ISSN 2071-8594

Russian academy of sciences


Gennady Osipov

A. I. Panov Goal setting and behavior planning for cognitive agent


The paper considers a sign-based approach to the problem of modeling the goal-setting process and its integration with the methods of synthesizing the plan of behavior. On the basis of the psychologically plausible model of the sign-based world model of the cognitive agent, the GoalMAP algorithm is proposed, which, based on the formal network model, implements the iterative process of hierarchical planning with the selected stage of setting or selecting a new goal. The estimation of the complexity of the behavior planning algorithm is considered, model experiments with software implementation of the constructed algorithms are performed, demonstrating the key features of the approach used.


cognitive agent, sign based world model, sign, GoalMAP, behavior planning, goal reasoning, goal setting, activity theory.

PP. 21-35.


1. Alford R. et al. Hierarchical planning: Relating task and goal decomposition with task sharing // IJCAI Int. Jt. Conf. Artif. Intell. 2016. P. 3022–3028.
2. Molineaux M., Klenk M., Aha D.W. Goal-Driven Autonomy in a Navy Strategy Simulation // Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence. 2010. P. 1548–1554.
3. Cox M.T. Perpetual Self-Aware Cognitive Agents // AI Mag. 2007. Vol. 28, № 1. P. 32–45.
4. Osipov G.S. Signs-Based vs. Symbolic Models // Advances in Artificial Intelligence and Soft Computing Lecture Notes in Computer Science. / под ред. G. Sidorov, S.N. Galicia-Haro. : Springer International Publishing, 2015. С. 3–11.
5. Osipov G.S., Panov A.I., Chudova N. V. Behavior control as a function of consciousness. I. World model and goal setting // J. Comput. Syst. Sci. Int. 2014. Т. 53. № 4. С. 517–529.
6. Psychological mechanisms of goal formulation / pod red. O.K. Tihomirov. M.: Izdatel'stvo «Nauka», 1977. 260 s. (In Russian).
7. Leontyev A.N. The Development of Mind. Kettering: Erythros Press and Media, 2009. 428 с.
8. Vygotsky L.S. Thought and Language. : MIT Press, 1986. 344 с.
9. Muñoz-Avila H. et al. Goal-Driven Autonomy with Case-Based Reasoning // Case-Based Reasoning. 2010. P. 228–241.
10. Roberts M. et al. Iterative Goal Refinement for Robotics // Working Notes of the Planning and Robotics Workshop at ICAPS. 2014.
11. Anderson J.R. How Can the Human Mind Occur in the Physical Universe? Oxford University Press, 2007. 304 p.
12. Kurup U. et al. Using Expectations to Drive Cognitive Behavior // AAAI Conf. Artif. Intell. 2011. P. 221–227.
13. Laird J.E. The Soar Cognitive Architecture. MIT Press, 2012. 374 p.
14. Samsonovich A. V. Goal reasoning as a general form of metacognition in BICA // Biol. Inspired Cogn. Archit. Elsevier B.V., 2014. Vol. 9. P. 105–122.
15. Osipov G.S., Panov A.I., Chudova N. V. Behavior Control as a Function of Consciousness. II. Synthesis of a Behavior Plan // J. Comput. Syst. Sci. Int. 2015. Т. 54. № 6. С. 882–896.
16. Osipov G.S. Sign-based representation and word model of actor // 2016 IEEE 8th International Conference on Intelligent Systems (IS) / ed. Yager R. et al. IEEE, 2016. P. 22–26.
17. Osipov G.S., Panov A.I. Relationships and operations in sign-based world model // Iskusstvennyj intellekt i prinyatie reshenij. 2017. № 4. (In Russian)
18. Panov A.I. Behavior Planning of Intelligent Agent with Sign World Model // Biol. Inspired Cogn. Archit. 2017. Vol. 19. P. 21–31.
19. Kahneman D. Thinking Fast and Slow. New York: Penguin, 2011. 443 p.
20. Kiselev G.A., Panov A.I. Synthesis of the Behavior Plan for Group of Robots with Sign Based World Model // Interactive Collaborative Robotics / ed. Ronzhin A., Rigoll G., Meshcheryakov R. Springer, 2017. P. 83–94.
21. Panov A.I., Yakovlev K.S. Psychologically Inspired Planning Method for Smart Relocation Task // Procedia Comput. Sci. 2016. Т. 88. С. 115–124.
22. Gerevini A.E. et al. Deterministic planning in the fifth international planning competition: PDDL3 and experimental evaluation of the planners // Artif. Intell. Elsevier B.V., 2009. Vol. 173, № 5–6. P. 619–668.