Computer modeling has played a unique role in understanding electrocardiography. Modeling and simulating cardiac action potential propagation is suitable for studying normal and pathological cardiac activation. This paper presents a 2-D Cellular Automata model for simulating action potential propagation in cardiac tissue. We demonstrate a novel algorithm in order to use minimum neighbors. This algorithm uses the summation of the excitability attributes of excited neighboring cells. We try to eliminate flat edges in the result patterns by inserting probability to the model. We also preserve the real shape of action potential by using linear curve fitting of one well known electrophysiological model., {"references":["N. Menke, M.D.; S. Angus; K. Cooper, V. Shah, \"A Simple 2-D Model\nof Cardiac Tissue Conduction\"","M. C. Trudel, R. M. Gulrajani, L. J. Leon, \"simulation of propagation in\na realistic-geometry computer heart model with parallel processing\"","C. R. H. Barbosa, \"Simulation of a plane wavefront propagating in\ncardiac tissue using a cellular automata model\", Phys. Med. Biol. 48,\n4151-4164.","P. B. Gharpure, C.r R. Johnson, \"A Cellular Automaton Model of\nElectrical Activation in Canine Ventricles: A Validation Study,\" SCI\nINSTITUTE, 1995.","C. L. Chang, Y., Zhang, Y. Y. Gdong, \"Cellular Automata For Edge\nDetection Of Images\", Proceedmgs of the Third Intetnauonal Conference\non Machine Learning and Cybernetics, Shanghai, 26-29 August 2004.","Z. Li-Sheng, \"Cellular Automaton Simulations for Target Waves in\nExcitable Media\", Commun. Theor. Phys. (Beijing, China), Vol. 53, No.\n1, pp. 171-174, January 15, 2010.","W. E. S. Yu, R. P. Saldana, \"Computational Aspects of Modeling\nExcitable Media Using Cellular Automata\"","D. Makowiec, \"cellular automata model of cardiac pacemaker\"","E. Costa Monteiro, L. C. Miranda, A. C. Bruno, and P. Costa Ribeiro,\n\"A Cellular Automaton Computer model for the study of magnetic\ndetection of cardiac tissue activation during artial flutter,\" IEEE\ntransaction on magnetics, Vol. 34, NO. 5, Sep. 1998.\n[10] K. M. Moe, C.R. Werner, J.A. Abildson, N.Y. Utica, \"A computer\nmodel of atrial fibrillation,\" American Heart Journal, Vol 67, pp 200-\n220, 1964.\n[11] M. Gerhardt, H. Schuster, J.J Tyson, \"A cellular automation model of\nexcitable media including curvature and dispersion,\" Science, Vol 247,\npp 1563-1566, 1990.\n[12] M. Markus, B. Hess, \"Isotropic cellular automaton for modelling\nexcitable media,\" Nature, Vol 347, pp 56-58, 1990.\n[13] J.R Weimar, J.J Tyson, L.T Watson, \"Diffusion and wave propagation\nin cellular automaton models of excitable media,\" Physica D, Vol 55, pp\n309-327, 1992.\n[14] J.R Weimar, J.J Tyson, L.T Watson, \"Third generation Cellular\nAutomaton for Modeling Excitable Media,\" Physica D, Vol 55, pp 328-\n339, 1992.\n[15] http://cor.physiol.ox.ac.uk/\n[16] www.ocp.ltd.uk/ap1.html"]}