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Author’s involvement and witnessing the advancements of modeling and simulation over 50 years are highlighted. Some concepts are outlined: inputs, data, quality and failure avoidance in simulation , ethics, machine understanding , synergies of simulation with several disciplines, intelligence and simulation , agent-directed simulation , simulation terminology , modeling and simulation body of knowledge, big picture of simulation , bigger picture of similarity, and some of the aspirations of the author for the future of simulation .
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ACM SIGSIM Digest. (1984). ACM SIGSIM Simulation Digest, 15(1).
Al-Begain, K., & Bargiela, A. (Eds.) (2016). Seminal Contributions to Modelling and Simulation— 30 Years of the European Council of Modelling and Simulation. Springer.
Balci, O. (Ed.) (1987). Proceedings of the Conference on Methodology and Validation (1987 Eastern Simulation Conferences, Orlando, FL, April 6–9). Published as Simulation Series 19, 1 (Jan. 1988), The Society for Computer Simulation, San Diego, CA, 89 pp.
Balci, O. (1998). Verification, validation, and testing. In J. Banks (Ed.), The handbook of simulation. (August, Chapter 10, pp. 335–393). New York, NY: Wiley.
Balci, O., & Sargent, R. G. (1984). A bibliography on the credibility, assessment and validation of simulation and mathematical models. Simuletter, 15(3), 15–27.
BoHu, L., Ören, T. I., Zhao, Q., Xiao, T., Chen, Z., & Gong, G., et al. (2012). Modeling and Simulation Dictionary: Chinese-English, English-Chinese— (over 9000 terms), Chinese Science Press, Beijing, P.R. of China. (With the contribution of 30 Chinese colleagues).
Bongulielmi, A. P., & Cellier, F. (1984). On the usefulness of deterministic grammars for simulation languages. ACM SIGSIM Simulation Digest, 15(1), 14–36. CrossRef
Bramüller, J. (2018). Quantum simulation experiments with superconducting circuits. (Dissertation). Karsruher Insitute für Teknologie (KIT) Scientific Publishing, Karsruhe, Germany.
Brown, J. R. (2014). Thought experiments, stanford encyclopedia of philosophy. (First published Sat Dec 28, 1996; substantive revision Tue Aug 12, 2014).
Cellier, F. E. (Ed.). (1982). Progress in modelling and simulation. London, England: Academic Press.
Checkland, P. (1993). Systems thinking, systems practice. John Wiley & Sons.
CMSP-Ethics—Certified Modeling & Simulation Professional) certification program. Retrieved Oct 27, 2018, from http://www.simprofessional.org/.
Devey, J. (1934). Art as Experience. First Perigee printing, 1980. The Penguin Putnam Inc.
DII-ethics—Defense Industry Initiative on Business Ethics and Conduct. Retrieved Oct 27, 2018, from https://connect.dii.org/home.
Durst, P. J., Anderson, D. T., & Bethel, C. L. (2017). A historical review of the development of verification and validation theories for simulation models. International Journal of Modeling, Simulation, and Scientific Computing, 6(2).
Elzas, M. S., Ören, T. I., & Zeigler, B. P. (Eds.). (1986). Modelling and simulation methodology in the artificial intelligence era (p. 423). Amsterdam: North-Holland.
Elzas, M. S., Ören, T. I., & Zeigler, B. P. (Eds.). (1989). Modelling and simulation methodology—knowledge systems’ paradigms (p. 487). Amsterdam: North-Holland.
Fujimoto, R., Bock, C., Chen, W., Page, E., Panchal, J. H. (Eds.) (2018). Research challenges in modeling and simulation for engineering complex systems. Springer.
Ghasem-Aghaee, N., Ören, T., & Yilmaz, L. (2017). Simulation, intelligence and agents: exploring the synergy. In F. N. Mofakham (Ed.), (Invited ebook chapter), Frontiers in artificial intelligence— intelligent computational systems. Bentham Science Publishers, pp. 1–58.
Gupta, P. K., Ören, T., & Singh, M. (Eds.) (2019–In Press). Predictive intelligence using big data and the internet of things. IGI Global.
Hall, D. E. (1992). Galileo galilei. In I. P. McGreal (Ed.), Great thinkers of the western world. (pp. 178–181). New York: Harper-Collins.
