SIRENS: A Simple Reconfigurable Neural Hardware Structure for artificial neural network implementations
Eickhoff R, Kaulmann T, Rückert U (2006)
In: Neural Networks, 2006. IJCNN '06. International Joint Conference on. Institute of Electrical and Electronics Engineers (Ed); Piscataway, NJ: IEEE: 2830-2837.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Autor*in
Eickhoff, R.;
Kaulmann, T.;
Rückert, UlrichUniBi
herausgebende Körperschaft
Institute of Electrical and Electronics Engineers
Abstract / Bemerkung
Artificial neural networks are used in various
applications and research areas. Mathematically inspired approaches
use these types of networks to solve complex classification
or function approximation tasks whereas biologically
motivated models attempt to adapt desired properties from
biology such as robustness or fault tolerance to technical
systems and architectures. Therefore, a great variety of different
models have been proposed in literature which can be separated
in time-dependent and time-independent models. To verify
these models and to accelerate simulations prototypes are
often implemented in integrated circuits using digital or analog
designs. In this work, a simple reconfigurable neural hardware
structure (SIRENS) is introduced which is capable to represent
several different models of neurons, time-independent and timedependent
models as well. Therefore, this system can be used for
several applications (classification or simulation) and purposes
(acceleration or operation). The underlying mathematical principles
are presented and, furthermore, design considerations
are given in this paper.
Stichworte
simple reconfigurable neural hardware structure;
fault tolerance;
function approximation tasks;
complex classification;
fault tolerance;
artificial neural network;
neural net architecture;
approximation theory;
integrated circuits;
mathematical principles
Erscheinungsjahr
2006
Titel des Konferenzbandes
Neural Networks, 2006. IJCNN '06. International Joint Conference on
Seite(n)
2830-2837
ISBN
0780394909
Page URI
https://pub.uni-bielefeld.de/record/2286350
Zitieren
Eickhoff R, Kaulmann T, Rückert U. SIRENS: A Simple Reconfigurable Neural Hardware Structure for artificial neural network implementations. In: Institute of Electrical and Electronics Engineers, ed. Neural Networks, 2006. IJCNN '06. International Joint Conference on. Piscataway, NJ: IEEE; 2006: 2830-2837.
Eickhoff, R., Kaulmann, T., & Rückert, U. (2006). SIRENS: A Simple Reconfigurable Neural Hardware Structure for artificial neural network implementations. In Institute of Electrical and Electronics Engineers (Ed.), Neural Networks, 2006. IJCNN '06. International Joint Conference on (pp. 2830-2837). Piscataway, NJ: IEEE. https://doi.org/10.1109/IJCNN.2006.247211
Eickhoff, R., Kaulmann, T., and Rückert, Ulrich. 2006. “SIRENS: A Simple Reconfigurable Neural Hardware Structure for artificial neural network implementations”. In Neural Networks, 2006. IJCNN '06. International Joint Conference on, ed. Institute of Electrical and Electronics Engineers, 2830-2837. Piscataway, NJ: IEEE.
Eickhoff, R., Kaulmann, T., and Rückert, U. (2006). “SIRENS: A Simple Reconfigurable Neural Hardware Structure for artificial neural network implementations” in Neural Networks, 2006. IJCNN '06. International Joint Conference on, Institute of Electrical and Electronics Engineers ed. (Piscataway, NJ: IEEE), 2830-2837.
Eickhoff, R., Kaulmann, T., & Rückert, U., 2006. SIRENS: A Simple Reconfigurable Neural Hardware Structure for artificial neural network implementations. In Institute of Electrical and Electronics Engineers, ed. Neural Networks, 2006. IJCNN '06. International Joint Conference on. Piscataway, NJ: IEEE, pp. 2830-2837.
R. Eickhoff, T. Kaulmann, and U. Rückert, “SIRENS: A Simple Reconfigurable Neural Hardware Structure for artificial neural network implementations”, Neural Networks, 2006. IJCNN '06. International Joint Conference on, Institute of Electrical and Electronics Engineers, ed., Piscataway, NJ: IEEE, 2006, pp.2830-2837.
Eickhoff, R., Kaulmann, T., Rückert, U.: SIRENS: A Simple Reconfigurable Neural Hardware Structure for artificial neural network implementations. In: Institute of Electrical and Electronics Engineers (ed.) Neural Networks, 2006. IJCNN '06. International Joint Conference on. p. 2830-2837. IEEE, Piscataway, NJ (2006).
Eickhoff, R., Kaulmann, T., and Rückert, Ulrich. “SIRENS: A Simple Reconfigurable Neural Hardware Structure for artificial neural network implementations”. Neural Networks, 2006. IJCNN '06. International Joint Conference on. Ed. Institute of Electrical and Electronics Engineers. Piscataway, NJ: IEEE, 2006. 2830-2837.