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@incollection{yang2010new,
author = "Xin-She Yang",
booktitle = "Nature inspired cooperative strategies for optimization (NICSO 2010)",
pages = "65–74",
publisher = "Springer",
title = "A new metaheuristic bat-inspired algorithm",
year = "2010",
url={https://doi.org/10.1007/978-3-642-12538-6_6}
}
@incollection{yang2010firefly,
author = "Xin-She Yang",
booktitle = "Research and development in intelligent systems XXVI",
pages = "209–218",
publisher = "Springer",
title = "Firefly algorithm, Levy flights and global optimization",
year = "2010",
url={https://doi.org/10.1007/978-1-84882-983-1_15}
}
@incollection{marinakis2011bumble,
author = "Yannis Marinakis and Magdalene Marinaki",
booktitle = "Handbook of Swarm Intelligence",
pages = "347–369",
publisher = "Springer",
title = "Bumble bees mating optimization algorithm for the vehicle routing problem",
year = "2011",
url={https://doi.org/10.1007/978-3-642-17390-5_15}
}
@article{pan2012new,
author = "Wen-Tsao Pan",
journal = "Knowledge-Based Systems",
pages = "69–74",
publisher = "Elsevier",
title = "A new fruit fly optimization algorithm: taking the financial distress model as an example",
volume = "26",
year = "2012",
url={https://doi.org/10.1016/j.knosys.2011.07.001}
}
@article{gandomi2012krill,
author = "Amir Hossein Gandomi and Amir Hossein Alavi",
journal = "Communications in nonlinear science and numerical simulation",
number = "12",
pages = "4831–4845",
publisher = "Elsevier",
title = "Krill herd: a new bio-inspired optimization algorithm",
volume = "17",
year = "2012",
url={https://doi.org/10.1016/j.cnsns.2012.05.010}
}
@article{askarzadeh2013new,
author = "Alireza Askarzadeh and Alireza Rezazadeh",
journal = "International Journal of Energy Research",
number = "10",
pages = "1196–1204",
publisher = "Wiley Online Library",
title = "A new heuristic optimization algorithm for modeling of proton exchange membrane fuel cell: bird mating optimizer",
volume = "37",
year = "2013",
url={https://doi.org/10.1002/er.2915}
}
@article{kaveh2013new,
author = "A Kaveh and N Farhoudi",
journal = "Advances in Engineering Software",
pages = "53–70",
publisher = "Elsevier",
title = "A new optimization method: Dolphin echolocation",
volume = "59",
year = "2013",
url={https://doi.org/10.1016/j.advengsoft.2013.03.004}
}
@inproceedings{meng2014new,
author = "Xianbing Meng and Yu Liu and Xiaozhi Gao and Hengzhen Zhang",
booktitle = "International conference in swarm intelligence",
organization = "Springer",
pages = "86–94",
title = "A new bio-inspired algorithm: chicken swarm optimization",
year = "2014",
url={https://doi.org/10.1007/978-3-319-11857-4_10}
}
@article{wu2014wolf,
author = "Hu-Sheng Wu and Feng-Ming Zhang",
journal = "Mathematical Problems in Engineering",
publisher = "Hindawi",
title = "Wolf pack algorithm for unconstrained global optimization",
volume = "2014",
year = "2014",
url={https://doi.org/10.1155/2014/465082}
}
@article{mirjalili2014grey,
author = "Seyedali Mirjalili and Seyed Mohammad Mirjalili and Andrew Lewis",
journal = "Advances in engineering software",
pages = "46–61",
publisher = "Elsevier",
title = "Grey wolf optimizer",
volume = "69",
year = "2014",
url={https://doi.org/10.1016/j.advengsoft.2013.12.007}
}
@article{bansal2014spider,
author = "Jagdish Chand Bansal and Harish Sharma and Shimpi Singh Jadon and Maurice Clerc",
journal = "Memetic computing",
