KARAR VERMEDE HEDEF PROGRAMLAMA YÖNTEMİ VE UYGULAMALARI

Year 2017, Volume: 1 Issue: 2, 29 - 46, 31.12.2017

Serap Pelin Türkoğlu

Abstract

Teknolojideki
ve ekonomideki hızlı gelişmeler kişileri karmaşık karar verme problemleriyle
karşı karşıya getirmektedir. Gerçek hayatta karşılaştığımız karar verme
problemlerinde genellikle birden çok kriteri dikkate alırız. Çok
kriterli karar verme; birden çok sayıda ve genellikle birbiriyle çelişen kriterlerin
bulunduğu durumlarda söz konusu olan mevcut alternatiflerden birinin
seçilmesi sürecidir. Hedef programlama çok amaçlı problemlerin çözümünde kullanılan çok kriterli
karar verme yöntemlerinin en önemlilerinden biridir. Bu çalışmada hedef
programlama yönteminin yapısı, gelişimi, çeşitleri, çözüm yöntemleri ve
uygulama alanları analiz edilmiştir. Bu çalışmanın gelecekte, alanda yapılan
çalışmalara kaynaklık edeceği düşünülmektedir.

Keywords

Hedef Programlama, Karar Verme, Çok Kriterli Karar Verme

References

• Abdelaziz, F. B., Masri, H. ve Alaya, H. (2015). A recourse goal programming approach for airport bus routing problem. Annals of Operations Research, 1-14. Acharya, S., Nanda, S. ve Mishra, B. B. (2011). Solving multi-choice linear goal programming problem with preemptive priorities. Journal of Orissa Mathematical Society, 30(1), 52-70. Agarwal, Y., Iyer, K. C. ve Yadav, S. S. (2012). Multiobjective capital structure modeling: An empirical investigation of goal programming model using accounting proxies. Journal of Accounting, Auditing ve Finance, 27(3), 359-385. Anderson, A. M. ve Earle, M. D. (1983). Diet planning in the third world by linear and goal programming. Journal of the Operational Research Society, 34(1), 9-16. Aouni, B., McGillis, S. ve Abdulkarim, M. E. (2015). Goal programming model for management accounting and auditing: A new typology. Annals of Operations Research, 1-14. Audet, C., Carrizosa, E. ve Hansen, P. (2004). An exact method for fractional goal programming. Journal of Global Optimization, 29(1), 113-120. Azaiez, M. N. ve Al Sharif, S. S. (2005). A 0-1 goal programming model for nurse scheduling. Computers ve Operations Research, 32(3), 491-507. Azimian, A. ve Aouni, B. (2017). Supply chain management through the stochastic goal programming model. Annals of Operations Research, 251(1-2), 351-365. Azmi, R. ve Tamiz, M. (2010). A review of goal programming for portfolio selection. Lecture Notes in Economics and Mathematical Systems, 638, 15-33. Ballarin, A., Vecchiato, D., Tempesta, T., Marangon, F. ve Troiano, S. (2011). Biomass energy production in agriculture: A weighted goal programming analysis. Energy Policy, 39(3), 1123-1131. Ballestero, E., Garcia-Bernabeu A. ve Hilario, A. (2015). Portfolio selection by goal programming techniques. International Series in Operations Research and Management Science, 219, 111-129. Bard, J. F. (1990). Using multicriteria methods in the early stages of new product development. Journal of the Operational Research Society, 41(8), 755-766. Barnett, D., Blake, B. ve McCarl, B. A. (1982). Goal programming via multidimensional scaling applied to senegalese subsistence farms. American Journal of Agricultural Economics, 64(4), 720-727. Batson, R. G. (1989). Financial planning using goal programming. Long Range Planning, 22(5), 112-120. Betrie, G. D., Sadiq, R., Morin, K. A. ve Tesfamariam, S. (2013). Selection of remedial alternatives for mine sites: A multicriteria decision analysis approach. Journal of Environmental Management, 119, 36-46. Bhargava, A. K., Bansal, D., Chandramouli, A. B. ve Kumar, A. (2011). Weighted goal programming model formulation and calculation of diet planning. International Transactions in Mathematical Sciences and Computers, 4(1), 123-132. Bhargava, A. K., Singh, S. R. ve Bansal, D. (2015). Production planning using fuzzy meta-goal programming model. Indian Journal of Science and Technology, 8(34), 1-9. Blake, J. T. ve Carter, M. W. (2002). A goal programming approach to strategic resource allocation in acute care hospitals. European Journal of Operational Research, 140(3), 541-561. Bravo, M., Jones, D., Pla-Santamaria, D. ve Wall, G. (2017). Robustness of weighted goal programming models: An analytical measure and its application to offshore wind-farm site selection in united kingdom. Annals of Operations