Abstract
As neural systems become large and complex, sophisticated tools are needed to support effective model development and efficient simulation processing. Initially, during model development, rich graphical interfaces linked to powerful programming languages and component libraries are the primary requirement. Later, during model simulation, processing efficiency is the primary concern. Workstations and personal computers are quite effective during model development, while parallel and distributed computation become necessary during simulation processing. We give first an overview of modeling and simulation in NSL together with a depth perception model example. We then discuss current and future work with the NSL/ASL system in the development and simulation of modular neural systems executed in a single computer or distributed computer network.
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References
Rall, W.: Branching dendritic trees and motoneuron membrane resistivity. Exp. Neurol. 2, 503–532 (1959)
Arbib, M.A.: The Metaphorical Brain 2: Neural Networks and Beyond, pp. 124–126. Wiley Interscience, Hoboken (1989)
McCulloch, W.S., Pitts, W.H.: A Logical Calculus of the Ideas Immanent in Nervous Activity. Bull. Math. Biophys 5, 115–133 (1943)
De Schutter, E.: A Consumer Guide to Neuronal Modeling Software. Trends in Neuroscience 15, 462–464 (1992)
Murre, J.: Neurosimulators. In: Arbib, M. (ed.) The Handbook of Brain Theory and Neural Networks, pp. 634–639. MIT Press, Cambridge (1995)
Bower, J.M., Beeman, D.: The Book of GENESIS: Exploring Realistic Neural Models with the GEneral NEural SImulation System. TELOS/Springer (1998)
Hines, M.L., Carnevale, N.T.: The NEURON simulation environment. Neural Computation 9, 1179–1209 (1997)
Leigthon, R.R., Wieland, A.P.: The Aspirin/Migraines Software Package. In: Skrzypek, J. (ed.) Neural Network Simulation Environments, pp. 209–227. Kluwer, Dordrecht (1994)
Weitzenfeld, A., Alexander, A., Arbib, M.A.: The Neural Simulation Language NSL, Theory and Applications. MIT Press, Cambridge (2000)
House, D.: Depth Perception in Frogs and Toads: A study in Neural Computing. Lecture Notes in Biomathematics 80. Springer, Heidelberg (1985)
Weitzenfeld, A., Arbib, M.: A Concurrent Object-Oriented Framework for the Simulation of Neural Networks. In: Proc. of ECOOP/OOPSLA 1990 Workshop on Object-Based Concurrent Programming, OOPS Messenger, April 1991, vol. 2(2), pp. 120–124 (April 1991)
Weitzenfeld, A.: ASL: Hierarchy, Composition, Heterogeneity, and Multi-Granularity in Concurrent Object-Oriented Programming. In: Proc. Workshop on Neural Architectures and Distributed AI: From Schema Assemblages to Neural Networks, USC, October 19-20 (1993)
Arbib, M.A.: Schema Theory. In: Shapiro, S. (ed.) The Encyclopedia of Artificial Intelligence, 2nd edn., vol. 2, pp. 1427–1443. Wiley, Chichester (1992)
Yonezawa, A., Tokoro, M.: Object-oriented concurrent programming. MIT Press, Cambridge (1987)
Geist, A., Beguelin, A., Dongarra, J., Jiang, W., Mancheck, R., Sunderam, V.: PVM: Parallel Virtual Machine, A User’s Guide and Tutorial for Networked Parallel Computing. MIT Press, Cambridge (1994)
Lewis, B., Berg, D.J.: Multithreaded Programming with Pthreads. Sun Microsystems Press - Prentice Hall (1998)
Corbacho, F., Arbib, M.A.: Learning Internal Models to Detour. Society for Neuroscience Abs. 7, 624 (1997)
Kiczales, G., Paepcke, A.: Open Implementations and Metaobject Protocols, Palo Alto Research Center. Xerox Corporation (1996)
Gutiérrez, S.: Design of a Reflective Meta-level Architecture for NSL/ASL, TR-99- 01, Dept. Comp. Eng., ITAM (September 1999)
Mowbray, T., Ruh, W.: Inside CORBA: Distributed Object Standards and Applications. Addison-Wesley, Reading (1998)
Weitzenfeld, A., Arkin, R.C., Cervantes-Perez, F., Olivares, R., Corbacho, F.: A Neural Schema Architecture for Autonomous Robots. In: Proc. 1998 Int. Symposium on Robotics and Automation, Saltillo, Coahuila, Mexico, December 12-14 (1998)
Alexander, A., Arbib, M.A., Weitzenfeld, A.: Web Simulation of Brain Model. In: Bruzzone, A., Uhrmacher, A., Page, E. (eds.) Proc. 1999 Int. Conf. On Web-Based Modeling and Simulation, pp. 124–126; Soc. Comp. Sim. 31(3), 29–33 (1999)
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Weitzenfeld, A., Peguero, O., Gutiérrez, S. (2000). NSL/ASL: Distributed Simulation of Modular Neural Networks. In: Cairó, O., Sucar, L.E., Cantu, F.J. (eds) MICAI 2000: Advances in Artificial Intelligence. MICAI 2000. Lecture Notes in Computer Science(), vol 1793. Springer, Berlin, Heidelberg. https://doi.org/10.1007/10720076_30
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DOI: https://doi.org/10.1007/10720076_30
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