number = "1",
pages = "31–47",
publisher = "Springer",
title = "Spider monkey optimization algorithm for numerical optimization",
volume = "6",
year = "2014",
url={https://doi.org/10.1007/s12293-013-0128-0}
}
@article{mirjalili2015moth,
author = "Seyedali Mirjalili",
journal = "Knowledge-Based Systems",
pages = "228–249",
publisher = "Elsevier",
title = "Moth-flame optimization algorithm: A novel nature-inspired heuristic paradigm",
volume = "89",
year = "2015",
url={https://doi.org/10.1016/j.knosys.2015.07.006}
}
@article{mirjalili2015ant,
title={The ant lion optimizer},
author={Mirjalili, Seyedali},
journal={Advances in engineering software},
volume={83},
pages={80--98},
year={2015},
publisher={Elsevier},
url={https://doi.org/10.1016/j.advengsoft.2015.01.010}
}
@inproceedings{wang2015elephant,
title={Elephant herding optimization},
author={Wang, Gai-Ge and Deb, Suash and Coelho, Leandro dos S},
booktitle={2015 3rd International Symposium on Computational and Business Intelligence (ISCBI)},
pages={1--5},
year={2015},
organization={IEEE},
url={https://doi.org/10.1109/ISCBI.2015.8}
}
@article{abedinia2016new,
author = "Oveis Abedinia and Nima Amjady and Ali Ghasemi",
journal = "Complexity",
number = "5",
pages = "97–116",
publisher = "Wiley Online Library",
title = "A new metaheuristic algorithm based on shark smell optimization",
volume = "21",
year = "2016",
url={https://doi.org/10.1002/cplx.21634}
}
@article{askarzadeh2016novel,
author = "Alireza Askarzadeh",
journal = "Computers \& Structures",
pages = "1–12",
publisher = "Elsevier",
title = "A novel metaheuristic method for solving constrained engineering optimization problems: Crow search algorithm",
volume = "169",
year = "2016",
url={https://doi.org/10.1016/j.compstruc.2016.03.001}
}
@article{mirjalili2016whale,
author = "Seyedali Mirjalili and Andrew Lewis",
journal = "Advances in engineering software",
pages = "51–67",
publisher = "Elsevier",
title = "The whale optimization algorithm",
volume = "95",
year = "2016",
url={https://doi.org/10.1016/j.advengsoft.2016.01.008}
}
@article{meng2016new,
author = "Xian-Bing Meng and Xiao Zhi Gao and Lihua Lu and Yu Liu and Hengzhen Zhang",
journal = "Journal of Experimental \& Theoretical Artificial Intelligence",
number = "4",
pages = "673–687",
publisher = "Taylor \& Francis",
title = "A new bio-inspired optimisation algorithm: Bird Swarm Algorithm",
volume = "28",
year = "2016",
url={https://doi.org/10.1080/0952813X.2015.1042530}
}
@article{yazdani2016lion,
author = "Maziar Yazdani and Fariborz Jolai",
journal = "Journal of computational design and engineering",
number = "1",
pages = "24–36",
publisher = "Elsevier",
title = "Lion optimization algorithm (LOA): a nature-inspired metaheuristic algorithm",
volume = "3",
year = "2016",
url={https://doi.org/10.1016/j.jcde.2015.06.003}
}
@article{saremi2017grasshopper,
author = "Shahrzad Saremi and Seyedali Mirjalili and Andrew Lewis",
journal = "Advances in Engineering Software",
pages = "30–47",
publisher = "Elsevier",
title = "Grasshopper optimisation algorithm: theory and application",
volume = "105",
year = "2017",
url={https://doi.org/10.1016/j.advengsoft.2017.01.004}
}
@article{mirjalili2017salp,
author = "Seyedali Mirjalili and Amir H Gandomi and Seyedeh Zahra Mirjalili and Shahrzad Saremi and Hossam Faris and Seyed Mohammad Mirjalili",
journal = "Advances in Engineering Software",
pages = "163–191",
publisher = "Elsevier",
