Abstract
Developments of applications of fuzzy logic during the first fifty years of its existence are examined in this paper with the aim of comparing the actual developments with the expected ones in various areas of human affairs. It is shown that in many of the examined areas the actual developments turned out to be very different from the expected ones. In each area, an attempt is made to explain reasons for this surprising discord between reasonable expectations and the actual developments.
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Notes
- 1.
For historical details regarding this very brief summary, see the recent book by Belohlavek, Dauben and Klir [1].
- 2.
However, this statement makes sense only since the 1990s, when the first systems of fuzzy logic in the narrow emerged through the work of Peter Hájek [4] and other logicians.
- 3.
Atkins, P. W.: Physical Chemistry, 3rd Edition, p. 406. Oxford Univ. Press, Oxford (1986).
- 4.
Bridgman was an excellent experimental physicist who had been most of his academic career with Harvard University. In 1946, he won the Nobel Prize in Physics for his groundbreaking work on the physics of high pressures. He also wrote extensively on measurement in physics and on various other aspects of philosophy of science.
- 5.
In general, a concept is viewed in psychology as a mental representation of a class of real or abstract entities, which is usually called a concept category. In the psychology of concepts, a concept is usually viewed more specifically as a body of knowledge regarding the entities in the associated concept category that is stored in the long-term memory (sometimes called a semantic memory) and employed by default in most of cognitive processes.
- 6.
Introduction a la Theorie des Sous-Ensembles: vol. 1 (1973); vol. 2 (1975); vol. 3 (1975); vol. 4 (1977). Masson et Cie Editeurs. Only the first volume was published later in English [48].
- 7.
Market situation influenced by a few producers.
- 8.
Nash, J. F. Equilibrium points in n-person games. Proc. of the National Academy of Sciences 36, 48-49 (1950).
- 9.
Kazem Sadegh-Zadeh was born in Tabriz, Iran in 1942. In the 1960s and 1970s, he studied medicine and philosophy at the German universities of Münster, Berlin, and Göttingen. He has been for many years with the University of Münster, where he worked in the area of analytic philosophy of medicine, and where he is now s professor-emeritus.
- 10.
This was actually suggested by the Russian musicologist N. A. Garbuzov in 1948 in his book entitled “Zonal Nature of the Human Aural Perception (in Russian), published by the Academy of Sciences of the USSR in Moscow and Leningrad.
- 11.
The famous systematic collection of 24 preludes and 24 fugues, each written in all 12 major and 12 minor keys, which are known under the German name “Das Wohltemperierte Klavier” (The Well-Tempered Clavier), were composed by Johann Sebastian Bach to provide an ultimate practical test that a piano is properly tuned in a well tempered way. After they are all played on the piano to be tested and each composition is perceived as well tuned, then the piano may be certified as perfectly well-tempered.
References
Belohlavek, R., Dauben, J.W., Klir, G.J.: Fuzzy Logic and Mathematics: A Historical Perspective. Oxford University Press, New York (2015)
Zadeh, L.A.: Fuzzy sets. Inf. Control 8(3), 338–353 (1965)
