Top

Artificial Intelligence Review

Published in:

11-01-2021

Advances in Sine Cosine Algorithm: A comprehensive survey

Authors: Laith Abualigah, Ali Diabat

Published in: Artificial Intelligence Review | Issue 4/2021

Activate our intelligent search to find suitable subject content or patents.

search-config

AI-assisted search

Off

Abstract

The Sine Cosine Algorithm (SCA) is a population-based optimization algorithm introduced by Mirjalili in 2016, motivated by the trigonometric sine and cosine functions. After providing an overview of the SCA algorithm, we survey a number of SCA variants and applications that have appeared in the literature. We then present the results of a series of computational experiments to validate the performance of the SCA against similar algorithms.

previous article Stochastic local search for Partial Max-SAT: an experimental evaluation

next article Role of artificial intelligence in rotor fault diagnosis: a comprehensive review

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

inform now

Abdel-Baset M, Zhou Y, Hezam I (2019) Use of a sine cosine algorithm combined with Simpson method for numerical integration. Int J Math Oper Res 14(3):307–318MathSciNetMATHCrossRef

Abdel-Fatah S, Ebeed M, Kamel S (2019) Optimal reactive power dispatch using modified sine cosine algorithm. In: 2019 international conference on innovative trends in computer engineering (ITCE). IEEE, pp 510–514

Abdelmadjid C, Mohamed S-A, Boussad B (2013) Cfd analysis of the volute geometry effect on the turbulent air flow through the turbocharger compressor. Energy Procedia 36:746–755CrossRef

Abdelsalam AA, Mansour HS (2019) Optimal allocation and hourly scheduling of capacitor banks using sine cosine algorithm for maximizing technical and economic benefits. Electr Power Compon Syst 47:1025–1039CrossRef

Abualigah LMQ (2019a) Krill herd algorithm. In: Abualigah LMQ (ed) Feature selection and enhanced Krill Herd algorithm for text document clustering. Springer, Berlin, pp 11–19CrossRef

Abualigah LMQ (2019b) Feature selection and enhanced krill herd algorithm for text document clustering. Springer, BerlinCrossRef

Abualigah L (2020) Multi-verse optimizer algorithm: a comprehensive survey of its results, variants, and applications. Neural Comput Appl 32:1–21

Abualigah LM, Sawaie AM, Khader AT, Rashaideh H, Al-Betar MA, Shehab M (2017) \(\beta\)-hill climbing technique for the text document clustering. New Trends in Information Technology (NTIT)–2017, p 60

Abualigah LM, Khader AT, Hanandeh ES (2018) A new feature selection method to improve the document clustering using particle swarm optimization algorithm. J Comput Sci 25:456–466CrossRef

Abualigah L, Diabat A, Geem ZW (2020a) A comprehensive survey of the harmony search algorithm in clustering applications. Appl Sci 10(11):3827CrossRef

Abualigah L, Shehab M, Alshinwan M, Mirjalili S, Abd Elaziz M (2020b) Ant lion optimizer: a comprehensive survey of its variants and applications. Arch Comput Methods Eng 10(11):3827

Abualigah L, Diabat A, Mirjalili S, Abd Elaziz M, Gandomi AH (2020c) The arithmetic optimization algorithm. Comput Methods Appl Mech Eng

Al-Qaness MA, Elaziz MA, Ewees AA (2018) Oil consumption forecasting using optimized adaptive neuro-fuzzy inference system based on sine cosine algorithm. IEEE Access 6:68394–68402CrossRef

Attia A-F, El Sehiemy RA, Hasanien HM (2018) Optimal power flow solution in power systems using a novel sine-cosine algorithm. Int J Electr Power Energy Syst 99:331–343CrossRef

Aydin O, Gozde H, Dursun M, Taplamacioglu MC (2019) Comparative parameter estimation of single diode pv-cell model by using Sine-Cosine Algorithm and Whale Optimization Algorithm. In: 2019 6th international conference on electrical and electronics engineering (ICEEE). IEEE, pp 65–68