title = "Salp Swarm Algorithm: A bio-inspired optimizer for engineering design problems",
volume = "114",
year = "2017",
url={https://doi.org/10.1016/j.advengsoft.2017.07.002}
}
@article{dhiman2017spotted,
author = "Gaurav Dhiman and Vijay Kumar",
journal = "Advances in Engineering Software",
pages = "48–70",
publisher = "Elsevier",
title = "Spotted hyena optimizer: a novel bio-inspired based metaheuristic technique for engineering applications",
volume = "114",
year = "2017",
url={https://doi.org/10.1016/j.advengsoft.2017.05.014}
}
@article{kaveh2018lion,
author = "A Kaveh and S Mahjoubi",
journal = "Scientia Iranica",
pages = "3113–3132",
publisher = "Sharif University of Technology",
title = "Lion pride optimization algorithm: A meta-heuristic method for global optimization problems",
volume = "25",
year = "2018",
url={https://dx.doi.org/10.24200/sci.2018.20833}
}
@inproceedings{pierezan2018coyote,
title={Coyote optimization algorithm: a new metaheuristic for global optimization problems},
author={Pierezan, Juliano and Coelho, Leandro Dos Santos},
booktitle={2018 IEEE Congress on Evolutionary Computation (CEC)},
pages={1--8},
year={2018},
organization={IEEE},
url = {https://doi.org/10.1109/CEC.2018.8477769}
}
@article{dhiman2019seagull,
author = "Gaurav Dhiman and Vijay Kumar",
journal = "Knowledge-Based Systems",
pages = "169–196",
publisher = "Elsevier",
title = "Seagull optimization algorithm: Theory and its applications for large-scale industrial engineering problems",
volume = "165",
year = "2019",
url={https://doi.org/10.1016/j.knosys.2018.11.024}
}
@article{jain2019novel,
author = "Mohit Jain and Vijander Singh and Asha Rani",
journal = "Swarm and evolutionary computation",
pages = "148–175",
publisher = "Elsevier",
title = "A novel nature-inspired algorithm for optimization: Squirrel search algorithm",
volume = "44",
year = "2019",
url={https://doi.org/10.1016/j.swevo.2018.02.013}
}
@article{yapici2019new,
author = "Hamza Yapici and Nurettin Cetinkaya",
journal = "Applied Soft Computing",
pages = "545–568",
publisher = "Elsevier",
title = "A new meta-heuristic optimizer: Pathfinder algorithm",
volume = "78",
year = "2019",
url={https://doi.org/10.1016/j.asoc.2019.03.012}
}
@article{heidari2019harris,
author = "Ali Asghar Heidari and Seyedali Mirjalili and Hossam Faris and Ibrahim Aljarah and Majdi Mafarja and Huiling Chen",
journal = "Future Generation Computer Systems",
pages = "849–872",
publisher = "Elsevier",
title = "Harris Hawks optimization: Algorithm and applications",
volume = "97",
year = "2019",
url={https://doi.org/10.1016/j.future.2019.02.028}
}
@article{shadravan2019sailfish,
author = "S Shadravan and HR Naji and Vahid Khatibi Bardsiri",
journal = "Engineering Applications of Artificial Intelligence",
pages = "20–34",
publisher = "Elsevier",
title = "The Sailfish Optimizer: A novel nature-inspired metaheuristic algorithm for solving constrained engineering optimization problems",
volume = "80",
year = "2019",
url={https://doi.org/10.1016/j.engappai.2019.01.001}
}
@article{masadeh2019sea,
title={Sea Lion optimization algorithm},
author={Masadeh, Raja and Mahafzah, Basel A and Sharieh, Ahmad},
journal={Sea},
volume={10},
number={5},
year={2019},
url={https://dx.doi.org/10.14569/IJACSA.2019.0100548}
}
@article{zhao2020manta,
title={Manta ray foraging optimization: An effective bio-inspired optimizer for engineering applications},
