Optimization DPO Aquatic Movement 2009

  • Elephant Herding Optimization EHO Terrestrial Movement 2016

  • Eagle Strategy ES.1 Flying Foraging 2010

  • Elephant Search Algorithm ESA Terrestrial Foraging 2015

  • Egyptian Vulture Optimization Algorithm EV Flying Foraging 2013

  • Firefly Algorithm FA Flying Foraging 2009

  • Flocking Base Algorithms FBA Flying Movement 2006

  • Fast Bacterial Swarming Algorithm FBSA Micro Foraging 2008

  • Frog Call Inspired Algorithm FCA Terrestrial Movement 2009

  • Flock by Leader FL Flying Movement 2012

  • Fruit Fly Optimization Algorithm FOA Flying Foraging 2012

  • Fish Swarm Algorithm FSA Aquatic Foraging 2011

  • Fish School Search FSS Aquatic Foraging 2008

  • Group Escape Behavior GEB Aquatic Movement 2011

  • Good Lattice Swarm Optimization GLSO Other Movement 2007

  • Grasshopper Optimisation Algorithm GOA Terrestrial Foraging 2017

  • Glowworm Swarm Optimization GSO Micro Movement 2013

  • Group Search Optimizer GSO.1 Other Movement 2009

  • Goose Team Optimization GTO Flying Movement 2008

  • Grey Wolf Optimizer GWO Terrestrial Foraging 2014

  • Harry’s Hawk Optimization Algorithm HHO Flying Foraging 2019

  • Hoopoe Heuristic Optimization HHO.1 Flying Foraging 2012

  • Hunting Search HuS Other Foraging 2010

  • Honeybee Social Foraging HSF Flying Foraging 2007

  • Hierarchical Swarm Model HSM Other Movement 2010

  • Hypercube Natural Aggregation Algorithm HYNAA Other Movement 2019

  • Improved Raven Roosting Algorithm IRRO Flying Movement 2018

  • Invasive Tumor Optimization Algorithm ITGO Micro Movement 2015

  • Jaguar Algorithm JA Terrestrial Foraging 2015

  • Krill Herd KH Aquatic Foraging 2012

  • Killer Whale Algorithm KWA Aquatic Foraging 2017

  • Lion Algorithm LA Terrestrial Foraging 2012

  • Seven-Spot Labybird Optimization LBO Flying Foraging 2013

  • Laying Chicken Algorithm LCA Terrestrial Movement 2017

  • Lion Optimization Algorithm LOA Terrestrial Foraging 2016

  • Locust Swarms Optimization LSO Aquatic Foraging 2009

  • Magnetotactic Bacteria Optimization Algorithm MBO Micro Movement 2013

  • Monarch Butterfly Optimization MBO.1 Flying Movement 2017

  • Migrating Birds Optimization MBO.2 Flying Movement 2012

  • Mouth Breeding Fish Algorithm MBF Aquatic Foraging 2018

  • Modified Cuckoo Search MCS Flying Foraging 2009

  • Modified Cockroach Swarm Optimization MCSO Terrestrial Foraging 2011

  • Moth Flame Optimization Algorithm MFO Flying Movement 2015

  • Mosquito Flying Optimization MFO.1 Flying Foraging 2016

  • Meerkats Inspired Algorithm MIA Terrestrial Movement 2018

  • Mox Optimization Algorithm MOX Flying Movement 2011

  • Monkey Search MS Terrestrial Foraging 2007

  • Natural Aggregation Algorithm NAA Other Movement 2016

  • Naked Moled Rat NMR Terrestrial Movement 2019

  • Nomadic People Optimizer NPO Other Movement 2019

  • OptBees OB Flying Foraging 2012

  • Optimal Foraging Algorithm OFA Other Foraging 2017

  • Pity Beetle Algorithm PBA Terrestrial Foraging 2018

  • Pigeon Inspired Optimization PIO Flying Movement 2014