Hofstede, G. (2001). Cultural Consequences- Second Edition. Sage Publications,
IBM. (2005). Pioneers of computing 2005. Honouring those who influenced the history of computing in Canada. IBM (Canada) Centers for Advanced Studies, p. 49.
Markowitz, H. M. (1981). Barriers to the practical use of simulation analysis. In Proceedings of the 1981 Winter Simulation Conference, held in Atlanta, Georgia, Dec. 9–11, 1981. pp. 3–9.
Markowitz, H. M. (1984). Proposal for the standardization of status description. ACM SIGSIM Simulation Digest, 15(1), 37–55. CrossRef
Markowitz, H. M. (2009). Harry Markowitz: selected works. world scientific publishing company. World Scientific-Nobel Laureate Series, 1.
Maslow, A. H. (1998). Toward a psychology of being. (3rd edn), Wiley.
McLeod, J. (1982). IF I KNEW THEN …, Simulation in the Service of Society (S 3), October 1982, pp. IX–X. CrossRef
McLeod, J. (1983). Professional ethics and simulation. In Proceedings of the 15th Winter Simulation Conference, pp. 371–374.
Mittal, S., Durak, U., & Ören, T. (Eds.). (2017). Guide to simulation-based disciplines: advancing our computational future. Springer.
Niazi, M. A., & Temkin, A. (2017). Why teach modeling & simulation in schools? Complex Adaptive Systems Modeling. Springer, 5, 7.
Ören, T. (1971a). GEST: General system theory implementor, a combined digital simulation language. Ph.D. Dissertation, 265 p. University of Arizona, Tucson, AZ.
Ören, T. I. (1971b). GEST: a combined digital simulation language for large-scale systems. In Proceedings of the Tokyo 1971 AICA (Association Internationale pour le Calcul Analogique) Symposium on Simulation of Complex Systems, Tokyo, Japan, September 3–7, pp. B-1/1–B-1/4.
Ören, T. I. (1975). Syntactic errors of the original formal definition of CSSL 1967. Technical Report 75-01, Computer Science Department, University of Ottawa, Ottawa, Ontario, 57 p. (Also, in the IEEE Computer Society Repository, No. R75-78).
Ören, T. I. (1977a–Invited Paper). Simulation—As it has been, is and should be. Simulation, 29(5), 182–183. CrossRef
Ören, T. I. (1977b). A list of simulation terms. ACM Simuletter, 8(Summer)(4), 63–72.
Ören, T. I. (1978a). A Personal view on the future of simulation languages (Keynote Paper). In Proceedings of the 1978 UKSC Conference on Computer Simulation, April 4–6, 1978 (pp. 294–306). Chester, England: IPC Science and Technology Press.
Ören, T. I. (Ed.) (1978b). Cybernetics & modelling & simulation of large-scale systems. International Association for Cybernetics, Namur, Belgium, 191 p.
Ören, T. I. (1981). Concepts and criteria to assess acceptability of simulation studies: A frame of reference. CACM, 24(4), 180–189. CrossRef
Ören, T. I. (1982a–Keynote Paper). Computer-aided modelling systems. In progress in modelling and simulation. In F. E. Cellier (Ed.), Academic Press, London, England, pp. 189–203. Ören, T. I. (1982b). Promising synergies of simulation model management, software engineering, artificial intelligence, and general system theories. In R. K. Ragade (Ed.), General systems, Vol. 26, pp. 203–209. Also published In Proceedings of the 26th Annual Conference of the Society for General Systems Research, Vol. 1, pp. 197–204.
Ören, T. I. (1982b). Promising synergies of simulation model management, software engineering, artificial intelligence, and general system theories. In R. K. Ragade (Ed.), General systems, Vol. 26, pp. 203–209. Also published In Proceedings of the 26th Annual Conference of the Society for General Systems Research, Vol. 1, pp. 197–204.
Ören, T. I. (1984a). Model-based information technology: computer and system theoretic foundations. Behavioral Science, 29(3), 179–185. CrossRef
Ören, T. I. (1984b). A forum for the synergy of ACM special interest groups. ACM Simuletter, 15(2), 5–6.
Ören, T. I. (1984c). GEST—A modelling and simulation language based on system theoretic concepts. In T. I. Ören, B. P. Zeigler, & M. S. Elzas (Eds.), Simulation and model-based methodologies: an integrative view (pp. 281–335). Heidelberg, Germany: Springer. CrossRef
Ören, T. I. (Ed.) (1985). ACM Simuletter, 16(1). editorial: p. 3.