Babar I, Ahmad A (2018) Solving electrical dispatch problem using sine cosine algorithm (SCA) with sequential quadratic programming. Sindh Univ Res Jo (Sci Ser) 50(3D):130–136

Bairathi D, Gopalani D (2017) Opposition-based sine cosine algorithm (OSCA) for training feed-forward neural networks. In: 2017 13th international conference on signal-image technology & internet-based systems (SITIS). IEEE, pp 438–444

Banerjee A, Nabi M (2017) Re-entry trajectory optimization for space shuttle using sine-cosine algorithm. In: 2017 8th international conference on recent advances in space technologies (RAST). IEEE, pp 73–77

Belazzoug M, Touahria M, Nouioua F, Brahimi M (2020) An improved sine cosine algorithm to select features for text categorization. J King Saud Univ Comput Inf Sci 32:454–464

Bhattacharjee K, Patel N (2020) A comparative study of economic load dispatch using sine cosine algorithm. Sci Iran 27(3):1467–1480

Bolaji AL, Al-Betar MA, Awadallah MA, Khader AT, Abualigah LM (2016) A comprehensive review: Krill Herd algorithm (KH) and its applications. Appl Soft Comput 49:437–446CrossRef

Bureerat S, Pholdee N (2017) Adaptive sine cosine algorithm integrated with differential evolution for structural damage detection. In: International conference on computational science and its applications. Springer, pp 71–86

Chegini SN, Bagheri A, Najafi F (2018) Psoscalf: a new hybrid pso based on sine cosine algorithm and levy flight for solving optimization problems. Appl Soft Comput 73:697–726CrossRef

Chen H, Heidari AA, Zhao X, Zhang L, Chen H (2020) Advanced orthogonal learning-driven multi-swarm sine cosine optimization: Framework and case studies. Expert Syst Appl 144:113113CrossRef

Cheng J, Duan Z (2019) Cloud model based sine cosine algorithm for solving optimization problems. Evol Intell 12:503–514CrossRef

Črepinšek M, Liu S-H, Mernik M (2013) Exploration and exploitation in evolutionary algorithms: a survey. ACM Comput Surv: CSUR 45(3):35MATHCrossRef

Das S, Bhattacharya A, Chakraborty AK (2018) Solution of short-term hydrothermal scheduling using sine cosine algorithm. Soft Comput 22(19):6409–6427MATHCrossRef

Dash B, Rup S (2018) An improved block-matching algorithm based on chaotic sine-cosine algorithm for motion estimation. In: International conference on artificial neural networks. Springer, Berlin, pp 759–770

Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: Nsga-ii. IEEE Trans Evol Comput 6(2):182–197CrossRef

de Oliveira LM, Panoeiro FF, Junior ICDS, Oliveira LW (2018) Application of the sine cosine optimization algorithm for thermal unit commitment. In: 2018 Simposio Brasileiro de Sistemas Eletricos (SBSE). IEEE, pp 1–6

Eberhart R, Kennedy J (1995) A new optimizer using particle swarm theory. In: MHS’95. Proceedings of the sixth international symposium on micro machine and human science. IEEE, pp 39–43

Ekinci S (2019) Optimal design of power system stabilizer using sine cosine algorithm. J Fac Eng Archit Gazi Univ 34(3):1330–1350

Ekiz S (2017) Solving constrained optimization problems with sine-cosine algorithm. Period Eng Nat Sci 5(3):378–386MathSciNet

El-Shorbagy M, Farag M, Mousa A, El-Desoky I (2019) A hybridization of sine cosine algorithm with steady state genetic algorithm for engineering design problems. In: International conference on advanced machine learning technologies and applications. Springer, pp 143–155

Elaziz MEA, Ewees AA, Oliva D, Duan P, Xiong S (2017a) A hybrid method of sine cosine algorithm and differential evolution for feature selection. In: International conference on neural information processing. Springer, pp 145–155

Elaziz MA, Oliva D, Xiong S (2017b) An improved opposition-based sine cosine algorithm for global optimization. Expert Syst Appl 90:484–500CrossRef

Elaziz MA, Nabil N, Ewees AA, Lu S (2019a) Automatic data clustering based on hybrid atom search optimization and sine-cosine algorithm. In: 2019 IEEE Congress on evolutionary computation (CEC). IEEE, pp 2315–2322