Research, 1-15. Buffa, F. P. (1983). A zero-base budgeting process with goal programming feedback. Computers, Environment and Urban Systems, 8(2), 93-108. Calvete, H. I., Galé, C., Oliveros, M. J. ve Sánchez-Valverde, B. (2007). A goal programming approach to vehicle routing problems with soft time windows. European Journal of Operational Research, 177(3), 1720-1733. Carlsson, C. ve Fullér, R. (1996). Fuzzy multiple criteria decision making: recent developments. Fuzzy Sets and Systems, 78, 139-153. Chang, C. T. (2015). Multi-choice goal programming model for the optimal location of renewable energy facilities. Renewable and Sustainable Energy Reviews, 41, 379-389. Chang, N. B. ve Wang, S. F. (1997). A fuzzy goal programming approach for the optimal planning of metropolitan solid waste management systems. European Journal of Operational Research, 99(2), 303-321. Charnes, A. ve Cooper, W. W. (1961). Management Models and Industrial Applications of Linear Programming. New York: John Wiley and Sons. Charnes, A., Cooper, W. W. ve Ferguson, R. (1955). Optimal estimation of executive compensation by linear programming. Management Science, 1(2), 138-151. Chen, H. H. (2008). Value-at-risk efficient portfolio selection using goal programming. Review of Pacific Basin Financial Markets and Policies, 11(2), 187-200. Chen, L. H., Ko, W. C. ve Yeh, F. T. (2017). Approach based on fuzzy goal programing and quality function deployment for new product planning. European Journal of Operational Research, 259(2), 654-663. Choudhary, D., ve Shankar, R. (2014). A goal programming model for joint decision making of inventory lot-size, supplier selection and carrier selection. Computers ve Industrial Engineering, 71, 1-9. Chowdary, B. V. (2012). Production planning in a machine tool company: Application of a linear lexicographic goal programming approach. International Journal of Multicriteria Decision Making, 2(3), 282-310. Dave, A. (2015). Goal programming applications in agricultural management. International Research Journal of Engineering and Technology, 2(6), 883-887. Deb, K. (1999, February). Solving goal programming problems using multi-objective genetic algorithms. 1999 Congress on Evolutionary Computation, Washington, DC, United States. El-Wahed, W. F. A. ve Lee, S. M. (2006). Interactive fuzzy goal programming for multi-objective transportation problems. Omega, 34(2), 158-166. Fülöp, J. (2005, November). Introduction to decision making methods. In BDEI-3 workshop, Washington. García, F., Guijarro, F. ve Moya, I. (2010). Ranking spanish savings banks: a multicriteria approach. Mathematical and Computer Modelling, 52(7), 1058-1065. Gardner, J. C., Huefner, R. J. ve Lotfi, V. (1990). A multiperiod audit staff planning model using multiple objectives: Development and evaluation. Decision Sciences, 21(1), 154-170. Gerdessen, J.C. ve De Vries, J. H. M. (2015). Diet models with linear goal programming: impact of achievement functions. European Journal of Clinical Nutrition, 69(11), 1272-1278. Gigerenzer, G. (2001). Decision making: nonrational theories. International Encyclopedia of the Social and Behavioral Sciences, 5, 3304–3309. Gómez, T., Hernández, M., León, M. A. ve Caballero, R. (2006). A forest planning problem solved via a linear fractional goal programming model. Forest Ecology and Management, 227(1), 79-88. Gökçen, H. ve Ağpak, K. (2006). A goal programming approach to simple U-line balancing problem. European Journal of Operational Research, 171, 577-585. Greene, R., Devillers, R., Luther, J. E. ve Eddy, B. G. (2011). GIS-based multiple-criteria decision analysis. Geography Compass, 5(6), 412-432. He, Y., Gao, S., Liao, N. ve Liu, H. (2016). A nonlinear goal-programming-based DE and ANN approach to grade optimization in iron mining. Neural Computing and Applications, 27(7), 2065-2081. Ho, W., Dey, P. K. ve Higson, H. E. (2006). Multiple criteria decision-making techniques in higher education. International Journal of Educational Management, 20(5), 319-337. Hwang, C. L. ve Masud, A. S. Md. (1979). Multiple Objective Decision Making-Methods and Applications: A State-of-The-Art Survey. Berlin: Springer-Verlag. Ignizio, J. P. (1976). Goal Programming and Extensions. Lexington, MA: Lexington Mass: Heath, Lexington Books. Ignizio, J. P. (2004). Optimal