Ören, T. (1995). Enhancing innovation and competitiveness through simulation. In Preface of the Proceedings of 1995 Summer Computer Simulation Conf., Ottawa, Ont., July 24–26 (pp. vi–vii). San Diego, CA: SCS.
Ören, T. I. (1996). Towards simulative and intelligent problem-solving environments (position statement at a panel on: synergy of artificial intelligence and simulation). In Proceedings of 1996 Summer Computer Simulation Conf., Portland, Oregon, July 21–25 (p. 596). San Diego, CA: SCS.
Ören, T. I. (2001a—Invited Paper). Software agents for experimental design in advanced simulation environments. In S. M. Ermakov, Yu. N. Kashtanov, & V.Melas (Eds.), Proceedings of the 4th St. Petersburg Workshop on Simulation, June 18–23, 2001, pp. 89–95.
Ören, T. I. (2001b—Invited Paper). Impact of data on simulation: from early practices to federated and agent-directed simulations. In A. Heemink et al. (Eds.), Proceedings of EUROSIM 2001, June 26–29, 2001, Delft, the Netherlands.
Ören, T. I. (2002a–Invited Paper). SCS and Simulation: Fifty Years of Progress, 50th Anniversary Issue, Modeling and Simulation, 1(3) (July-September), 32–33.
Ören, T. I. (2002b). Rationale for a code of professional ethics for simulationists. In Proceedings of the 2002 Summer Computer Simulation Conference, pp. 428–433.
Ören, T. I. (2005a—Invited Tutorial). Toward the body of knowledge of modeling and simulation (M&SBOK). In Proceedings of I/ITSEC (Interservice/Industry Training, Simulation Conference). Nov. 28–Dec. 1, Orlando, Florida; paper 2025, pp. 1–19.
Ören, T. I. (2005b—Invited Keynote Article). Maturing phase of the modeling and simulation discipline. In Proceedings of: ASC— Asian Simulation Conference 2005 (The Sixth International Conference on System Simulation and Scientific Computing (ICSC’2005), 2005 October 24–27, Beijing, P.R. China, International Academic Publishers—World Publishing Corporation, Beijing, P.R. China, pp. 72–85.
Ören, T. I. (2010). Simulation and reality: The big picture. (Invited paper for the inaugural issue) International Journal of Modeling, Simulation, and Scientific Computing (IJMSSC) (of the Chinese Association for System Simulation - CASS) by the World Scientific Publishing Co. China, Vol. 1, No. 1, 1–25.
Ören, T. I. (2011a). The many facets of simulation through a collection of about 100 definitions. SCS M&S Magazine, 2(2), 82–92.
Ören, T. I. (2011b). A critical review of definitions and about 400 types of modeling and simulation. SCS M&S Magazine, 2(3), 142–151.
Ören, T. I. (2012). Evolution of the discontinuity concept in modeling and simulation: From original idea to model switching, switchable understanding, and beyond. In 60th Anniversary Issue, Modeling and Simulation –The Transactions of SCS. Vol. 88, Issue 9, Sept. 2012, pp. 1072–1079.
Ören, T. (2014). An invitation to modeling and simulation organizations to declare that they adhere to ethical principles. SCS Newsletter, June 2014 issue, pp. 1–3.
Ören, T. I., Abou-Rabia, O., King, D. G., Birta, L. G., & Wendt, R. N. (1990) (Plenary Paper). Reverse engineering in simulation program understanding. In A. Jávor (Ed.), Problem solving by simulation, Proceedings of IMACS European Simulation Meeting, Esztergom, Hungary, August 28–30, 1990, pp. 35–41.
Ören, T. I., Elzas, M. S., Smit, I., & Birta, L. G. (2002). A code of professional ethics for simulationists. In Proceedings of the 2002 Summer Computer Simulation Conference, pp. 434–435.
