Interactive Model-Centric Systems Engineering
Abstract
Models are increasingly used for decision-making in systems engineering, and while there have been many advancements in technical aspects, the sociotechnical aspects have received much less attention. This chapter discusses a research program on Interactive Model-Centric Systems Engineering (IMCSE), originating from the unique opportunity to investigate the various aspects of humans interacting with models and model-generated data, in the context of systems engineering practice. We first introduce the background and motivations, including seven envisioned future vignettes from two perspectives of interaction-centric and model-centric. We then present highlights of four selected studies from the larger research program. The first is model-centric decision-making and trust , sharing findings from an interview-based study and guiding principles for model trust derived from this work. The second section discusses work on multi-stakeholder negotiation through models within the context of tradespace exploration. The third study, model choice and trade-off , shares exploratory research to address two main types of models used in early lifecycle systems engineering: evaluative models and value models. Fourth, we describe our exploratory investigation of model curation , highlighting research into enterprise level governance and curated collections of models.
Leads

Donna H. Rhodes
Massachusetts Institute of Technology

Adam M. Ross
Massachusetts Institute of Technology
Publications
- Digital Curation Centre, a world‑leading centre of expertise in digital information curation with a focus on building capacity, capability and skills for research data management (dcc.ac.uk). 
- Curhan, J.R., Neale, M.A., and Ross, L. (2004). Dynamic valuation: preference changes in the context of face-to- face negotiation. Journal of Experimental Social Psychology 40 (2): 142–151. 
- Ehrmann, J.R. and Stinson, B.L. (1999). Joint fact-finding and the use of technical experts. In: The Consensus Building Handbook: A Comprehensive Guide to Reaching Agreement (ed. L.E. Susskind, S. McKearnen, and J. Thomas-Lamar). Sage Publications. 
- Fisher, R., Ury, W., and Patton, B. (1991). Getting to Yes: Negotiating an Agreement without Giving in. New York NY: Penguin Books. 
- Fitzgerald, M.E. and Ross, A.M. (2014). Controlling for framing effects in multi-stakeholder tradespace exploration. Procedia Computer Science 28: 412–421. 
- Fitzgerald, M.E. and Ross, A.M. (2016). Recommendations for framing multi-stakeholder tradespace exploration. In: INCOSE International Symposium 2016, Edinburgh, Scotland. July 2016. 
- Gass, S.I. and Joel, L. (1980). Concepts of model confidence. Computers and Operations Research 8 (4): 341–346. 
- Golkar, A. and Crawley, E.F. (2014). A framework for space systems architecture under stakeholder objectives ambiguity. Systems Engineering 17 (4): 479–502. 
- INCOSE (2015). Modeling and simulation, Chapter 9.1. INCOSE-TP-2003-002-04. In: Systems Engineering Handbook: A Guide for System Life Cycle Processes and Activities. 4e (ed. D. Walden, G. Roedler, K. Forsberg, et al.), 180–188. Wiley. 
- NASA (2008). Standard for models and simulations. NASA-STD-7009. July 2008. 
- Ozawa, C.P. (1991). Recasting Science: Consensual Procedures in Public Policy Making. Westview Press. 
- Raiffa, H. (2002). Negotiation Analysis: The Science and Art of Collaborative Decision Making. Belknap Press of Harvard University Press. 
- Reymondet, L., D.H. Rhodes, and Ross, A.M. (2016). Considerations for model curation in model-centric systems engineering. 2016 Annual IEEE Systems Conference (SysCon), Orlando, FL (18 April 2016). pp. 1–7. IEEE. 
- Rhodes, D.H. and Ross, A.M. (2016). A vision for human-model interaction in interactive model-centric systems engineering. INCOSE International Symposium 2016, Edinburgh, Scotland (July 2016), Vol. 26, No. 1, pp. 788–802). 
- Rhodes, D.H. (2018). Using human-model interaction heuristics to enable model-centric Enterprise transformation. 2018 Annual IEEE International Systems Conference (SysCon), Vancouver, Canada (23 April 2018). pp. 1–6. IEEE. 
- Rhodes, D.H. (2019). Model curation: requisite leadership and practice in digital engineering enterprises. Procedia Computer Science 153: 233–241. 
- Rhodes, D.H. (2022). Investigating model credibility within a model curation context. In: Recent Trends and Advances in Model Based Systems Engineering, 67–77. Cham: Springer International Publishing. 
- Rhodes, D.H. and Ross, A.M. (2015). Interactive Model-Centric Systems Engineering Pathfinder Workshop Report. Cambridge, MA: MIT. 
- Ricci, N., Schaffner, M.A., Ross, A.M. et al. (2014). Exploring stakeholder value models via interactive visualization. Procedia Computer Science 28: 294–303. 
- Ross, A.M. and Hastings, D.E. (2005). The tradespace exploration paradigm. INCOSE International Symposium 2005, Rochester, NY (July 2005), Vol. 15, No. 1, pp. 1706–1718. 
- Ross, A.M. and Rhodes, D.H. (2018). Interactive model trading for resilient systems decisions. In: Disciplinary Convergence in Systems Engineering Research, 97–112. Springer International Publishing. 
- Ross, A., McManus, H., Rhodes, D., and Hastings, D. (2010a). Revisiting the tradespace exploration paradigm: structuring the exploration process. AIAA Space 2010 Conference & Exposition, Anaheim, CA (31 August 2010). p. 8690. 
- Ross, A., McManus, H., Rhodes, D., and Hastings, D. (2010b). Role for interactive tradespace exploration in multi-stakeholder negotiations. AIAA Space 2010 Conference & Exposition, Anaheim, CA (30 August 2010). p. 8664. 
- Ross, A.M., Rhodes, D.H., and Fitzgerald, M.E. (2015). Interactive value model trading for resilient systems decisions. Procedia Computer Science 44: 639–648. 
- Ross, A.M., Fitzgerald, M.E., and Rhodes, D.H. (2016). Interactive evaluative model trading for resilient systems decisions. 14th Conference on Systems Engineering Research, Huntsville, AL (March 2016). pp. 22–24. 
- Rouse, W.B. (2015). Modeling and Visualization of Complex Systems and Enterprises: Explorations of Physical, Human, Economic, and Social Phenomena. Wiley. 
- Shane German, E.S. and Rhodes, D.H. (2018). Model-centric decision-making: exploring decision-maker trust and perception of models. In: Disciplinary Convergence in Systems Engineering Research, 813–827. Springer International Publishing. 