Elaziz MA, Hemedan AA, Ostaszweski M, Schneider R, Lu S (2019b) Optimization ace inhibition activity in hypertension based on random vector functional link and sine-cosine algorithm. Chemom Intell Lab Syst 190:69–77CrossRef

Elfattah MA, Abuelenin S, Hassanien AE, Pan J-S (2016) Handwritten arabic manuscript image binarization using sine cosine optimization algorithm. In: International conference on genetic and evolutionary computing. Springer, Berlin, pp 273–280

Fatlawi A, Vahedian A, Bachache NK (2018) Optimal camera placement using sine-cosine algorithm. In: 2018 8th international conference on computer and knowledge engineering (ICCKE). IEEE, pp 115–119

Fu W, Tan J, Li C, Zou Z, Li Q, Chen T (2018a) A hybrid fault diagnosis approach for rotating machinery with the fusion of entropy-based feature extraction and svm optimized by a chaos quantum sine cosine algorithm. Entropy 20(9):626CrossRef

Fu W, Wang K, Li C, Li X, Li Y, Zhong H (2018b) Vibration trend measurement for a hydropower generator based on optimal variational mode decomposition and an lssvm improved with chaotic sine cosine algorithm optimization. Meas Sci Technol 30(1):015012CrossRef

Gharehchopogh FS, Gholizadeh H (2019) A comprehensive survey: Whale optimization algorithm and its applications. Swarm Evol Comput 48:1–24CrossRef

Gholizadeh S, Sojoudizadeh R (2019) Modified sine-cosine algorithm for sizing optimization of truss structures with discrete design variables. Iran Univ Sci Technol 9(2):195–212

Glover F (1977) Heuristics for integer programming using surrogate constraints. Decis Sci 8(1):156–166CrossRef

Gonidakis D, Vlachos A (2019) A new sine cosine algorithm for economic and emission dispatch problems with price penalty factors. J Inf Optim Sci 40(3):679–697MathSciNet

Gotmare A, Bhattacharjee SS, Patidar R, George NV (2017) Swarm and evolutionary computing algorithms for system identification and filter design: A comprehensive review. Swarm Evol Comput 32:68–84CrossRef

Guo W, Wang Y, Zhao F, Dai F (2019) Riesz fractional derivative elite-guided sine cosine algorithm. Appl Soft Comput 81:105481CrossRef

Gupta S, Deep K (2019a) Hybrid sine cosine artificial bee colony algorithm for global optimization and image segmentation. Neural Comput Appl 32:9521–9543CrossRef

Gupta S, Deep K (2019b) A novel random walk grey wolf optimizer. Swarm Evol Comput 44:101–112CrossRef

Gupta S, Deep K (2019c) Improved sine cosine algorithm with crossover scheme for global optimization. Knowl Based Syst 165:374–406CrossRef

Gupta S, Deep K, Heidari AA, Moayedi H, Chen H (2019) Harmonized salp chain-built optimization. Eng Comput 16:1–31

Hafez AI, Zawbaa HM, Emary E, Hassanien AE (2016) Sine cosine optimization algorithm for feature selection. In: 2016 international symposium on innovations in intelligent systems and applications (INISTA). IEEE, pp 1–5

Hamdan S, Binkhatim S, Jarndal A, Alsyouf I (2017) On the performance of artificial neural network with sine-cosine algorithm in forecasting electricity load demand. In: 2017 international conference on electrical and computing technologies and applications (ICECTA). IEEE, pp 1–5

Ismael SM, Aleem SHA, Abdelaziz AY (2017) Optimal selection of conductors in Egyptian radial distribution systems using sine-cosine optimization algorithm. In: 2017 Nineteenth international middle east power systems conference (MEPCON). IEEE, pp 103–107

Issa M, Hassanien AE, Oliva D, Helmi A, Ziedan I, Alzohairy A (2018) Asca-pso: adaptive sine cosine optimization algorithm integrated with particle swarm for pairwise local sequence alignment. Expert Syst Appl 99:56–70CrossRef

