Title :
Adventures in qualitative modeling-a qualitative heart model
Author :
Weinberg, Jerry B. ; Biswas, Gautam ; Weinberg, Lori A.
Author_Institution :
Dept. of Comput. Sci., Vanderbilt Univ., Nashville, TN, USA
Abstract :
Traditional reasoning methods have found limited success in the medical domain due to their brittleness and lack of robust justification. Recent work has turned to model-based reasoning techniques to overcome these limitations. These techniques employ deep domain models and focus on qualitative reasoning. A discussion is presented of an ongoing project to develop a cardiovascular model with sophisticated reasoning mechanisms and robust explanation capabilities. The framework for the model combines J. DeKleer and J.S. Brown´s (1984) component-oriented methods and K.D. Forbus´s (1984) process-oriented ontologies. The current prototype models the electrical subsystem of the heart, and simulates normal and deviant cardiac rhythms
Keywords :
cardiology; electrocardiography; inference mechanisms; physiological models; cardiovascular model; component-oriented methods; deep domain models; deviant cardiac rhythms; electrical subsystem; model-based reasoning techniques; process-oriented ontologies; qualitative heart model; Artificial intelligence; Biomedical monitoring; Cardiology; Decision making; Heart; Humans; Inference mechanisms; Mathematical model; Medical expert systems; Robustness;
Conference_Titel :
Systems, Man and Cybernetics, 1989. Conference Proceedings., IEEE International Conference on
Conference_Location :
Cambridge, MA
DOI :
10.1109/ICSMC.1989.71445