maintenance headcount allocation: An application of chebyshev goal programming. International Journal of Production Research, 42(1), 201-210. Ignizio, J. P. ve Romero, C. (2003). Goal programming. Encyclopedia of Information Systems, 2, 489-500. Jadidi, O. M. I. D., Zolfaghari, S. ve Cavalieri, S. (2014). A new normalized goal programming model for multi-objective problems: A case of supplier selection and order allocation. International Journal of Production Economics, 148, 158-165. Jafari, M., Rahimi, M. ve Bayat, M. (2017). Unstabling in the legal environment and decision-making process. Independent Journal of Management ve Production, 8(1), 170-192. Jayaraman, R., Liuzzi, D., Colapinto, C. ve Malik, T. (2017). A fuzzy goal programming model to analyze energy, environmental and sustainability goals of the United Arab Emirates. Annals of Operations Research, 251(1-2), 255-270. Jayashree, D. N., Gupta, R. ve G.A., H. B. (2016). Optimum allocation of resources in university management through goal programming. Global Journal of Pure and Applied Mathematics, 12(4), 2777-2784. Jones, D. ve Tamiz, M. (2010). Practical Goal Programming. New York: Springer. Jones, D. F. ve Wall, G. (2016). An extended goal programming model for site selection in the offshore wind farm sector. Annals of Operations Research, 245(1-2), 121-135. Kalu, T. C. U. (1999). Capital budgeting under uncertainty: An extended goal programming approach. International Journal of Production Economics, 58(3), 235-251. Kamran, M. A., Karimi, B., Bakhtiari, H. ve Masoumzadeh, S. (2017). A resource allocation model in a healthcare emergency center using goal programming. Journal of Engineering Research, 4(4), 81-97. Kanoun, I., Chabchoub, H. ve Aouni, B. (2010). Goal programming model for fire and emergency service facilities site selection. Infor, 48(3), 143-153. Karimi, H. ve Rezaeinia, A. (2014). Supplier selection using revised multi-segment goal programming model. The International Journal of Advanced Manufacturing Technology, 70(5-8), 1227-1234. Kazemi, A., Shakourloo, A. ve Alinezhad, A. (2017). A fuzzy goal programming model for efficient portfolio selection. Journal of Optimization in Industrial Engineering, 10(22), 61-71. Kersten, G. E. ve Szpakowicz, S. (1994). Decision making and decision aiding: Defining the process, it representations, and support. Group Decision and Negotiation, 3(2), 237-261. Kharrat, A., Dhouib, S., Chabchoub, H. ve Aouni, B. (2011). Decision-maker’s preferences modelling in the engineering design through the interactive goal-programming. International Journal of Data Analysis Techniques and Strategies, 3(1), 85-104. Kooros, S. K. ve McManis, B. L. (1998). A multiattribute optimization model for strategic ınvestment decisions. Canadian Journal of Administrative Sciences/Revue Canadienne des Sciences de l'Administration, 15(2), 152-164. Kvanli, A. H. (1980). Financial planning using goal programming. Omega, 8(2), 207-218. Kwak, N. K., Schniederjans, M. J. ve Warkentin, K. S. (1991). An application of linear goal programming to the marketing distribution decision. European Journal of Operational Research, 52(3), 334-344. La Scala, M., Vaccaro, A. ve Zobaa, A. F. (2014). A goal programming methodology for multiobjective optimization of distributed energy hubs operation. Applied Thermal Engineering, 71(2), 658-666. Lee, S. M. (1972). Goal Programming for Decision Analysis. Philadelphia: Auerbach. Lee, S. M. (1973). Goal programming for decision analysis of multiple objectives. Sloam Management Review, 14(2), 19-37. Leung, S. C. ve Chan, S. S. (2009). A goal programming model for aggregate production planning with resource utilization constraint. Computers ve Industrial Engineering, 56(3), 1053-1064. Li, J., He, L., Lu, H. ve Xu, M. (2016). A simulation-based nonlinear goal programming model for groundwater remediation systems design. Polish Journal of Environmental Studies, 24(2), 563-574. Li, R. ve Liu, G. (2014). An uncertain goal programming model for machine scheduling problem. Journal of Intelligent Manufacturing, 1-6. Liao, C. H. (2009). Formulating the multi-segment goal programming. Computers ve Industrial Engineering, 56, 138–141. Loken, E. (2007). Use of multicriteria decision analysis methods for energy planning problems. Renewable