Harmony search: Current studies and uses on healthcare systems

Abdel-Raouf, 2013, A survey of harmony search algorithm, Int J Comput Appl, 70 Geem, 2005, Harmony search for generalized orienteering problem: best touring in China, Int Conf Nat Comput, 741 Patil, 2013, An overview: improved harmony search algorithm and its applications in mechanical engineering, Int J Eng Sci Innov Technol, 2, 433 Kougias, 2010, A new music-inspired harmony based optimization algorithm. Theory and applications, Int Conf Prot Restor Environ X, 1 Askarzadeh, 2018, Harmony search algorithm: basic concepts and engineering applications, Intell Syst Concepts, Methodol Tools Appl, 1 Geem, 2006, Optimal cost design of water distribution networks using harmony search, Eng Optim, 38, 259, 10.1080/03052150500467430 Lin, 2018, Jointly rostering, routing, and rerostering for home health care services: a harmony search approach with genetic, saturation, inheritance, and immigrant schemes, Comput Ind Eng, 115, 151, 10.1016/j.cie.2017.11.004 Castillo, 2021, High-speed interval Type-2 fuzzy systems for dynamic parameter adaptation in harmony search for optimal design of fuzzy controllers, Mathematics, 9, 758, 10.3390/math9070758 Valdez, 2020, Fuzzy logic in dynamic parameter adaptation of harmony search optimization for benchmark functions and fuzzy controllers, Int J Fuzzy Syst, 22, 1198, 10.1007/s40815-020-00860-7 Peraza, 2018, Fuzzy dynamic parameter adaptation in the harmony search algorithm for the optimization of the ball and beam controller, Adv Oper Res, 2018 Pandiarajan, 2016, Fuzzy harmony search algorithm based optimal power flow for power system security enhancement, Int J Electr Power Energy Syst, 78, 72, 10.1016/j.ijepes.2015.11.053 Jalili, 2016, Hybrid harmony search algorithm and fuzzy mechanism for solving congestion management problem in an electricity market, Complexity, 21, 90, 10.1002/cplx.21713 Assad, 2016, Applications of harmony search algorithm in data mining: a survey, 863 Gao, 2016, Discrete harmony search algorithm for flexible job shop scheduling problem with multiple objectives, J Intell Manuf, 27, 363, 10.1007/s10845-014-0869-8 Al-Betar, 2012, A harmony search algorithm for university course timetabling, Ann Oper Res, 194, 3, 10.1007/s10479-010-0769-z Geem, 2017, Harmony search optimization of renewable energy charging with energy storage system, Int J Electr Power Energy Syst, 86, 120, 10.1016/j.ijepes.2016.04.028 Abualigah, 2016, A new hybridization strategy for krill herd algorithm and harmony search algorithm applied to improve the data clustering, 54 Saadat, 2017, Training echo state neural network using harmony search algorithm, Int J Artif Intell, 15, 163 Geem, 2009, vol. 191 Lee, 2004, A new structural optimization method based on the harmony search algorithm, Comput Struct, 82, 781, 10.1016/j.compstruc.2004.01.002 Lee, 2005, A new meta-heuristic algorithm for continuous engineering optimization: harmony search theory and practice, Comput Methods Appl Mech Eng, 194, 3902, 10.1016/j.cma.2004.09.007 Zhang, 2019, Review of harmony search with respect to algorithm structure, Swarm Evol Comput, 48, 31, 10.1016/j.swevo.2019.03.012 Geem, 2001, A new heuristic optimization algorithm: harmony search, Simulation, 76, 60, 10.1177/003754970107600201 Abualigah, 2020, A comprehensive survey of the harmony search algorithm in clustering applications, Appl Sci, 10, 3827, 10.3390/app10113827 Yang, 2009, Harmony search as a metaheuristic algorithm, 1 Manjarres, 2013, A survey on applications of the harmony search algorithm, Eng Appl Artif Intel, 26, 1818, 10.1016/j.engappai.2013.05.008 Nazari-Heris, 2019, Harmony search algorithm for energy system applications: an updated review and analysis, J Exp Theor Artif Intell, 31, 723, 10.1080/0952813X.2018.1550814 Ala'a, 2019, Comprehensive review of the development of the harmony search algorithm and its applications, IEEE Access, 7, 14233, 10.1109/ACCESS.2019.2893662 