  • Population Migration Algorithm PMA Other Movement 2009

  • Prey Predator Algorithm PPA Other Foraging 2015

  • Particle Swarm Optimization PSO Flying Movement 1995

  • Penguins Search Optimization Algorithm PSOA Aquatic Foraging 2013

  • Regular Butterfly Optimization Algorithm RBOA Flying Foraging 2019

  • Red Deer Algorithm RDA Terrestrial Movement 2016

  • Rhino Herd Behavior RHB Terrestrial Movement 2018

  • Roach Infestation Problem RIO Terrestrial Foraging 2008

  • Reincarnation Concept Optimization Algorithm ROA Other Movement 2010

  • Shark Search Algorithm SA Aquatic Foraging 1998

  • Simulated Bee Colony SBC Flying Foraging 2009

  • Satin Bowerbird Optimizer SBO Flying Movement 2017

  • Sine Cosine Algorithm SCA.2 Other Movement 2016

  • Snap-Drift Cuckoo Search SDCS Flying Foraging 2016

  • Shuffled Frog-Leaping Algorithm SFLA Terrestrial Movement 2006

  • Spotted Hyena Optimizer SHO Terrestrial Foraging 2017

  • Swarm Inspired Projection Algorithm SIP Flying Foraging 2009

  • Slime Mould Algorithm SMA Micro Foraging 2008

  • Spider Monkey Optimization SMO Terrestrial Foraging 2014

  • Seeker Optimization Algorithm SOA Other Movement 2007

  • Symbiosis Organisms Search SOS Other Movement 2014

  • Social Spider Algorithm SSA Terrestrial Foraging 2015

  • Squirrel Search Algorithm SSA.1 Flying Movement 2019

  • Salp Swarm Algorithm SSA.2 Aquatic Foraging 2017

  • Shark Smell Optimization SSO Aquatic Foraging 2016

  • Swallow Swarm Optimization SSO.1 Flying Foraging 2013

  • Social Spider Optimization SSO.2 Terrestrial Foraging 2013

  • See-See Partidge Chicks Optimization SSPCO Flying Movement 2015

  • Surface-Simplex Swarm Evolution Algorithm SSSE Other Movement 2017

  • Sperm Whale Algorithm SWA Aquatic Movement 2016

  • Termite Hill Algorithm TA Terrestrial Foraging 2012

  • Termite Colony Optimization TCO Terrestrial Foraging 2010

  • The Great Salmon Run Algorithm TGSR Aquatic Movement 2013

  • Virtual Ants Algorithm VAA Flying Foraging 2006

  • Virtual Bees Algorithm VBA Flying Foraging 2005

  • Virus Colony Search VCS Micro Movement 2016

  • Virus Optimization Algorithm VOA.1 Micro Movement 2009

  • Viral Systems Optimization VSO Micro Movement 2008

  • Wasp Colonies Algorithm WCA Flying Foraging 1991

  • Wolf Colony Algorithm WCA.1 Terrestrial Foraging 2011

  • Worm Optimization WO Micro Foraging 2014

  • Whale Optimization Algorithm WOA Aquatic Foraging 2016

  • Wolf Pack Search WPS Terrestrial Foraging 2007

  • Weightless Swarm Algorithm WSA Other Movement 2012

  • Wolf Search Algorithm WSA.1 Terrestrial Foraging 2012

  • Wasp Swarm Optimization WSO Flying Foraging 2005

  • Zombie Survival Optimization ZSO Other Foraging 2012

NATURE- AND BIO-INSPIRED META-HEURISTICS WITHIN THE PHYSICS BASED CATEGORY

  • Artificial Physics Optimization APO 2009

  • Big Bang Big Crunch BBBC 2006

  • Black Hole Optimization BH 2013

  • Colliding Bodies Optimization CBO 2014

  • Crystal Energy Optimization Algorithm CEO 2016

  • Central Force Optimization CFO 2008

