TY  - JOUR
T1  - Risk Analysis with Fuzzy Logic in R&D Projects
AU  - Kılıç, Ali
AU  - Sarıyurt, Oğuzhan
AU  - Sarıkaya, Hüseyin Ali
AU  - Aydoğdu, Ayhan
PY  - 2024
DA  - August
Y2  - 2024
JF  - Uygulamalı Mühendislik ve Tarım Dergisi
JO  - UMTD
PB  - Konya Gıda ve Tarım Üniversitesi
WT  - DergiPark
SN  - 3061-9696
SP  - 10
EP  - 26
VL  - 1
IS  - 1
LA  - en
AB  - Since the beginning of the 1950s, it has been seen that Research and Development (R&D) and its projects have touched almost every aspect of life and have changed life. These projects make a great contribution to the development and change of humanity in all fields of work. This developments and changes include pros and cons. There are many gray areas in these projects where many unknowns are discovered or known ones are developed. These gray areas also contain risks due to the nature of obscurity. Therefore, measuring the impact of these risks is very important for the success of the project. To date, many different studies have been carried out in this area where more than one risk analysis method is applied. In this study, it is aimed to calculate the risk analysis on MATLAB using the fuzzy logic method for an R&D laboratory in the food sector in Turkey, in the R&D projects. By gathering the experts in the R&D center, it has been determined which of the risk classes in the literature are suitable for this center, and the project risk has been chosen as the output value. Afterwards, the risk output has been calculated with the established fuzzy system, and the results have been evaluated on the sample scenarios. In this way, the risks and uncertainties included in R&D projects, which are always known, have been made concrete and their visibility has been facilitated.
KW  - R&D Project
KW  - Risk Analysis
KW  - Classifications of Risks
KW  - Fuzzy Logic
CR  - Acuner, Ş. A. (2005). Etkili bir risk yönetim sürecinin aşamaları. Riskactive Dergisi, Mart- Nisan, 4-6.
CR  - Akhilesh, K. B. (2014). R&D Management. Springer INC.
CR  - Anderson, E.W., Fornell, C. & Lehmann, D.R. (1994). Customer Satisfaction, Market Share, and Profitability: Findings from Sweden. Journal of Marketing. 58(3), 53-66. https://doi.org/10.2307/1252310
CR  - Aksoy, Y., Özkan, E. & Karanfil, S. (2014). Bulanık Mantığa Giriş (2. Baskı). Yıldız Teknik Üniversitesi Basın-Yayın Merkezi, İstanbul.
CR  - Arslan, I. (2008). Kurumsal risk yönetimi. Maliye Bakanlığı Strateji Geliştirme Başkanlığı, Ankara.
CR  - Bai, Y. and Wang, D. (2006) Fundamentals of Fuzzy Logic Control—Fuzzy Sets, Fuzzy Rules and Defuzzifications. In: Bai, Y., Zhuang, H. and Wang, D., Eds., Advanced Fuzzy Logic Technologies in Industrial Applications, Springer, Berlin, 17-36. http://dx.doi.org/10.1007/978-1-84628-469-4_2
CR  - Ballou, B., & Heitger, D. L. (2005). A building-block approach for implementing COSO's enterprise risk management-integrated framework. Management Accounting Quarterly, 6(2), 1.
CR  - Barutçugil, İ. (2009). Ar-Ge Yönetimi. Kariyer Yayınları, İstanbul.
CR  - Baykal, N. & Beyan, T. (2004). Bulanık Mantık – İlke ve Temelleri. Bıçaklar Kitapevi, Ankara.
CR  - Carlsson, C., Johansson, A.K., Alvan, G., Bergman, K. & Kühler, T. (2006). Are pharmaceuticals potent environmental pollutants? Part I: Environmental risk assessments of selected active pharmaceutical ingredients, Science of The Total Environment, 364, (1–3), 67-87. https://doi.org/10.1016/j.scitotenv.2005.06.035.
CR  - Celayir, D. (2011). İç denetimde riskin değerlendirilmesi. Yüksek Lisans Tezi, İstanbul Üniversitesi, Sosyal Bilimler Enstitüsü, İstanbul, Türkiye.
CR  - Daft, R. L. (1991). Management, Sec. Edit., Dryden, Press, USA.
CR  - Derici, O., Tüysüz, Z. & Sarı, A. (2007). Kurumsal risk yönetimi ve Sayıştay uygulaması. Sayıştay Dergisi, 65, 151-172. https://dergipark.org.tr/tr/pub/sayistay/issue/61522/918940
CR  - Fırat, P. (2009). Proje risk yönetiminde olgunluk seviyesi için yeni bir yaklaşım. Thesis Dissertation, İstanbul
CR  - Heidenberger, K. & Stummer, C. (1999). Research and development project selection and resource allocation: A review of quantitative modelling approaches. International Journal of Management Reviews. 1(2), 197 - 224. doi: 10.1111/1468-2370.00012.