Zadeh, L.A.: Fuzzy logic and the calculi of fuzzy rules and fuzzy graphs: a précis. Multiple-Valued Logic 1(1), 1–13 (1996)
Hájek, P.: Metamathematics of Fuzzy Logic. Kluwer Academic Publishers, Dordrecht (1998)
Yager, R.R., Ovchinnikov, S., Tong, R.M., Nguyen, H.T. (eds.): Fuzzy Sets and Applications: Selected Papers by Zadeh, L.A. Wiley, New York (1987)
Klir, G.J., Yuan, B. (eds.): Fuzzy Sets, Fuzzy Logic, and Fuzzy Systems: Selected Papers by Zadeh, L.A. World Scientific, Singapore (1996)
Zadeh, L.A.: Fuzzy logic = computing with words. IEEE Trans. Fuzzy Syst. 4(2), 103–111 (1996)
Zadeh, L.A.: From computing with numbers to computing with words—from manipulation of measurements to manipulation of perceptions. IEEE Trans. Circuits Syst.—I. Fundam. Theor. Appl. 45(1), 105–119 (1999)
Zadeh, L.A.: Toward a generalized theory of uncertainty (GTU)—an outline. Inf. Sci. 172(1), 1–40 (2005)
Zadeh, L.A.: Generalized theory of uncertainty (GTU)—principal concepts and ideas. Comput. Stat. Data Anal. 51(1), 15–46 (2006)
Goguen, J.A.: L-fuzzy sets. J. Math. Anal. Appl. 18, 145–174 (1967)
Goguen, J.A.: The logic of inexact concepts. Synthese 19, 325–373 (1968–69)
Rescher, N.: Many-Valued Logic. McGraw-Hill, New York (1969)
Gottwald, S.: A Treatise on Many-Valued Logics. Research Studies Press, Baldock (2001)
Zadeh, L.A.: From circuits to system theory. IRE Proc. 50, 856–865 (1962)
Zadeh, L.A.: Biological applications of the theory of fuzzy sets and systems. In: Proctor, L.D. (ed.) Biocybernetics of the Central Nervous System, pp. 199–212. Little, Brown and Company, Boston (1969)
Zadeh, L.A.: Fuzzy sets and systems. In: Fox, J. (ed.) System Theory, pp. 29–39. Polytechnic Press, New York (1965)
Bellman, R., Kalaba, R., Zadeh, L.A.: Abstraction and pattern classification. J. Math. Anal. Appl. 13(1), 1–7 (1966)
Bellman, R.E., Zadeh, L.A.: Decision making in a fuzzy environment. Manage. Sci. 17(4), 141–164 (1970)
Kickert, W.J.M.: Fuzzy Theories on Decision-Making: A Critical Review. Martinus Nijhoff, Leiden (1978)
Bezdek, J.C.: Pattern Recognition with Fuzzy Objective Function Algorithms. Plenum Press, New York (1981)
Zadeh, L.A.: A rationale for fuzzy control. J. Dyn. Syst. Meas. Contr. (Trans. of ASME, Series G) 94(1), 3–4 (1972)
Zadeh, L.A.: Fuzzy algorithms. Inf. Control 12(2), 94–102 (1968)
Mamdani, E.H., Assilian, S.: An experiment in linguistic synthesis with a fuzzy logic controller. Int. J. Man Mach. Stud. 7(1), 1–13 (1975)
Mamdani, E.H.: Twenty years of fuzzy control: experiences gained and lessons learnt. In: Proceedings of the Second IEEE International Conference on Fuzzy Systems, pp. 339–344. IEEE, Piscataway, NJ (1993)
Holmblad, L.P., Østergaard, J.-J.: Control of a cement kiln by fuzzy logic. In: Gupta, M.M., Sanchez, E. (eds.) Fuzzy Information and Decision Processes, pp. 389–399. North-Holland, Amsterdam (1982)
Yasunobu, S., Miyamoto, S.: Automatic train operation system by predictive fuzzy control. In: Sugeno, M. (ed.) Industrial Applications of Fuzzy Control, pp. 1–18. North Holland, Amsterdam (1985)
McNeill, D., Freiberger, P.: Fuzzy Logic. Simon & Schuster, New York (1993)
Woolf, P.J., Wang, Y.: A fuzzy logic approach to analyzing gene expression data. Physiol. Genomics 3(1), 9–15 (2000)
Sadegh-Zadeh, K.: Fuzzy genoms. Artif. Intell. Med. 18(1), 1–28 (2000)
Xu, D., Keller, J.M., Popescu, M., Bondugula, R.: Applications of Fuzzy Logic in Bioinformatics. Imperial College Press, London (2008)