Ören, T. I. & the French Team (2006). Lucile Torres (coordinator), Frédéric Amblard, Jean-Pierre Belaud, Jean Caussanel, Olivier Dalle, Raphaël Duboz, Alain Ferrarini, Claudia Frydman, El-Amine Maâmar Hamri, David Hill, Aziz Naamane, Pierre Siron, Erwan Tranvouez, Gregory Zacharewicz. Modeling and Simulation Dictionary: English-FrenchTurkish. Marseille, France. With the support of Centre Nationale de La Recherche Scientifique, I3, Université Paul Cézanne—Aix-Marseille III, LSIS (300 pp). ISBN: 2- 9524747-0-2.
Ören, T. I., Ghasem-Aghaee, N., & Yilmaz, L. (2007). An ontology-based dictionary of understanding as a basis for software agents with understanding abilities. In Proceedings of the Spring Simulation Multiconference (SpringSim’07). Norfolk, VA, March 25–29, 2007, pp. 19–27.
Ören, T. I., Kazemifard, M., & Yılmaz, L. (2013). Machine understanding and avoidance of misunderstanding in agent-directed simulation and in emotional intelligence. In Proceedings of SIMULTECH 2013, 3rd International Conf. on Simulation and Modeling Methodologies, Technologies and Applications. July 29–31, Reykjavik, Iceland. pp. 318–327.
Ören, T., Mittal, S., & Durak, U. (2017). The evolution of simulation and its contributions to many disciplines. In S. Mittal, U. Durak, & T. Ören (Eds.), Chapter 1 of: Guide to simulation-based disciplines: advancing our computational future, Springer, pp. 3–24.
Ören, T., Mittal, S., & Durak, U. (2018—Invited Chapter—In Press). Modeling and simulation: The essence and increasing importance. In the book: Modeling and Simulation of Complex Networks (M. A. Niazi, ed.), the IET Book Series on Big Data. (Appendix A: A list of over 750 types of simulation, Appendix B: A list of 900 types of models, and Appendix C: A list of 120 types of input).
Ören, T., Mittal, S., Turnitsa, C., & Diallo, S. Y. (2017). Simulation-based learning and education. In S. Mittal, U. Durak, & T. Ören (Eds.), Chapter 13 of: Guide to Simulation-Based Disciplines: Advancing our Computational Future, Springer, pp. 293–314.
Ören, T. I., Numrich, S. K., Uhrmacher, A. M., Wilson, L. F., & Gelenbe, E. (2000—Invited Paper). Agent-directed simulation: Challenges to meet defense and civilian requirements. In J. A. Joines et al. (Ed.), Proceedings of the 2000 Winter Simulation Conference, Dec. 10–13, 2000, Orlando, Florida, pp. 1757–1762.
Ören, T. I., & Yilmaz, L. (2006). Synergy of systems engineering and modeling and simulation. In Proceedings of the 2006 International Conference on Modeling and Simulation— Methodology, Tools, Software Applications (M&S MTSA), pp. 10–17. July 31–August 2, 2006, Calgary, AL, Canada.
Ören, T. I., & Yilmaz, L. (2009a). Failure avoidance in agent-directed simulation: Beyond conventional V&V and QA. In L. Yilmaz & T. I. Ören (Eds.), Agent-Directed Simulation and Systems Engineering. Systems Engineering Series, Wiley-Berlin, Germany, pp. 189–217.
Ören, T. I., & Yilmaz, L. (2009b). On the synergy of simulation and agents: an innovation paradigm perspective. Special Issue on Agent-Directed Simulation. The International Journal of Intelligent Control and Systems (IJICS), 14(1), 4–19.
Ören, T., & Yilmaz, L. (2012). Synergies of simulation, agents, and systems engineering. Expert Systems with Applications, 39(1), 81–88.
Ören, T. I., & Zeigler, B. P. (1979). Concepts for advanced simulation methodologies. Simulation, 32(3), 69–82.
Ören, T. I., & Zeigler, B. P. (2012). system theoretic foundations of modeling and simulation: A historic perspective and the legacy of a. Wayne Wymore. In 60th Anniversary Issue, Modeling and Simulation –The Transactions of SCS. Vol. 88, issue 9, Sept. 2012, pp. 1033–1046.
Ören, T. I., Zeigler, B. P., & Elzas, M. S. (Eds.) (1984). Simulation and model-based methodologies: An integrative view. NATO ASI Series. ( 651 p.). Berlin, Heidelberg, New York: Springer-Verlag.
Riley, M. T. (1992). Johannes Kepler. In I. P. McGreal (Ed.), Great thinkers of the western world (pp. 182–186). Harper-Collins, New York.