and Sustainable Energy Reviews, 11(7), 1584-1595. Lotfi, M. M. ve Ghaderi, S. F. (2014). A compromised multi-objective solution using fuzzy mixed integer goal programming for market-based short-term unit commitment problem. Journal of the Operational Research Society, 65(1), 23-36. Mamun, A., Shawwash, Z., Abdalla, A., Li, J. ve Siu, T. (2015). Application of a goal programming algorithm to incorporate environmental requirements in a multi-objective Columbia River Treaty Reservoir optimization model. Canadian Water Resources Journal/Revue canadienne des ressources hydriques, 40(1), 111-125. Mansoori, H., Reza Kohansal, M. ve Farid Khadem Ghousi, M. (2009). Introducing a lexicographic goal programming for environmental conservation program in farm activities: a case study in ıran. China Agricultural Economic Review, 1(4), 478-484. Masri, H. (2017). A multiple stochastic goal programming approach for the agent portfolio selection problem. Annals of Operations Research, 251(1-2), 179-192. McGlone, T. A. ve Calantone, R. J. (1992). A goal programming model for effective segment determination: A comment and application. Decision Sciences, 23(5), 1231-1239. Mehrolhasani, M. H., Khosravi, S. ve Tohidi, M. (2016). Reallocation of Shafa hospital beds in Kerman using goal programming model. Electronic Physician, 8(8), 2733-2737. Mendoza, G. A. ve Prabhu, R. (2000). Multiple criteria decision making approaches to assessing forest sustainability using criteria and ındicators: A case study. Forest Ecology and Management, 131, 107-126. Mohammadi, A., reza Sadeghi, M. ve Razmjooei, D. (2012). A heuristic application of Integer Goal Programming and Taguchi Method for planning cable cutting process in power plant projects. Optimization Letters, 6(7), 1291-1302. Mokhtari, H. ve Hasani, A. (2017). A multi-objective model for cleaner production-transportation planning in manufacturing plants via fuzzy goal programming. Journal of Manufacturing Systems, 44, 230-242. Nanda, J., Kothari, D. P. ve Lingamurthy, K. S. (1988). Economic-emission load dispatch through goal programming techniques. IEEE Transactions on Energy Conversion, 3(1), 26-32. Naqvi, N., Shiv, B. ve Bechara, A. (2006). The role of emotion in decision making a cognitive neuroscience perspective. Current Directions in Psychological Science, 15(5), 260-264. Narayanamoorthy, S. ve Anukokila, P. (2014). Goal programming approach for solving transportation problem with interval cost. Journal of Intelligent ve Fuzzy Systems, 26(3), 1143-1154. Özcan, U. ve Toklu, B. (2009). Multiple-criteria decision-making in two-sided assembly line balancing: A goal programming and a fuzzy goal programming models. Computers ve Operations Research, 36, 1955-1965. Paksoy, T. ve Chang, C. T. (2010). Revised multi-choice goal programming for multi-period, multi-stage inventory controlled supply chain model with popup stores in Guerrilla marketing. Applied Mathematical Modelling, 34(11), 3586-3598. Pal, B. B. ve Kumar, M. (2014). Extended goal programming approach with interval data uncertainty for resource allocation in farm planning: a case study. Advances in Intelligent Systems and Computing, 248(1), 639-651. Palacios, J. J., González-Rodríguez, I., Vela, C. R. ve Puente, J. (2015). Swarm lexicographic goal programming for fuzzy open shop scheduling. Journal of Intelligent Manufacturing, 26(6), 1201-1215. Pang, Q. H. ve Wu, X. Y. (2014). Optimization scheduling model of double line shiplock based on nonlinear goal programming. Journal of Applied Research and Technology, 12(2), 192-200. Parra, M. A., Terol, A. B. ve Urίa, M. R. (2001). A fuzzy goal programming approach to portfolio selection. European Journal of Operational Research, 133(2), 287-297. Pati, R. K., Vrat, P. ve Kumar, P. (2008). A goal programming model for paper recycling system. Omega, 36(3), 405-417. Price, W. L. ve Piskor, W. G. (1972). The application of goal programming to manpower planning. INFOR: Information Systems and Operational Research, 10(3), 221-231. Prišenk, J., Turk, J., Rozman, Č., Borec, A., Zrakić, M. ve Pažek, K. (2014). Advantages of combining linear programming and weighted goal programming for agriculture application. Operational Research, 14(2), 253-260. Puelz, A. V. ve Lee, S. M. (1992). A multiple-objective programming technique