  • Charged Systems Search CSS 2010

  • Electromagnetic Field Optimization EFO 2016

  • Electromagnetism Mechanism Optimization EMO 2003

  • Galaxy Based Search Algorithm GBSA 2011

  • Gravitational Clustering Algorithm GCA 1999

  • Gravitational Emulation Local Search GELS 2009

  • Gravitational Field Algorithm GFA 2010

  • Gravitational Interactions Algorithm GIO 2011

  • General Relativity Search Algorithm GRSA 2015

  • Gravitational Search Algorithm GSA 2009

  • Galactic Swarm Optimization GSO.2 2016

  • Harmony Elements Algorithm HEA 2009

  • Hysteresis for Optimization HO 2002

  • Hurricane Based Optimization Algorithm HO.2 2014

  • Harmony Search HS 2005

  • Intelligence Water Drops Algorithm IWD 2009

  • Light Ray Optimization LRO 2010 [

  • Lightning Search Algorithm LSA 2015

  • Magnetic Optimization Algorithm MFO.2 2008

  • Method of Musical Composition MMC 2014

  • Melody Search MS.1 2011

  • Multi-Verse Optimizer MVO 2016

  • Optics Inspired Optimization OIO 2015

  • Particle Collision Algorithm PCA 2007

  • PopMusic Algorithm PopMusic 2002

  • Quantum Superposition Algorithm QSA 2015

  • Rain-Fall Optimization Algorithm RFOA 2017

  • River Formation Dynamics RFD 2007

  • Radial Movement Optimization RMO 2014

  • Ray Optimization RO 2012

  • Space Gravitational Algorithm SGA 2005

  • Sonar Inspired Optimization SIO 2017

  • States Matter Optimization Algorithm SMS 2014

  • Spiral Dynamics Optimization SO 2011

  • Spiral Optimization Algorithm SPOA 2010

  • Self-Driven Particles SPP 1995

  • Vibrating Particle Systems Algorithm VPO 2017

  • Vortex Search Algorithm VS 2015

  • Water Cycle Algorithm WCA.2 2012

  • Water Evaporation Optimization WEO 2016

  • Water Flow-Like Algorithms WFA 2007

  • Water Flow Algorithm WFA.1 2007

  • Water-Flow Algorithm Optimization WFO 2011

  • Water Wave Optimization Algorithm WWA 2015

NATURE- AND BIO-INSPIRED META-HEURISTICS WITHIN THE SOCIAL HUMAN BEHAVIOR BASED CATEGORY

  • Anarchic Society Optimization ASO 2012

  • Brain Storm Optimization Algorithm BSO.2 2011

  • Bus Transportation Behaviour BTA 2019

  • Collective Decision Optimization Algorithm CDOA 2017

  • Cognitive Behaviour Optimization Algorithm COA.3 2016

  • Competitive Optimization Algorithm COOA 2016

  • Cultural Algorithms CA 1999

  • Duelist Optimization Algorithm DOA 2016

  • Football Game Inspired Algorithms FCA.1 2009

  • FIFA World Cup Competitions FIFAAO 2016

  • Golden Ball Algorithm GBA 2014

  • Global-Best Brain Storm Optimization Algorithm GBSO 2017

  • Group Counseling Optimization GCO 2010

  • Group Leaders Optimization Algorithm GLOA 2011

  • Greedy Politics Optimization Algorithm GPO 2014

  • Human Evolutionary Model HEM 2007

  • Human Group Formation HGF 2010

  • Human-Inspired Algorithms HIA 2009

  • Ideology Algorithm IA 2016

  • Imperialist Competitive Algorithm ICA 2007

  • League Championship Algorithm LCA.1 2014

  • Leaders and Followers Algorithm LFA 2015

  • Old Bachelor Acceptance OBA 1995

  • Oriented Search Algorithm OSA 2008

