Truly Smart Agents
research directions > physiological simulation
physiological simulation

We model the following capabilities of the body:

  • "Living" -- existing and changing over time
  • Experiencing physical states (e.g., hunger, pain)
  • Experiencing physiological and pathological processes, notably, disease and healing
  • Responding to external interventions (drugs, surgery - but also food, lifestyle habits, etc.) whenever they may happen

Diseases are modeled as changes in key property values over time. For each disease, a set number of conceptual stages is established, and typical values (or ranges of values) for each property are associated with each stage. Values at the start or end of each stage are recorded explicitly, with values between stages being interpolated.

If the physiological causal chains underlying disease and healing are understood, they are incorporated into the model. If not, knowledge "bridges" encapsulate clinical observations.

In the gallery is a schematic representation of our disease model of Gastroesophageal Reflux Disease (GERD), which contains the central causal chains but, of course, not the level of detail needed to run the simulation (that would be too complex to represent in such a figure).

relevant publications:

[1] Nirenburg, S., McShane, M., and Beale, S. A unified ontological-semantic substrate for physiological simulation and cognitive modeling. 2009. Proceedings of the International Conference on Biomedical Ontology, University at Buffalo, NY, July 24-26, 2009.

[2] Nirenburg, S., McShane, M., and Beale, S. A Simulated Physiological/Cognitive "Double Agent". 2008. Proceedings of the Workshop on Naturally Inspired Cognitive Architectures, AAAI 2008 Fall Symposium, Washington, D.C., Nov. 7-9.

[3] Jarrell, B., Nirenburg, S., McShane, M., Fantry, G., Beale, S., Mallott, D., and Razcek, J. An interactive, cognitive simulation of gastroesophageal reflux disease. 2007. Medicine Meets Virtual Reality 15, Feb. 6-9, 2007, Long Beach, California.

[4] McShane, M., Fantry, G., Beale, S., Nirenburg, S., and Jarrell, B. Disease Interaction in Cognitive Simulations for Medical Training. 2007. Proceedings of MODSIM World Conference, Medical Track, 2007, Virginia Beach, Sept. 11-13 2007.

[5] McShane, M., Nirenburg, S., Beale, S., Jarrell, B., and Fantry, G. Knowledge-based modeling and simulation of diseases with highly differentiated clinical manifestations. 2007. 11th Conference on Artificial Intelligence in Medicine (AIME 07), Amsterdam, The Netherlands, July 7-11, 2007.

[6] Nirenburg, S., McShane, M., Beale, S., O'Hara, T., Jarrell, B., Fantry, G., and Raczek, G. Cognitive simulation in virtual patients. 2006. Poster session of the main conference of FLAIRS 2006, Melbourne Beach, Florida, Thursday, May 11.

[7] Fantry, G., McShane, M., Beale, S., Forman, J., Raczek, J., Nirenburg, S., and Jarrell, B. The virtual esophagus: An interactive model of esophageal physiology, pathophysiology, and simulation of esophageal motility disorders. 2006. Gastroenterology 2006 130: A736.