Sargent, R. G. (1991). Simulation model verification and validation. In Proceedings of the 1991 Winter Simulation Conference.
Sargent, R. G. (2011). Verification and validation of simulation models. In Proceedings of the 2011 Winter Simulation Conference, pp. 183–198.
Sargent, R. G., & Balci, O. (2017). History of verification and validation of simulation models. In Proceedings of the 2017 Winter Simulation Conference (Las Vegas, NV, Dec. 3–6) (pp. 292–307). Piscataway, NJ: IEEE.
SCi Software Committee (1967). The continuous system simulation language (CSSL), simulation, pp. 281–303, Dec. 1967.
SCS-AR ‒ Awards and Recognition. Retrieved Oct 27, 2018, from http://scs.org/scs-awards-and-recognition/.
SCS-M&SBOK. Retrieved Oct 27, 2018, from http://scs.org/body-of-knowledge/.
SCS SimEthics. Retrieved Oct 27, 2018, from http://scs.org/ethics/.
Singh, M., Gupta, P. K., Tyagi, V., Sharma, A., Ören, T., Grosky, W. (Eds.) (2017). Advances in computing and data sciences. In: First International Conference, ICACDS 2016, Ghaziabad, India, November 11–12, 2016, Revised Selected Papers. Springer.
Stanovich, K. E. (1993). Dysrationalia: A new specific learning disability. Journal of Learning Disabilities, 26(8), 501–515. CrossRef
Tolk, A., Fowler, J., Shao, G., & Yücesan, E. (Eds.) (2017). Advances in Modeling and Simulation— Seminal Research from 50 Years of Winter Simulation Conferences. Springer.
Wikipedia—commensalism). Retrieved Oct 27, 2018, from https://en.wikipedia.org/wiki/Commensalism.
Wikipedia—mutualism. Retrieved Oct 27, 2018, from https://en.wikipedia.org/wiki/Mutualism_(biology).
Worldatlas. Retrieved Oct 27, 2018, from https://www.worldatlas.com/articles/what-does-cultural-bias-mean.html.
Wymore, A. W. (1967). A mathematical theory of systems engineering: The elements. Huntington, NY: Krieger.
Yilmaz, L. (2015). Concepts and Methodologies for Modeling and Simulation: A Tribute to Tuncer Ören. Springer.
Yilmaz, L., & Ören, T. I. (Eds.) (2005). Editorial: Introduction to agent-directed simulation, special issue on agent-directed simulation. Transactions of the Society for Modeling and Simulation International, 81(7), 463–464.
Yilmaz, L., & Ören, T. I. (Eds.) (2009-All Chapters by Invited Contributors). Agent-directed simulation and systems engineering. wiley series in systems engineering and management. (520 p.) Berlin, Germany: Wiley.
Zeigler, B. P. (1976). Theory of modeling and simulation. New York: Wiley Interscience (2nd. ed. 2000).
Zeigler, B .P. (1984). Multifacetted modeling and discrete event simulation. Academic Press, London; Orlando.
Zeigler, B. P., Elzas, M. S., Klir, G. J., & Ören, T. I. (Eds.). (1979). Methodology in system modelling & simulation (p. 537). Amsterdam: North-Holland.
Zeigler, B. P., Muzy, A., & Kofman, E. (2018). Theory of modeling and simulation ‒ discrete event and iterative system computational foundations (3rd edn). Academic Press.
Zhang, L., Zeigler, B. P., & Yuanjun, L. (Eds.) (In Press—2019). Model engineering for simulation. Academic Press.
Zhang, Y., Yilmaz, L., Ören, T., Madey, G., & Sierhuis, M. (Eds.) (2010). Introduction to the special issue on agent-directed simulation. The International Journal of Agent Technologies and Systems (IJATS) by IGI Publishing, 2(3), pp. iiii. July-September 2010.
Zhang, Y., Yilmaz, L., Ören, T., Madey, G., & Sierhuis, M. (Eds.) (2012). Special issue on agent-directed simulation—selected best papers from the 2011 ADS conference. Computational and Mathematical Organization Theory, 18(4), December 2012.
- Over Fifty Years of My Involvement in Simulation
- Chapter 4
in-adhesives, MKVS, Zühlke/© Zühlke