Zabrodsky, H., Paleg, S., Avnir, D.: Continuous symmetry measures. J. Am. Chem. Soc. 114(20), 7843–7851 (1992)
Rouvray, D.H. (ed.): Fuzzy Logic in Chemistry. Academic Press, San Diego (1997)
Bridgman, P.W.: How much rigor is possible in physics? In: Henkin, L., Suppes, P., Tarski, A. (eds.) The Axiomatic Method, pp. 225–237. North Holland, Amsterdam (1959)
Mari, L.: Beyond the representational viewpoint: a new formalization of measurement. Measurement 27(2), 71–84 (2000)
Chiara, M.D., Giuntini, R., Greechie, R.: Reasoning in Quantum Theory: Sharp and Unsharp Quantum Logics. Kluwer, Dordrecht (2004)
Nordlund, U.: Formalizing geological knowledge—with an example of modeling stratigraphy using fuzzy logic. J. Sediment. Res. 66(4), 689–712 (1996)
Demicco, R.V., Klir, G.J. (eds.): Fuzzy Logic in Geology. Academic Press, San Diego (2004)
Luce, R.D.: The mathematics used in mathematical psychology. Am. Math. Mon. 71(4), 364–378 (1964)
Rosch, E.H.: Natural categories. Cogn. Psychol. 4(3), 328–350 (1973)
Rosch, E.H.: On the internal structure of perceptual and semantic categories. In: Moore, T.M. (ed.) Cognitive Development and the Acquisition of Language, pp. 111–144. Academic Press, New York (1973)
Tversky, A.: Features of similarity. Psychol. Rev. 84(4), 327–352 (1977)
Osherson, D.N., Smith, E.E.: On the adequacy of prototype theory as a theory of concepts. Cognition 9, 35–58 (1981)
Belohlavek, R., Klir, G.J., Lewis, H.W., Way, E.: On the capability of fuzzy set theory to represent concepts. Int. J. Gen. Syst. 31(6), 569–585 (2002)
Belohlavek, R., Klir, G.J., Lewis, H.W., Way, E.: Concepts and fuzzy sets: misunderstandings, misconceptions, and oversights. Int. J. Approximate Reasoning 51(1), 23–34 (2009)
Belohlavek, R., Klir, G.J. (eds.): Concepts and Fuzzy Logic. MIT Press, Cambridge (2011)
Fuhrmann, G.: Fuzziness of concepts and concepts of fuzziness. Synthese 75, 349–372 (1988)
Kaufmann, A.: Introduction to the Theory of Fuzzy Subsets, vol. 1. Academic Press, New York (1975)
Ponsard, C.: An application of fuzzy subset theory to the analysis of the consumer’s spatial preferences. Fuzzy Sets Syst. 5(3), 235–244 (1981)
Ponsard, C., Fustier, B. (eds.): Fuzzy Economics and Spatial Analysis. Institut de Mathématiques Economiques et Librairie de l’Université, Dijon (1986)
Ponsard, C.: Fuzzy mathematical models in economics. Fuzzy Sets Syst. 28(3), 273–283 (1988)
Zimmermann, H.-J.: Fuzzy Set Theory and Its Applications. Kluwer, Boston (1985)
Billot, A.: Economic Theory of Fuzzy Equilibriums: An Axiomatic Analysis. Springer, Berlin (1992)
Zadeh, L.A.: Fuzzy sets as a basis for a theory of possibility. Fuzzy Sets Syst. 1(1), 3–28 (1978)
Klir, G.J.: Uncertainty in economics: the heritage of G. L. S. Shackle. Fuzzy Economic Review 7(2), 3–21 (2002)
Zadeh, L.A.: Fuzzy systems theory: a framework for the analysis of humanistic systems. In: Cavallo, R. (ed.) Systems Methodology in Social Science Research; Recent Developments, pp. 25–41. Kluwer-Nijhoff, Boston (1982)
Smithson, M.: Fuzzy Set Analysis for Behavioral and Social Sciences. Springer, NewYork (1987)
Ragin, C.C.: Fuzzy-Set Social Science. Univ. of Chicago Press, Chicago (2000)
Ragin, C.C.: Redesigning Social Inquiry. Univ. of Chicago Press, Chicago (2008)
Arfi, B.: Linguistic Fuzzy Logic Methods in Social Sciences. Springer, Berlin (2010)