author={Zhao, Weiguo and Zhang, Zhenxing and Wang, Liying},
journal={Engineering Applications of Artificial Intelligence},
volume={87},
pages={103300},
year={2020},
publisher={Elsevier},
url={https://doi.org/10.1016/j.engappai.2019.103300}
}
@article{faramarzi2020marine,
title={Marine predators algorithm: A nature-inspired Metaheuristic},
author={Faramarzi, Afshin and Heidarinejad, Mohammad and Mirjalili, Seyedali and Gandomi, Amir H},
journal={Expert Systems with Applications},
pages={113377},
year={2020},
publisher={Elsevier},
url={https://doi.org/10.1016/j.eswa.2020.113377}
}
@article{khishe2020chimp,
title={Chimp optimization algorithm},
author={Khishe, M and Mosavi, Mohammad Reza},
journal={Expert Systems with Applications},
pages={113338},
year={2020},
publisher={Elsevier},
url={https://doi.org/10.1016/j.eswa.2020.113338}
}
@article{xue2020novel,
title={A novel swarm intelligence optimization approach: sparrow search algorithm},
author={Xue, Jiankai and Shen, Bo},
journal={Systems Science \& Control Engineering},
volume={8},
number={1},
pages={22--34},
year={2020},
publisher={Taylor \& Francis},
url={https://doi.org/10.1080/21642583.2019.1708830}
}
@article{kaveh2012new,
title={A new meta-heuristic method: ray optimization},
author={Kaveh, A and Khayatazad, M},
journal={Computers \& structures},
volume={112},
pages={283--294},
year={2012},
publisher={Elsevier},
url = {https://doi.org/10.1016/j.compstruc.2012.09.003}
}
@article{kaveh2010novel,
title={A novel heuristic optimization method: charged system search},
author={Kaveh, A and Talatahari, S},
journal={Acta Mechanica},
volume={213},
number={3-4},
pages={267--289},
year={2010},
publisher={Springer},
url = {http://doi.org/10.1007/s00707-009-0270-4}
}
@article{hatamlou2013black,
title={Black hole: A new heuristic optimization approach for data clustering},
author={Hatamlou, Abdolreza},
journal={Information sciences},
volume={222},
pages={175--184},
year={2013},
publisher={Elsevier},
url={https://doi.org/10.1016/j.ins.2012.08.023}
}
@inproceedings{bayraktar2010wind,
title={Wind Driven Optimization (WDO): A novel nature-inspired optimization algorithm and its application to electromagnetics},
author={Bayraktar, Zikri and Komurcu, Muge and Werner, Douglas H},
booktitle={2010 IEEE antennas and propagation society international symposium},
pages={1--4},
year={2010},
organization={IEEE},
url={https://doi.org/10.1109/APS.2010.5562213}
}
@article{kaveh2014colliding,
title={Colliding bodies optimization: a novel meta-heuristic method},
author={Kaveh, Ali and Mahdavi, Vahid Reza},
journal={Computers \& Structures},
volume={139},
pages={18--27},
year={2014},
publisher={Elsevier},
url = {https://doi.org/10.1016/j.compstruc.2014.04.005}
}
@article{shareef2015lightning,
title={Lightning search algorithm},
author={Shareef, Hussain and Ibrahim, Ahmad Asrul and Mutlag, Ammar Hussein},
journal={Applied Soft Computing},
volume={36},
pages={315--333},
year={2015},
publisher={Elsevier},
url={https://doi.org/10.1016/j.asoc.2015.07.028}
}
@article{kaveh2016water,
title={Water evaporation optimization: a novel physically inspired optimization algorithm},
author={Kaveh, A and Bakhshpoori, T},
journal={Computers \& Structures},
volume={167},
pages={69--85},
year={2016},
publisher={Elsevier},
url = {https://doi.org/10.1016/j.compstruc.2016.01.008}
}
@article{mirjalili2016multi,
title={Multi-verse optimizer: a nature-inspired algorithm for global optimization},