Yusup, 2019, A review of Harmony Search algorithm-based feature selection method for classification, J Phys Conf Ser, 1192, 12038, 10.1088/1742-6596/1192/1/012038 Kim, 2016, Investigating the convergence characteristics of harmony search, 3 Portilla-Flores, 2017, Enhancing the harmony search algorithm performance on constrained numerical optimization, IEEE Access, 5, 25759, 10.1109/ACCESS.2017.2771741 Al-Betar, 2012, Novel selection schemes for harmony search, Appl Math Comput, 218, 6095 Das, 2010, Exploratory power of the harmony search algorithm: analysis and improvements for global numerical optimization, IEEE Trans Syst Man, Cybern Part B, 41, 89, 10.1109/TSMCB.2010.2046035 Ammar, 2013, Hybrid harmony search algorithm for global optimization, 69 Shahemabadi, 2012, A New Harmony memory updating technique for harmony search optimization algorithm, Open Int J Inf, 1, 1 Geem, 2008, Novel derivative of harmony search algorithm for discrete design variables, Appl Math Comput, 199, 223 Geem, 2002, New methodology, harmony search, its robustness, GECCO Late Break Pap, 174 Wang, 2010, Self-adaptive harmony search algorithm for optimization, Expert Syst Appl, 37, 2826, 10.1016/j.eswa.2009.09.008 Mahdavi, 2007, An improved harmony search algorithm for solving optimization problems, Appl Math Comput, 188, 1567 Omran, 2008, Global-best harmony search, Appl Math Comput, 198, 643 Zou, 2010, A novel global harmony search algorithm for reliability problems, Comput Ind Eng, 58, 307, 10.1016/j.cie.2009.11.003 Abdel-Raouf, 2014, Chaotic harmony search algorithm with different chaotic maps for solving assignment problems, Int J Comput Eng Manag, 17, 10 Yadav, 2016, A study of harmony search algorithms: exploration and convergence ability, 53 Geem, 2010, Parameter-setting-free harmony search algorithm, Appl Math Comput, 217, 3881 Kayhan, 2011, Selecting and scaling real ground motion records using harmony search algorithm, Soil Dyn Earthq Eng, 31, 941, 10.1016/j.soildyn.2011.02.009 Zou, 2011, Solving 0–1 knapsack problem by a novel global harmony search algorithm, Appl Soft Comput, 11, 1556, 10.1016/j.asoc.2010.07.019 Gao, 2015, Harmony search method: theory and applications, Comput Intell Neurosci, 2015, 10.1155/2015/258491 Moh'd Alia, 2011, The variants of the harmony search algorithm: an overview, Artif Intell Rev, 36, 49, 10.1007/s10462-010-9201-y Zou, 2010, Novel global harmony search algorithm for unconstrained problems, Neurocomputing, 73, 3308, 10.1016/j.neucom.2010.07.010 Siddique, 2015, Hybrid harmony search algorithms, Int J Artif Intell Tools, 24 Niu, 2014, A hybrid harmony search with arithmetic crossover operation for economic dispatch, Int J Electr Power Energy Syst, 62, 237, 10.1016/j.ijepes.2014.04.031 Kaveh, 2009, Particle swarm optimizer, ant colony strategy and harmony search scheme hybridized for optimization of truss structures, Comput Struct, 87, 267, 10.1016/j.compstruc.2009.01.003 Srikanth, 2021, Multilevel thresholding image segmentation based on energy curve with harmony search algorithm, Ain Shams Eng J, 12, 1, 10.1016/j.asej.2020.09.003 Fachrurrozi, 2019, Tongue image segmentation using hybrid multilevel otsu thresholding and harmony search algorithm, J Phys Conf Ser, 1196, 12072, 10.1088/1742-6596/1196/1/012072 Yang, 2016, Segmentation of MRI brain images with an improved harmony searching algorithm, Biomed Res Int, 2016, 10.1155/2016/4516376 Tuo, 2020, Multipopulation harmony search algorithm for the detection of high-order SNP interactions, Bioinformatics, 36, 4389, 10.1093/bioinformatics/btaa215 Koti, 2020, An efficient healthcare framework for kidney disease using hybrid harmony search algorithm, Electron Gov, 16, 56 Tuo, 2017, Niche harmony search algorithm for detecting complex disease associated high-order SNP combinations, Sci Rep, 7, 1, 10.1038/s41598-017-11064-9 Hickmann, 2015, Forecasting the 2013–2014 influenza season using wikipedia, PLoS Comput Biol, 11, 