Clark, T.D., Larson, J.M., Mordeson, J.N., Potter, J.D., Wierman, M.J.: Applying Fuzzy Mathematics to Formal Models in Comparative Politics. Springer, Berlin (2008)
Albin, M.A.: Fuzzy Sets and Their Applications to Medical Diagnosis and Pattern Recognition. Doctoral Dissertation, Univ. of California-Berkeley (1975)
Sanchez, E.: Solution in composite fuzzy relation equations: application to medical diagnosis in Brouwerian logic. In: Gupta, M.M., Sarids, G.N., Gaines, B.R. (eds.) Fuzzy Automata and Decision Processes, pp. 221–234. North-Holland, New York (1977)
Sanchez, E.: Medical diagnosis and composite fuzzy relations. In: Gupta, M.M., Ragade, R.K., Yager, R.R. (eds.) Advances in Fuzzy Set Theory and Applications, pp. 434–444. North-Holland, Amsterdam (1979)
Sanchez, E.: Resolution of composite fuzzy relation equations. Inf. Control 30(1), 38–48 (1976)
Adlassnig, K.-P.: The section on medical expert and knowledge-based systems at the department of medical computer sciences of University of Vienna Medical School. Artif. Intell. Med. 21(1), 139–146 (2001)
Zimmermann, H.-J. (ed.): Practical Applications of Fuzzy Technologies. Kluwer, Dordrecht (1999)
Mordeson, J.N., Malik, D.S., Cheng, S.-C.: Fuzzy Mathematics in Medicine. Spriner, Heidelberg (2000)
Rakus-Andersson, E.: Fuzzy and Rough Techniques in Medical Diagnosis and Medication. Springer, Berlin (2007)
Massa, E., Ortega, N.R.S., De Barros, L.C., Struchiner, C.J.: Fuzzy Logic in Action: Applications in Epidemiology and Beyond. Springer, Berlin (2008)
Barro, S., Marín, R. (eds.): Fuzzy Logic in Medicine. Physica-Verlag, Heidelberg (2002)
Sadegh-Zadeh, K.: Handbook of Analytic Philosophy of Medicine. Springer, Dordrecht (2012)
Seising, R., Tabacchi, M.E. (eds.): Fuzziness and Medicine: Philosophical Reflections and Application Systems in Health Care. Springer, Berlin (2013)
Bojadziev, G., Bojadziev, M.: Fuzzy Logic for Business, Finance, and Management. World Scientific, Singapore (1997)
Ostaszewski, K.: An Investigation into Possible Applications of Fuzzy Methods in Actuarial Science. Society of Actuaries, Schumburg (1993)
Carlsson, C., Fedrizzi, M., Fullér, R.: Fuzzy Logic in Management. Kluwer, Boston (2004)
Aliev, R.A., Fazlollahi, B., Aliev, R.R.: Soft Computing and Its Applications in Business and Economics. Springer, Berlin (2004)
Gil-Lafuente, A.M.: Fuzzy Logic in Financial Analysis. Springer, Berlin (2005)
Haluška, J.: The Mathematical Theory of Tone Systems. Marcell Dekker, New York (2004)
Goguen, J.A.: Complexity of hierarchically organized systems and the structure of musical experiences. Int. J. Gen. Syst. 3(4), 233–251 (1977)
Haluška, J.: Uncertainty measures of well-tempered systems. Int. J. Gen. Syst. 31(1), 73–96 (2002)
Liern, V.: Fuzzy tuning systems: the mathematics for musicians. Fuzzy Sets Syst. 150(1), 35–52 (2005)
León, T., Liern, V.: Mathematics and soft computing in music. In: Seising, R., Sanz, V. (eds.) Soft Computing in Humanities and Social Sciences, pp. 451–465. Springer, Berlin (2012)
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Klir, G.J. (2015). On Discord Between Expected and Actual Developments in Applications of Fuzzy Logic During Its First Fifty Years. In: Tamir, D., Rishe, N., Kandel, A. (eds) Fifty Years of Fuzzy Logic and its Applications. Studies in Fuzziness and Soft Computing, vol 326. Springer, Cham. https://doi.org/10.1007/978-3-319-19683-1_12
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