author={Mirjalili, Seyedali and Mirjalili, Seyed Mohammad and Hatamlou, Abdolreza},
journal={Neural Computing and Applications},
volume={27},
number={2},
pages={495--513},
year={2016},
publisher={Springer},
url={https://doi.org/10.1007/s00521-015-1870-7}
}
@incollection{kaveh2017tug,
title={Tug of war optimization},
author={Kaveh, A},
booktitle={Advances in Metaheuristic Algorithms for Optimal Design of Structures},
pages={451--487},
year={2017},
publisher={Springer},
url={https://doi.org/10.1007/978-3-319-46173-1_15}
}
@article{abedinpourshotorban2016electromagnetic,
title={Electromagnetic field optimization: A physics-inspired metaheuristic optimization algorithm},
author={Abedinpourshotorban, Hosein and Shamsuddin, Siti Mariyam and Beheshti, Zahra and Jawawi, Dayang NA},
journal={Swarm and Evolutionary Computation},
volume={26},
pages={8--22},
year={2016},
publisher={Elsevier},
url={https://doi.org/10.1016/j.swevo.2015.07.002}
}
@article{kaveh2017new,
title={A new meta-heuristic algorithm: vibrating particles system},
author={Kaveh, A and Ghazaan, M Ilchi},
journal={Scientia Iranica. Transaction A, Civil Engineering},
volume={24},
number={2},
pages={551},
year={2017},
publisher={Sharif University of Technology},
url={https://dx.doi.org/10.24200/sci.2017.2417}
}
@article{kaveh2017novel,
title={A novel meta-heuristic optimization algorithm: thermal exchange optimization},
author={Kaveh, A and Dadras, A},
journal={Advances in Engineering Software},
volume={110},
pages={69--84},
year={2017},
publisher={Elsevier},
url={https://doi.org/10.1016/j.advengsoft.2017.03.014}
}
@article{rahmanzadeh2019electron,
title={Electron radar search algorithm: a novel developed meta-heuristic algorithm},
author={Rahmanzadeh, Sajjad and Pishvaee, Mir Saman},
journal={Soft Computing},
pages={1--23},
year={2019},
publisher={Springer},
url={https://doi.org/10.1007/s00500-019-04410-8}
}
@article{wei2019nuclear,
title={Nuclear reaction optimization: A novel and powerful physics-based algorithm for global optimization},
author={Wei, Zhenglei and Huang, Changqiang and Wang, Xiaofei and Han, Tong and Li, Yintong},
journal={IEEE Access},
volume={7},
pages={66084--66109},
year={2019},
publisher={IEEE},
url={https://doi.org/10.1109/ACCESS.2019.2918406}
}
@article{zhao2019atom,
title={Atom search optimization and its application to solve a hydrogeologic parameter estimation problem},
author={Zhao, Weiguo and Wang, Liying and Zhang, Zhenxing},
journal={Knowledge-Based Systems},
volume={163},
pages={283--304},
year={2019},
publisher={Elsevier},
url={https://doi.org/10.1016/j.knosys.2018.08.030}
}
@article{faramarzi2020equilibrium,
title={Equilibrium optimizer: A novel optimization algorithm},
author={Faramarzi, Afshin and Heidarinejad, Mohammad and Stephens, Brent and Mirjalili, Seyedali},
journal={Knowledge-Based Systems},
volume={191},
pages={105190},
year={2020},
publisher={Elsevier},
url={https://doi.org/10.1016/j.knosys.2019.105190}
}
@article{hashim2019henry,
title={Henry gas solubility optimization: A novel physics-based algorithm},
author={Hashim, Fatma A and Houssein, Essam H and Mabrouk, Mai S and Al-Atabany, Walid and Mirjalili, Seyedali},
journal={Future Generation Computer Systems},
volume={101},
pages={646--667},
year={2019},
publisher={Elsevier},
url={https://doi.org/10.1016/j.future.2019.07.015}
}
\begin{table}[]
\begin{tabular}{ccc}
\hline
\textbf{Year} & \textbf{Swarm-inspired} & \textbf{Physics-inspired} \\ \hline