for structuring tax-exempt serial revenue debt issues. Management Science, 38(8), 1186-1200. Radhakrishnan, B. ve Anukokila, P. (2014). Fractional goal programming for fuzzy solid transportation problem with interval cost. Fuzzy Information and Engineering, 6(3), 359-377. Ragab, A. H. M., El-Quliti, S. A., Abdelaal, R., Mohamed, A. W., Mashat, A. S., Noaman, A. Y. ve Altalhi, A. H. (2016). Higher education admission capacity planning using a large scale nonlinear ınteger goal programming model with improved differential evolution algorithm. Journal of Computational and Theoretical Nanoscience, 13(11), 7864-7878. Reeves, G. R. ve Hedin, S. R. (1993). A generalized interactive goal programming procedure. Computers & Operations Research, 20(7), 747-753. Romero, C. (2004). A general structure of achievement function for a goal programming model. European Journal of Operational Research, 153(3), 675-686. San Cristóbal, J. R. (2012). A goal programming model for the optimal mix and location of renewable energy plants in the north of Spain. Renewable and Sustainable Energy Reviews, 16(7), 4461-4464. Schniederjans, M. J. ve Hamaker, J. L. (2003). A new strategic information technology investment model. Management Decision, 41(1), 8-17. Selim, H., Araz, C. ve Ozkarahan, I. (2008). Collaborative production–distribution planning in supply chain: a fuzzy goal programming approach. Transportation Research Part E: Logistics and Transportation Review, 44(3), 396-419. Shakourloo, A. (2017). A multi-objective stochastic goal programming model for more efficient remanufacturing process. The International Journal of Advanced Manufacturing Technology, 91(1-4), 1007-1021. Sinha, B. ve Sen, N. (2011). Goal programming approach to tea industry of Barak valley of Assam. Applied Mathematical Sciences, 5(29), 1409-1419. Swami, S. (2013). Executive functions and decision making: A managerial review. IIMB Management Review, 25(4), 203-212. Taha, H. A. (2000). Yöneylem Araştırması. (Çev. Ş. A. Baray, Ş. Esnaf). İstanbul: Literatür Yayıncılık. Tamiz, M., Azmi, R. A. ve Jones, D. F. (2013). On selecting portfolio of international mutual funds using goal programming with extended factors. European Journal of Operational Research, 226(3), 560-576. Tamiz, M., Jones, D. ve Romero, C. (1998). Goal programming for decision making: An overview of the current state-of-the-art. European Journal of Operational Research, 111(3), 569-581. Tamiz, M. ve Yaghoobi, M. A. (2010). Nurse scheduling by fuzzy goal programming. Lecture Notes in Economics and Mathematical Systems, 638, 151-163. Tayi, G. K. ve Leonard, P. A. (1988). Bank balance-sheet management: An alternative multi-objective model. Journal of the Operational Research Society, 39(4), 401-410. Taylor, B. W. ve Anderson, P. F. (1979). Goal programming approach to marketing/production planning. Industrial Marketing Management, 8(2), 136-144. Todovic, D., Makajic-Nikolic, D., Kostic-Stankovic, M. ve Martic, M. (2015). Police officer scheduling using goal programming. Policing: An International Journal of Police Strategies ve Management, 38(2), 295-313. Tzeng, G. H. (2003). Multiple-objective decision-making in the past, present and future. Journal of Da-Yeh University, 12(2), 1-8. Verma, M. K., Shrivastava, R. K. ve Tripathi, R. K. (2010). Evaluation of min–max, weighted and preemptive goal programming techniques with reference to Mahanadi Reservoir Project Complex. Water Resources Management, 24(2), 299-319. Wang, Y. ve Ruhe, G. (2007). The cognitive process of decision making. Int’l Journal of Cognitive Informatics and Natural Intelligence. 1(2), 73-85. Yousefi, H., Tavakkoli-Moghaddam, R., Oliaei, M., Mohammadi, M. ve Mozaffari, A. (2017). Solving a bi-objective vehicle routing problem under uncertainty by a revised multi-choice goal programming approach. International Journal of Industrial Engineering Computations, 8(3), 283-302. Zangiabadi, M. ve Maleki, H. R. (2007). Fuzzy goal programming for multiobjective transportation problems. Journal of Applied Mathematics and Computing, 24(1), 449-460. Zografidou, E., Petridis, K., Arabatzis, G., ve Dey, P. K. (2016). Optimal design of the renewable energy map of greece using weighted goal-programming and data envelopment analysis. Computers & Operations Research, 66, 313-326.