Jusof MFM, Mohammad S, Razak AAA, Nasir ANK, Ghazali MR, Ahmad MA, Hashim AI (2018) A kalman-filter-based sine-cosine algorithm. In: 2018 IEEE international conference on automatic control and intelligent systems (I2CACIS). IEEE, pp 137–141

Jusof MFM, Rizal NAM, Razak AAA, Mohammad S, Nasir ANK (2019) Exponentially adaptive sine-cosine algorithm for global optimization. In: 2019 IEEE 9th symposium on computer applications & industrial electronics (ISCAIE). IEEE, pp 6–10

Karaboga D, Basturk B (2007) A powerful and efficient algorithm for numerical function optimization: artificial bee colony (abc) algorithm. J Glob Optim 39(3):459–471MathSciNetMATHCrossRef

Kennedy J (2011) Particle swarm optimization. In: Sammut C, Webb GI (eds) Encyclopedia of machine learning. Springer, Berlin, pp 760–766

Kirkpatrick S, Gelatt CD, Vecchi MP (1983) Optimization by simulated annealing. Science 220(4598):671–680MathSciNetMATHCrossRef

Kommadath R, Dondeti J, Kotecha P (2017) Benchmarking jaya and sine cosine algorithm on real parameter bound constrained single objective optimization problems (cec2016). In: Proceedings of the 2017 international conference on intelligent systems, metaheuristics & swarm intelligence. ACM, pp 31–34

Koza JR (1992) Genetic programming: on the programming of computers by means of natural selection, vol 1. MIT Press, CambridgeMATH

Koziel S, Yang X-S (2011) Computational optimization, methods and algorithms, vol 356. Springer, BerlinMATHCrossRef

Laouamer M, Kouzou A, Mohammedi R, Tlemçani A (2018) Optimal pmu placement in power grid using sine cosine algorithm. In: 2018 international conference on applied smart systems (ICASS). IEEE, pp 1–5

Li S, Fang H, Liu X (2018) Parameter optimization of support vector regression based on sine cosine algorithm. Expert Syst Appl 91:63–77CrossRef

Li C, Luo Z, Song Z, Yang F, Fan J, Liu PX (2019) An enhanced brain storm sine cosine algorithm for global optimization problems. IEEE Access 7:28211–28229CrossRef

Liu Z, Li S (2018) Whale optimization algorithm based on chaotic sine cosine operator. Comput Eng Appl 54:159–163

Liu S, Zhao Q, Chen S (2018) Flower pollination algorithm based on sine cosine algorithm. Microelectron Comput 35:84–87

Liu S, Feng Z-K, Niu W-J, Zhang H-R, Song Z-G (2019) Peak operation problem solving for hydropower reservoirs by elite-guide sine cosine algorithm with gaussian local search and random mutation. Energies 12(11):2189CrossRef

Long W, Wu T, Liang X, Xu S (2019) Solving high-dimensional global optimization problems using an improved sine cosine algorithm. Expert Syst Appl 123:108–126CrossRef

Lv L, He D, Lu M, Rao Y (2019) A quaternion’s encoding sine cosine algorithm. In: International conference on intelligent computing. Springer, pp 707–718

Mahdad B, Srairi K (2018) A new interactive sine cosine algorithm for loading margin stability improvement under contingency. Electr Eng 100(2):913–933CrossRef

Majhi SK (2018) An efficient feed foreword network model with sine cosine algorithm for breast cancer classification. Int J Syst Dyn Appl: IJSDA 7(2):1–14

Malhotra R, Khanna M, Raje RR (2017) On the application of search-based techniques for software engineering predictive modeling: A systematic review and future directions. Swarm Evol Comput 32:85–109CrossRef

Meshkat M, Parhizgar M (2017a) Sine optimization algorithm (SOA): a novel optimization algorithm by change update position strategy of search agent in sine cosine algorithm. In: 2017 3rd Iranian conference on intelligent systems and signal processing (ICSPIS). IEEE, pp 11–16

