Abstract
We propose to include “anticipatory thinking” ability to predict human decision-making in a manned-unmanned teaming (MUM-T) system. In particular, the prediction will be leveraged to augment the “preparedness” of the unmanned vehicles in reacting optimally (with minimal delay) to the subsequent tasks to be assigned by the human operator. With this, we intend to reduce the persistent use of the automated suggestions of complex plans for task assignment, often exploited to compensate for human incapacity in “looking ahead”. By doing so, we optimize human autonomy in decision making for complex MUM-T operations.
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References
Lashley, H., Thorpe, A., Tylor, R., Grabham, A: Measuring effectiveness of human autonomy teaming. In: NATO STO HFM-300 (2019)
Perelma, B.S., Lakhmani, S., Wright, J.L.: Human-autonomy teaming essential research program project 2: transparent multimodal crew interface designs. In. Technical Note 1: General Overview (ARL-TN-1003) DEVCOM Army Research Laboratory (2020)
Schmitt, F., Brand, Y., Rudnick, G., Schulte, A: Experimental evaluation of a cooperative automation approach for manned-unmanned teaming in future military helicopter missions. In: NATO STO HFM-300 Symposium on Human Autonomy Teaming (2018)
Klein, G., Snowden, D., Chew L.P.: Anticipatory thinking. In: Proceedings of the Eighth International NDM Conference, June 2007
Gill, D., Prowse, V.: Cognitive Ability, Character Skills, and Learning to Play Equilibrium: A Level-k Analysis. J. Polit. Econ. 124(6), 1619–1676 (2016)
Schulte, A., Donath, D., Douglas, S.L.: Design patterns for human-cognitive agent teaming. In: International Conference on Engineering Psychology and Cognitive Ergonomics (2016)
Kahneman, D., Tversky, A.: Prospect theory: an analysis of decision under risk. In: Econometrica, vol. 47, no. 2 (1979)
Tversky, A., Kahneman, D.: Advances in prospect theory: cumulative representation of uncertainty. J Risk Uncertainty 5, 297–323 (1992)
Al-Nowaihi, A., Bradley, I., Dhami, S.: A Note on the Utility Function Under Prospect Theory. Econ. Lett. 99(2), 337–339 (2008)
Korhonen, P., Moskowitz, H.: Wallenius, J: Choice behavior in interactive multiple-criteria decision-making. Ann. Oper. Res. 23, 161–179 (1990)
Cummings, M.L.: Automation bias in intelligent time critical decision support systems. In: AIAA Intelligent Systems Technical Conference (2013)
AI high-level expert group on artificial intelligence (HLEG): ethics guidelines for trustworthy AI. In: Publication by the European Commission (2018)
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Kiam, J.J., Dudek, M., Schulte, A. (2021). Anticipating Human Decision for an Optimal Teaming Between Manned and Unmanned Systems. In: Russo, D., Ahram, T., Karwowski, W., Di Bucchianico, G., Taiar, R. (eds) Intelligent Human Systems Integration 2021. IHSI 2021. Advances in Intelligent Systems and Computing, vol 1322. Springer, Cham. https://doi.org/10.1007/978-3-030-68017-6_1
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DOI: https://doi.org/10.1007/978-3-030-68017-6_1
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