\multirow{2}{*}{2010} & Bat Algorithm \cite{yang2010new} & Wind Driven Optimization \cite{bayraktar2010wind} \\ \cline{2-3}
& Firefly Algorithm \cite{yang2010firefly} & \\ \hline
2011 & Bumble Bees Mating Optimization \cite{marinakis2011bumble} & \\ \hline
\multirow{2}{*}{2012} & Fruit-fly Optimization Algorithm \cite{pan2012new} & Ray Optimization \cite{kaveh2012new} \\ \cline{2-3}
& Krill Herd Optimization \cite{gandomi2012krill} & Charged System Search \cite{kaveh2010novel} \\ \hline
\multirow{2}{*}{2013} & Bird Mating Optimization \cite{askarzadeh2013new} & Black Hole Optimization \cite{hatamlou2013black} \\ \cline{2-3}
& Dolphin Echolocation \cite{kaveh2013new} & \\ \hline
\multirow{4}{*}{2014} & Chicken Swarm Optimization \cite{meng2014new} & Colliding Bodies Optimization \cite{kaveh2014colliding} \\ \cline{2-3}
& Wolf Pack Algorithm \cite{wu2014wolf} & \\ \cline{2-3}
& Grey Wolf Optimization \cite{mirjalili2014grey} & \\ \cline{2-3}
& Spider Monkey Optimization \cite{bansal2014spider} & \\ \hline
\multirow{3}{*}{2015} & Moth-flame Optimization \cite{mirjalili2015moth} & Lightning Search Algorithm \cite{shareef2015lightning} \\ \cline{2-3}
& Ant Lion Optimization \cite{mirjalili2015ant} & \\ \cline{2-3}
& Elephant Herding Optimization \cite{wang2015elephant} & \\ \hline
\multirow{5}{*}{2016} & Shark Smell Optimization \cite{abedinia2016new} & Water Evaporation Optimization \cite{kaveh2016water} \\ \cline{2-3}
& Crow Search Algorithm \cite{askarzadeh2016novel} & Multi-Verse Optimization \cite{mirjalili2016multi} \\ \cline{2-3}
& Whale Optimization \cite{mirjalili2016whale} & Tug of War Optimization \cite{kaveh2017tug} \\ \cline{2-3}
& Bird Swarm Algorithm \cite{meng2016new} & Electromagnetic Field Optimization \cite{abedinpourshotorban2016electromagnetic} \\ \cline{2-3}
& Lion Optimization Algorithm \cite{yazdani2016lion} & \\ \hline
\multirow{3}{*}{2017} & Grasshopper Optimization \cite{saremi2017grasshopper} & Vibrating Particles System \cite{kaveh2017new} \\ \cline{2-3}
& Salp Swarm Algorithm \cite{mirjalili2017salp} & Thermal Exchange Optimization \cite{kaveh2017novel} \\ \cline{2-3}
& Spotted Hyena Optimization \cite{dhiman2017spotted} & \\ \hline
\multirow{2}{*}{2018} & Lion Pride Optimization \cite{kaveh2018lion} & \\ \cline{2-3}
& Coyote Optimization Algorithm \cite{pierezan2018coyote} & \\ \hline
\multirow{6}{*}{2019} & Seagull Optimization Algorithm \cite{dhiman2019seagull} & Electron Radar Search Algorithm \cite{rahmanzadeh2019electron} \\ \cline{2-3}
& Squirrel Search Algorithm \cite{jain2019novel} & Atom Search Optimization \cite{zhao2019atom} \\ \cline{2-3}
& Pathfinder Algorithm \cite{yapici2019new} & Nuclear Reaction Optimization \cite{wei2019nuclear} \\ \cline{2-3}
& Sea Lion Optimization \cite{Masadeh2019SeaLO} & Equilibrium Optimization \cite{faramarzi2020equilibrium} \\ \cline{2-3}
& Sailfish Optimization \cite{shadravan2019sailfish} & Henry Gas Solubility Optimization \cite{hashim2019henry} \\ \cline{2-3}
& Harris Hawks Optimization \cite{heidari2019harris} & \\ \hline
\multirow{4}{*}{2020} & Manta Ray Foraging Optimization \cite{zhao2020manta} & \\ \cline{2-3}
& Chimp Optimization Algorithm \cite{khishe2020chimp} & \\ \cline{2-3}
& Marine Predators Algorithm \cite{faramarzi2020marine} & \\ \cline{2-3}
& Sparrow Search Algorithm \cite{xue2020novel} & \\ \hline
\end{tabular}
\end{table}
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