Meshkat M, Parhizgar M (2017b) A novel weighted update position mechanism to improve the performance of sine cosine algorithm. In: 2017 5th Iranian Joint Congress on fuzzy and intelligent systems (CFIS). IEEE, pp 166–171

Mirjalili S (2015a) The ant lion optimizer. Adv Eng Softw 83:80–98CrossRef

Mirjalili S (2015b) Moth-flame optimization algorithm: a novel nature-inspired heuristic paradigm. Knowl Based Syst 89:228–249CrossRef

Mirjalili S (2016) Sca: a sine cosine algorithm for solving optimization problems. Knowl Based Syst 96:120–133CrossRef

Mirjalili S, Gandomi AH, Mirjalili SZ, Saremi S, Faris H, Mirjalili SM (2017) Salp swarm algorithm: a bio-inspired optimizer for engineering design problems. Adv Eng Softw 114:163–191CrossRef

Mirjalili S, Mirjalili SM, Lewis A (2014) Grey wolf optimizer. Adv Eng Softw 69:46–61CrossRef

Mirjalili SM, Mirjalili SZ, Saremi S, Mirjalili S (2020) Sine cosine algorithm: theory, literature review, and application in designing bend photonic crystal waveguides. In: Mirjalili S, Dong JS, Lewis A (eds) Nature-inspired optimizers. Springer, Berlin, pp 201–217

Nayak DR, Dash R, Lu Z, Lu S, Majhi B (2018a) Sca-relm: a new regularized extreme learning machine based on sine cosine algorithm for automated detection of pathological brain. In: 2018 27th IEEE international symposium on robot and human interactive communication (RO-MAN). IEEE, pp 764–769

Nayak DR, Dash R, Majhi B, Wang S (2018b) Combining extreme learning machine with modified sine cosine algorithm for detection of pathological brain. Comput Electr Eng 68:366–380CrossRef

Nayak N, Mishra S, Sharma D, Sahu BK (2019) Application of modified sine cosine algorithm to optimally design PID/fuzzy-PID controllers to deal with AGC issues in deregulated power system. IET Gener Transm Distrib 13:2474–2487CrossRef

Nenavath H, Jatoth RK (2018) Hybridizing sine cosine algorithm with differential evolution for global optimization and object tracking. Appl Soft Comput 62:1019–1043CrossRef

Nenavath H, Jatoth RK, Das S (2018) A synergy of the sine-cosine algorithm and particle swarm optimizer for improved global optimization and object tracking. Swarm Evol Comput 43:1–30CrossRef

Oliva D, Hinojosa S, Elaziz MA, Ortega-Sánchez N (2018) Context based image segmentation using antlion optimization and sine cosine algorithm. Multimed Tools Appl 77(19):25761–25797CrossRef

Padmanaban S, Priyadarshi N, Holm-Nielsen JB, Bhaskar MS, Azam F, Sharma AK, Hossain E (2019) A novel modified sine-cosine optimized MPPT algorithm for grid integrated PV system under real operating conditions. IEEE Access 7:10467–10477CrossRef

Pal PK, Deep K, Nagar AK (2019) Performance of sine-cosine algorithm on large-scale optimization problems. In: van der Aalst W (ed) Decision science in action. Springer, Berlin, pp 139–154CrossRef

Pandey A, Rajan A, Nandi A (2018) Lifetime enhancement of wireless sensor networks by using sine cosine optimization algorithm. In: 2018 7th international conference on reliability. Infocom technologies and optimization (Trends and future directions)(ICRITO). IEEE, pp 1–7

Pasandideh SHR, Khalilpourazari S (2020) Sine cosine crow search algorithm: a powerful hybrid meta heuristic for global optimization. arXiv:1801.08485

Qu C, Zeng Z, Dai J, Yi Z, He W (2018) A modified sine-cosine algorithm based on neighborhood search and greedy levy mutation. Comput Intell Neurosci 2018:4231647CrossRef

Rahimi H (2019) Considering factors affecting the prediction of time series by improving sine-cosine algorithm for selecting the best samples in neural network multiple training model. In: Kouhsari SM (ed) Fundamental research in electrical engineering. Springer, Berlin, pp 307–320CrossRef