10.1371/journal.pcbi.1004239 Gandhi, 2012, Discrete harmony search based expert model for epileptic seizure detection in electroencephalography, Expert Syst Appl, 39, 4055, 10.1016/j.eswa.2011.09.093 P Koti P Dhavachelvan T Kalaipriyan S Arjunan J Uthayakumar P Sujatha . Heart disease prediction using hybrid harmony search algorithm with levi distribution. Int J Mech Eng Technol Vol n.d.;9:980–94. Sarkar, 2021, A harmony search-based wrapper-filter feature selection approach for microstructural image classification, Integr Mater Manuf Innov, 10, 1, 10.1007/s40192-020-00197-x Dash, 2021, An adaptive harmony search approach for gene selection and classification of high dimensional medical data, J King Saud Univ Inf Sci, 33, 195 Bae, 2021, Feature selection for colon cancer detection using K-means clustering and modified harmony search algorithm, Mathematics, 9, 570, 10.3390/math9050570 Mousavi, 2021, An intelligent hybrid classification algorithm integrating fuzzy rule-based extraction and harmony search optimization: medical diagnosis applications, Knowl-Based Syst, 220, 10.1016/j.knosys.2021.106943 Kar, 2020, Adaptive weighted aggregation in group improvised harmony search for lung nodule classification, J Exp Theor Artif Intell, 32, 219, 10.1080/0952813X.2019.1647561 Sudha, 2019, Hybrid approach towards feature selection for breast tumour classification from screening mammograms, Int J Biomed Eng Technol, 29, 309, 10.1504/IJBET.2019.100267 Alexandre, 2009, Sound classification in hearing aids by the harmony search algorithm, 173 Alexandre, 2008, Music-inspired harmony search algorithm applied to feature selection for sound classification in hearing AIDS, 124 Al-Shaikh, 2021, Hybrid harmony search algorithm for social network contact tracing of COVID-19, Soft Comput, 1 Rajinikanth, 2020 Panchal, 2009, Harmony search in therapeutic medical physics, 189 Alinaghian, 2014, A novel hierarchical model to locate health care facilities with fuzzy demand solved by harmony search algorithm, Int J Supply Oper Manag, 1, 245 Landa-Torres, 2013, A multi-objective grouping harmony search algorithm for the optimal distribution of 24-hour medical emergency units, Expert Syst Appl, 40, 2343, 10.1016/j.eswa.2012.10.051 Doush, 2020, Harmony search algorithm for patient admission scheduling problem, J Intell Syst, 29, 540 Yagmur, 2019, Nurse scheduling with opposition-based parallel harmony search algorithm, J Intell Syst, 28, 633 Hadwan, 2019, Deluge harmony search algorithm for nurse rostering problems, 1 Hadwan, 2018, Climbing harmony search algorithm for nurse rostering problems, 74 Hadwan, 2013, A harmony search algorithm for nurse rostering problems, Inf Sci (Ny), 233, 126, 10.1016/j.ins.2012.12.025 Ayob, 2013, Enhanced harmony search algorithm for nurse rostering problems, J Appl Sci, 13, 846, 10.3923/jas.2013.846.853 Awadallah, 2013, Global best harmony search with a new pitch adjustment designed for nurse rostering, J King Saud Univ Inf Sci, 25, 145 Awadallah, 2011, Nurse scheduling using harmony search, 58 Awadallah, 2011, Nurse rostering using modified harmony search algorithm, 27 Awadallah, 2017, Hybridization of harmony search with hill climbing for highly constrained nurse rostering problem, Neural Comput Appl, 28, 463, 10.1007/s00521-015-2076-8 Alomoush, 2019, 37 Firmansyah, 2019, Design of expert system to determine the proper diet using harmony search method, J Phys Conf Ser, 1402, 77006, 10.1088/1742-6596/1402/7/077006 Gupta, 2019, Visibility improvement and mass segmentation of mammogram images using quantile separated histogram equalisation with local contrast enhancement, CAAI Trans Intell Technol, 4, 73, 10.1049/trit.2018.1006 Haridoss, 2019, Compression and enhancement of medical images using opposition based harmony search algorithm, J Inf Process Syst, 15, 288 Taghipour, 2017, Improving protein complex prediction by reconstructing a high-confidence protein-protein interaction network of Escherichia coli