CR  - Hertz, D. B. & Howard, T. (1983). Risk Analysis and its Applications, Singapore Management University
Iansiti, M. & West, J. (1997). Technology Integration: Turning Great Research into Great Products. Harvard Business Review, 75, 69-79.
CR  - Kandel, A. (1986). Fuzzy Mathematical Techniques with Applications. Addison Wesley Publishing Company, Boston.
CR  - Karabacak, B. ve Soğukpınar, I. (2004). ISRAM: Information security risk analysis method. Computers & Security, 24, 147-159. https://doi.org/10.1016/j.cose.2004.07.004
CR  - Kayım, A. (2006). Kurumsal risk yönetimi ve iç denetimin kurumsal risk yönetimindeki rolü. Riskactive Dergisi, Ekim-Kasım-Aralık.
CR  - Keskin D. A. (2006). İç Kontrol Sistemi Kontrol Öz Değerlendirme. Beta Yayınevi, İstanbul.
CR  - Kunhimangalam, R., Ovallath, S. & Joseph, P. (2013). A Novel Fuzzy Expert System for the Identification of Severity of Carpal Tunnel Syndrome. BioMed research international. 2013. 846780. https://doi.org/10.1155/2013/846780
CR  - Mamdani, E. H. (1977). Application of Fuzzy Logic to Approximate Reasoning Using Linguistic Synthesis," in IEEE Transactions on Computers, C-26(12), 1182-1191. doi: 10.1109/TC.1977.1674779.
CR  - Mazlum, M. (2014). CPM, PERT ve bulanık mantık teknikleriyle proje yönetimi ve bir işletmede uygulanması. Yüksek Lisans Tezi, Yıldız Teknik Üniversitesi Fen Bilimleri Enstitüsü, İstanbul, Türkiye.
CR  - Özkul, F. U. & Özdemir, Z. (2014). Çalışan hilelerinin önlenmesinde proaktif yaklaşımlar: Kurumsal işletmelerde insan kaynakları yöneticileri üzerine nitel bir araştırma. Öneri Dergisi, 10(40), 75-89. https://doi.org/10.14783/od.v10i40.1012000348
CR  - Pehlivanlı, D. (2010). Modern İç Denetim. İstanbul, Beta Yayınları.
CR  - Roussel, P. & Kamal, N. (1991). Managing Innovation and Entrepreneurship in Technology. John Wiley & Sons, Inc.
CR  - Şafak, R. E., Şensöğüt, C., & Kasap, Y. (2018). Açık ocak işletmelerinde iş güvenliği uygulaması: Örnek ocak çalışması. Scientific Mining Journal, 57, 99-108. https://doi.org/10.30797/madencilik.493320
CR  - Tavana, M. & Hajipour, V. (2020). A Practical Review and Taxonomy of Fuzzy Expert Systems Methods and Applications. Benchmarking An International Journal. 27. 81-136. doi: 10.1108/BIJ-04-2019-0178.
CR  - Thaker, S. and Nagori, V. (2018). Analysis of Fuzzification Process in Fuzzy Expert System. Procedia Computer Science, 132, 1308-1316. https://doi.org/10.1016/j.procs.2018.05.047
CR  - Tolga, A. Ç. & Kahraman, C. (2009. Ar-Ge projelerinin gerçek opsiyon değerleme bütünleşik bulanık çok ölçütlü modelle seçimi, İTÜ Fen Bilimleri Enstitüsü, 8(4), 95-106.
CR  - Tripathi, K. P. (2011). A Study of Information Systems in Human Resource Management (HRM). International Journal of Computer Applications, 22, 9-13. https://doi.org/10.5120/2606-3635
CR  - Vaughan, L. (1999). Precluding Wrongfulness or Responsibility: A Plea for Excuses. European Journal of International Law, 10, 405-411.
CR  - Vorster, A. & Labuschagne, L. (2005). A framework for comparing different information security risk analysis methodologies. Proceedings of the 2005 annual research conference of the SAICSIT '05, 95-103.
CR  - Wang, C. (2015). A study of membership functions on Mamdani-type fuzzy inference system for industrial decision-making. PhD Thesis, Lehigh University, Bethlehem, USD.
CR  - Zadeh, L. A. (1965). Fuzzy sets. Information and control, 8(3), 338-353. https://doi.org/10.1016/S0019-9958(65)90241-X
CR  - Zadeh, A. L. (1975). The concept of a linguistic variable and its application to approximate reasoning. I, II, III. Information Sciences, 199 - 249. https://doi.org/10.1016/0020-0255(75)90036-5
CR  - Zimmermann, H. J. (2001). Fuzzy Set Theory and Its Applications. Springer, New York.
UR  - https://dergipark.org.tr/tr/pub/umtd/issue//1517686
L1  - https://dergipark.org.tr/tr/download/article-file/4077119
ER  -