Rajesh K, Dash S (2019) Load frequency control of autonomous power system using adaptive fuzzy based pid controller optimized on improved sine cosine algorithm. J Ambient Intell Humaniz Comput 10(6):2361–2373CrossRef

Rakshit P, Konar A, Das S (2017) Noisy evolutionary optimization algorithms—a comprehensive survey. Swarm Evol Comput 33:18–45CrossRef

Ramanaiah ML, Reddy MD (2017) Sine cosine algorithm for loss reduction in distribution system with unified power quality conditioner. i-Manag J Power Syst Eng 5(3):10

Rashedi E, Nezamabadi-Pour H, Saryazdi S (2009) Gsa: a gravitational search algorithm. Inf Sci 179(13):2232–2248MATHCrossRef

Raut U, Mishra S (2019) Power distribution network reconfiguration using an improved sine-cosine algorithm-based meta-heuristic search. In: Bansal JC, Das KN, Nagar A, Deep K, Ojha AK (eds) Soft computing for problem solving. Springer, Berlin, pp 1–13

Reddy KS, Panwar LK, Panigrahi B, Kumar R (2018) A new binary variant of sine-cosine algorithm: development and application to solve profit-based unit commitment problem. Arab J Sci Eng 43(8):4041–4056CrossRef

Rizal NAM, Jusof MFM, Razak AAA, Mohammad S, Nasir ANK (2019) Spiral sine-cosine algorithm for global optimization. In: 2019 IEEE 9th symposium on computer applications & industrial electronics (ISCAIE). IEEE, pp 234–238

Rizk-Allah RM (2018) Hybridizing sine cosine algorithm with multi-orthogonal search strategy for engineering design problems. J Comput Des Eng 5(2):249–273MathSciNet

Rizk-Allah RM (2019) An improved sine-cosine algorithm based on orthogonal parallel information for global optimization. Soft Comput 23(16):7135–7161CrossRef

Sahlol AT, Ewees AA, Hemdan AM, Hassanien AE (2016) Training feedforward neural networks using sine-cosine algorithm to improve the prediction of liver enzymes on fish farmed on nano-selenite. In: 2016 12th international computer engineering conference (ICENCO). IEEE, pp 35–40

Sahu N, Londhe ND (2017) Selective harmonic elimination in five level inverter using sine cosine algorithm. In: 2017 IEEE international conference on power, control, signals and instrumentation engineering (ICPCSI). IEEE, pp 385–388

Shehab M, Khader AT, Al-Betar MA (2017) A survey on applications and variants of the cuckoo search algorithm. Appl Soft Comput 61:1041–1059CrossRef

Shukla SK, Koley E, Ghosh S (2019) A novel approach based on line inequality concept and sine-cosine algorithm for estimating optimal reach setting of quadrilateral relays. Arab J Sci Eng 45:1499–1511CrossRef

Sindhu R, Ngadiran R, Yacob YM, Zahri NAH, Hariharan M (2017) Sine-cosine algorithm for feature selection with elitism strategy and new updating mechanism. Neural Comput Appl 28(10):2947–2958CrossRef

Singh V (2017) Sine cosine algorithm based reduction of higher order continuous systems. In: 2017 international conference on intelligent sustainable systems (ICISS). IEEE, pp 649–653

Singh P, Tiwari R (2018) Optimal allocation of statcom using improved sine cosine optimization algorithm. In: 2018 8th IEEE India international conference on power electronics (IICPE). IEEE, pp 1–6

Storn R, Price K (1997) Differential evolution—a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11(4):341–359MathSciNetMATHCrossRef

Suid M, Ahmad M, Ismail M, Ghazali M, Irawan A, Tumari M (2018) An improved sine cosine algorithm for solving optimization problems. In: 2018 IEEE conference on systems, process and control (ICSPC). IEEE, pp 209–213

Suid M, Tumari M, Ahmad M (2019) A modified sine cosine algorithm for improving wind plant energy production. Indones J Electr Eng Comput Sci 16(1):101–106

Tawhid MA, Savsani P (2019a) Discrete sine-cosine algorithm (DSCA) with local search for solving traveling salesman problem. Arab J Sci Eng 44(4):3669–3679CrossRef