from different physical interaction data sources, BMC Bioinformatics, 18, 1, 10.1186/s12859-016-1422-x Dongardive, 2010, Finding motifs using harmony search, Proc Int Symp Biocomput, 1 Panchal, 2009, Harmony search optimization for HDR prostate brachytherapy, Int J Radiat Oncol Biol Phys, 75, S720, 10.1016/j.ijrobp.2009.07.1641 Saka, 2016, Metaheuristics in structural optimization and discussions on harmony search algorithm, Swarm Evol Comput, 28, 88, 10.1016/j.swevo.2016.01.005 Weyland, 2010, A rigorous analysis of the harmony search algorithm: how the research community can be misled by a "novel" methodology, Int J Appl Metaheuristic Comput, 1, 50, 10.4018/jamc.2010040104 Hassan, 2019, Operational framework for recent advances in backtracking search optimisation algorithm: a systematic review and performance evaluation, Appl Math Comput, 370 Hassan, 2020, Datasets on statistical analysis and performance evaluation of backtracking search optimisation algorithm compared with its counterpart algorithms, Data Br, 28 Tian, 2020, Backtracking search optimization algorithm-based least square support vector machine and its applications, Eng Appl Artif Intel, 94, 10.1016/j.engappai.2020.103801 Hassan, 2021, A multidisciplinary ensemble algorithm for clustering heterogeneous datasets, Neural Comput Appl, 10.1007/s00521-020-05649-1 Hassan, 2021, A novel cluster detection of COVID-19 patients and medical disease conditions using improved evolutionary clustering algorithm star, Comput Biol Med, 104866 Hassan, 2021, Formal context reduction in deriving concept hierarchies from corpora using adaptive evolutionary clustering algorithm star, Complex Intell Syst, 1 Hassan, 2021, Performance evaluation results of evolutionary clustering algorithm star for clustering heterogeneous datasets, Data Br, 36 Hassan, 2020, CSCF: a chaotic sine cosine firefly algorithm for practical application problems, Neural Comput Appl, 1 Maaroof, 2022, Current studies and applications of shuffled frog leaping algorithm: a review, Arch Comput Methods Eng, 1 Hassan, 2021 Tian, 2020, Short-term wind speed prediction based on LMD and improved FA optimized combined kernel function LSSVM, Eng Appl Artif Intel, 91, 10.1016/j.engappai.2020.103573 Tian, 2021, Modes decomposition forecasting approach for ultra-short-term wind speed, Appl Soft Comput, 105, 10.1016/j.asoc.2021.107303 Tian, 2021, A combination forecasting model of wind speed based on decomposition, Energy Rep, 7, 1217, 10.1016/j.egyr.2021.02.002 Tian, 2021, Multi-step short-term wind speed prediction based on integrated multi-model fusion, Appl Energy, 298, 10.1016/j.apenergy.2021.117248 Tian, 2021, A novel decomposition-ensemble prediction model for ultra-short-term wind speed, Energ Conver Manage, 248, 10.1016/j.enconman.2021.114775 Tian, 2020, A prediction approach using ensemble empirical mode decomposition-permutation entropy and regularized extreme learning machine for short-term wind speed, Wind Energy, 23, 177, 10.1002/we.2422 Tian, 2020, Preliminary research of chaotic characteristics and prediction of short-term wind speed time series, Int J Bifurcation Chaos, 30, 10.1142/S021812742050176X Tian, 2020, Approach for short-term traffic flow prediction based on empirical mode decomposition and combination model fusion, IEEE Trans Intell Transp Syst, 22, 5566, 10.1109/TITS.2020.2987909 Saeed, 2017, An optimized framework to adopt computer laboratory administrations for operating system and application installations, Kurdistan J Appl Res, 2, 92, 10.24017/science.2017.3.8 Hassan, 2016, Evaluating e-government Services in Kurdistan Institution for strategic studies and scientific research using the EGOVSAT model, Kurdistan J Appl Res, 1, 1, 10.24017/science.2016.1.2.2 BA Hassan SM Qader . A new framework to adopt multidimensional databases for organizational information sys-tem strategies n.d. Hassan, 2021 B Hassan S. Dasmahapatra Towards semantic web: challenges and needs n.d.