  • Parliamentary Optimization Algorithm POA 2008

  • Queuing Search Algorithm QSA.1 2018

  • Social Behaviour Optimization Algorithm SBO.1 2003

  • Social Cognitive Optimization Algorithm SCOA 2010

  • Social Emotional Optimization Algorithm SEA 2010

  • Stochastic Focusing Search SFS 2008

  • Soccer Game Optimization SGO 2012

  • Soccer League Competition SLC 2014

  • Teaching-Learning Based Optimization Algorithm TLBO 2011

  • Tug Of War Optimization TWO 2016

  • Unconscious Search US 2012

  • Volleyball Premier League Algorithm VPL 2017

NATURE- AND BIO-INSPIRED META-HEURISTICS WITHIN THE CHEMISTRY BASED CATEGORY

  • Artificial Chemical Process ACP 2005

  • Artificial Chemical Reaction Optimization Algorithm ACROA 2011

  • Artificial Reaction Algorithm ARA 2013

  • Chemical Reaction Optimization Algorithm CRO.1 2010

  • Gases Brownian Motion Optimization GBMO 2013

  • Ions Motion Optimization Algorithm IMO 2015

  • Integrated Radiation Optimization IRO 2007

  • Kinetic Gas Molecules Optimization KGMO 2014

  • Photosynthetic Algorithm PA 1999

  • Simulated Annealing SA.1 1989

  • Synergistic Fibroblast Optimization SFO 2017

  • Thermal Exchange Optimization TEO 2017

NATURE- AND BIO-INSPIRED META-HEURISTICS WITHIN THE PLANTS BASED CATEGORY

  • Artificial Plants Optimization Algorithm APO.1 2013

  • Forest Optimization Algorithm FOA.1 2014

  • Flower Pollination Algorithm FPA 2012

  • Natural Forest Regeneration Algorithm NFR 2016

  • Plant Propagation Algorithm PPA.1 2009

  • Paddy Field Algorithm PFA 2009

  • Runner Root Algorithm RRA 2015

  • Saplings Growing Up Algorithm SGA.1 2007

  • Self-Defense Mechanism Of The Plants Algorithm SDMA 2018

  • Tree Growth Algorithm TGA 2019

NATURE- AND BIO-INSPIRED META-HEURISTICS WITHIN THE MISCELLANEOUS CATEGORY

  • Atmosphere Clouds Model ACM 2013

  • Artificial Cooperative Search ACS 2012

  • Across Neighbourhood Search ANS 2016

  • Bar Systems BS.2 2008

  • Backtracking Search Optimization BSO.3 2012

  • Cloud Model-Based Algorithm CMBDE 2012

  • Chaos Optimization Algorithm COA.4 1998

  • Clonal Selection Algorithm CSA.1 2000

  • Differential Search Algorithm DSA 2012

  • Exchange Market Algorithm EMA 2014

  • Extremal Optimization EO 2000

  • Fireworks Algorithm Optimization FAO 2010

  • Grenade Explosion Method GEM 2010

  • Golden Sine Algorithm GSA.1 2017

  • Heart Optimization HO.1 2014

  • Interior Search Algorithm ISA 2014

  • Keshtel Algorithm KA 2014

  • Kaizen Programming KP 2014

  • Membrane Algorithms MA 2005

  • Mine Blast Algorithm MBA 2013

  • Neuronal Communication Algorithm NCA 2017

  • Pearl Hunting Algorithm PHA 2012

  • Passing Vehicle Search PVS 2016

  • Artificial Raindrop Algorithm RDA.1 2014

  • Scientifics Algorithms SA.2 2014

  • Social Engineering Optimization SEO 2017

  • Stochastic Fractal Search SFS.1 2015

  • Search Group Algorithm SGA.2 2015

  • Simple Optimization SOPT 2012

  • Small World Optimization SWO 2006

  • The Great Deluge Algorithm TGD 1993

  • Wind Driven Optimization WDO 2010