Tawhid MA, Savsani V (2019b) Multi-objective sine-cosine algorithm (MO-SCA) for multi-objective engineering design problems. Neural Comput Appl 31(2):915–929CrossRef

Tong S, Pearson M (2008) Methods and systems for improving a search ranking using population information. US Patent 7454417

Tuncer T (2018) Scso: a novel sine-cosine based swarm optimization algorithm for numerical function optimization. Period Eng Nat Sci 6(2):1–9

Tuncer T (2020) Ldw-scsa: Logistic dynamic weight based sine cosine search algorithm for numerical functions optimization. arXiv:1809.03055

Turgut OE (2017) Thermal and economical optimization of a shell and tube evaporator using hybrid backtracking search–sine-cosine algorithm. Arab J Sci Eng 42(5):2105–2123CrossRef

Utama DM (2019) An effective hybrid sine cosine algorithm to minimize carbon emission on flow-shop scheduling sequence dependent setup. J Tek Ind 20(1):62–72

Wang J, Yang W, Du P, Niu T (2018) A novel hybrid forecasting system of wind speed based on a newly developed multi-objective sine cosine algorithm. Energy Convers Manag 163:134–150CrossRef

Yang X-S (2010b) A new metaheuristic bat-inspired algorithm. In: Yang X-S (ed) Nature inspired cooperative strategies for optimization (NICSO 2010). Springer, Berlin, pp 65–74CrossRef

Yang R, Xu M, He J, Ranshous S, Samatova NF (2017) An intelligent weighted fuzzy time series model based on a sine-cosine adaptive human learning optimization algorithm and its application to financial markets forecasting. In: International conference on advanced data mining and applications. Springer, pp 595–607

Yulianto A, Winardi B, Karnoto K (2017) Optimasi economic dispatch pada unit pembangkit pltu tanjung jati b menggunakan metode sine cosine algorithm. Transient 6(4):534–341

Zhang X, Bai Y, Hao Y, Wang Y (2017) Research of improved sine cosine algorithm in function optimization. J Chongqing Univ Technol (Nat Sci) 2:24

Zhang J, Zhou Y, Luo Q (2018a) An improved sine cosine water wave optimization algorithm for global optimization. J Intell Fuzzy Syst 34(4):2129–2141CrossRef

Zhang Z, Yu Y, Zheng S, Todo Y, Gao S (2018b) Exploitation enhanced sine cosine algorithm with compromised population diversity for optimization. In: 2018 IEEE international conference on progress in informatics and computing (PIC). IEEE, pp 1–7

Zhao Y, Zou F, Chen D (2019) A discrete sine cosine algorithm for community detection. In: International conference on intelligent computing. Springer, pp 35–44

Zhou C, Chen L, Chen Z, Li X, Dai G (2017) A sine cosine mutation based differential evolution algorithm for solving node location problem. Int J Wirel Mob Comput 13(3):253–259CrossRef

Zou Q, Li A, He X, Wang X (2018) Optimal operation of cascade hydropower stations based on chaos cultural sine cosine algorithm. In: IOP conference series: materials science and engineering, vol 366. IOP Publishing, p 012005

Title: Advances in Sine Cosine Algorithm: A comprehensive survey
Authors: Laith Abualigah
Ali Diabat
Publication date: 11-01-2021
Publisher: Springer Netherlands
Published in: Artificial Intelligence Review / Issue 4/2021
Print ISSN: 0269-2821
Electronic ISSN: 1573-7462
DOI: https://doi.org/10.1007/s10462-020-09909-3

Springer Professional

Abstract

Please log in to get access to your license.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Wirtschaft"

Springer Professional "Technik"

Other articles of this Issue 4/2021

Certain competition graphs based on picture fuzzy environment with applications

Relative-distance-based approaches for ranking intuitionistic fuzzy values

Understanding Lombard speech: a review of compensation techniques towards improving speech based recognition systems

Text categorization: past and present

Interactive clustering: a scoping review

From classical to deep learning: review on cartilage and bone segmentation techniques in knee osteoarthritis research

Premium Partner