AN EVALUATION OF A CONSTRAINED MULTI-OBJECTIVE GENETIC ALGORITHM
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https://doi.org/10.26900/jsp.4.014%20%20Keywords:
Zingiber officinale, Solanum lycopersicum, total protein, peroxidaseAbstract
Real world optimization problems involve multiple conflicting objectives (such as minimizing cost while maximizing the quality of a product) and are subject to constraints (such as physical feasibility or budget limitations) which makes them interesting to solve. Over the last decades, evolutionary algorithms have been largely used in solving optimization problems in various fields of science. The aim of this study is to evaluate the performance of a constrained version of the Non-dominated Sorting Genetic Algorithm 2 (NSGA 2), a multi-objective evolutionary optimization algorithm, written in MATLAB. The developed NSGA 2 is compared, in terms of convergence and diversity of the obtained solutions, to a number of popular constrained multi-objective evolutionary algorithms from the literature. Widely used four benchmark problems (including CONSTR, OSY, SRN, and TNK problems) with varying difficulty and type of constraints are reviewed and used. The NSGA 2 obtained the lowest values of inverse generational distance (IGD) values for almost all the problems. These results show that the developed constrained NSGA 2 is an effective technique and is competitive to the other optimization methods in the literature.
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ACIBUCA, V., BUDAK, D. B., 2018. Dünya’da ve Türkiye’de Tıbbi ve Aromatik Bitkilerin Yeri ve Önemi. Çukurova Tarım ve Gıda Bilimleri Dergisi, 33(1), 37-44.
BRADFORD, M. M., 1976. A Rapid and Sensitive Method for the Quantitation of Microgram Quantites of Protein Utilizing The Principle of Protein Dye Binding. Analytical Biochemistry, 72: 248-254.
DİNÇ, A.G., and AKI, C., 2015. Effects of Echinacea angustifolia Hell. extracts on total protein and peroxidase changing in Solanum lycopersicum L., Annals of Biological Research, 6 (12), 25-29.
DÜNDAR, Y., 2001. Fitokimyasallar ve Sağlıklı Yaşam, Afyon Kocatepe Üniversitesi, Kocatepe Tıp Dergisi, 2,131-138
FAYDALIOĞLU, E., SÜRÜCÜOĞLU, M. S., 2011. Geçmişten Günümüze Tıbbi ve Aromatik Bitkilerin Kullanılması ve Ekonomik Önemi. Kastamonu Üniversitesi, Orman Fakültesi Dergisi 11 (1):52-67.
FELTER, H.W., LOYD, J.U., 2002. Zingiber (U.S.P.) Ginger. King's American Dispensatory. www.ibiblio.org/hermed/eclectic/kinga/zingiber.
GANN, P.H., MA, J., CIOVANNUCCI, E., WILLETT, W., SACKS, F.M., HENNEKENS, C.H., STAMPFER, M.J., 1999. Lower prostate cancer risk in man with elevated plasma lycopene levels: results of a prospective analysis. Cancer Research, 59:(6), 1225-1230.
JANA, U., CHATTOPADHYAY, N.R., SHAW, B., 1999. Preliminary Studies On Anti- Inflammatory Activityy of Zingiber officinale Rosc., Vitex negundo Linn. and Tinospora cordifolia (willid) miers in Albino Rats., Indian Journal of Pharmacology 31, 232-233.
KABELKA, E., YANG, W., FRANCIS, D.M., 2004. Improved tomato fruit color within an inbred backcross line derived from Lycopersicon esculentum and L. hirsutum involves the interaction of loci. Journal of the American Society for Horticultural Science, 129 (2):250-257.
KANNER, J., KINSELLA, J.E., 1983. Lipid Deterioration Initiated by Phagocytic Cells in Muscle Foods: β-Carotene Destruction by a Myeloperoxidase-Hydrogen Peroxide-Halide System. Journal of Agricultural and Food Chemistry, 31: 370-376.
KAYA, Y., AL-REMİ, F., ARVAS, Y.E., DURMUŞ, M., 2018. Domates Bi̇tki̇si̇ Ve in Vi̇tro Mi̇kro Çoğaltımı (Tomato Plant and Its In Vitro Micropropagation). Journal of Engineering Technology and Applied Sciences, 3(1), 57-73.
KOÇ, E., ÜSTÜN, A.S., 2008. Patojenlere karşı bitkilerde savunma ve antioksidanlar. Erciyes Üniversitesi Fen Bilimleri Enstitüsü Dergisi 24 (1), 82-100.
LIU, Y, WHELAN, RJ, PATTNAIK, BR, LUDWIG, K, SUBUDHI, E, ROWLAND, H, CLAUSSEN, N, ZUCKER, N, UPPAL, S, KUSHNER, DM, FELDER, M, PATANKAR MS, KAPUR A., 2012. Terpenoids from Zingiber officinale (Ginger) induce apoptosis in endometrial cancer cells through the activation of p53. PLoS ONE, 7, (12).
RAAOF, A., AL-NAQQASH, Z.A., JAWAD, A.M, MUHSAN, S.M., 2013. Evaluation of the Activity of Crude Alkaloids Extracts of Zingiber officinale Roscoe., Thymus vulgaris L. and Acacia arabica L. as Coagulant Agent in Lab Mice, Biomedicine and Biotechnology, 1 (2), 11-16.
SÖNMEZ, K., ELLİALTIOĞLU, Ş., 2014. Domates, karotenoidler ve bunları etkileyen faktörler üzerine bir inceleme, Derim, 31 (2): 107-130.
TÜRKÜSAY, H., TOSUN, N., 2005. Hidrojen Peroksit Uygulamalarının Domates Bakteriyel Solgunluk ve Kanser Hastalığı (Clavibacter michiganensis spp. michiganensis (Smith) Davis et al)’na Etkileri. Ege Üniversitesi Ziraat Fakültesi Dergisi, 42(2), 45-56.
YILDIZ, C., AKI, C., 2018. Prunus spinosa L. ve Rubus sanctus Schreb. Yaprak Ekstraktlarının Capsıcum annuum L. Çeşitlerinde Toplam Protein Miktarı ve Peroksidaz Aktivitesi Üzerine Etkilerinin Belirlenmesi, Journal of Awareness, 3(5), 609-616.
YILDIZ, C., AKI, C., 2019. Effects of Blackberry and Blackthorn Fruit Extracts on Protein and Peroxidase Activity In Pepper. Journal of Scientific Perspectives, 3(3), 237-244.
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