Digital hardware realization of a hyper basis function network for on-line learning
Witkowski U, Neumann T, Rückert U (1999)
In: Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on. IEEE Comput. Soc: 205-211.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Autor*in
Witkowski, U.;
Neumann, T.;
Rückert, UlrichUniBi
Abstract / Bemerkung
The proposed paper describes a digital neural network hardware realization performing a hyper basis function network for function approximation. Both, learning and recall of the network are implemented in hardware to achieve a high performance network calculation. This opens the use of the function approximator to applications with real-time learning requirements for on-line learning. The presented hardware uses a flexible network structure, i.e. the number of basis functions is not fixed in advance, but they are integrated into the network during learning depending on the learning data set. Thus, we have a good approximation result by using a minimal number of basis functions
Stichworte
approximation result;
flexible network structure;
digital hardware realization;
function approximation;
hyper basis function network;
high performance network calculation;
learning data set;
real-time learning requirements;
on-line learning;
neural network hardware;
real-time systems;
neural chips;
learning (artificial intelligence);
recall;
function approximation
Erscheinungsjahr
1999
Titel des Konferenzbandes
Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on
Seite(n)
205 -211
ISBN
0769500439
Page URI
https://pub.uni-bielefeld.de/record/2286127
Zitieren
Witkowski U, Neumann T, Rückert U. Digital hardware realization of a hyper basis function network for on-line learning. In: Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on. IEEE Comput. Soc; 1999: 205-211.
Witkowski, U., Neumann, T., & Rückert, U. (1999). Digital hardware realization of a hyper basis function network for on-line learning. Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on, 205-211. IEEE Comput. Soc. https://doi.org/10.1109/MN.1999.758865
Witkowski, U., Neumann, T., and Rückert, Ulrich. 1999. “Digital hardware realization of a hyper basis function network for on-line learning”. In Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on, 205-211. IEEE Comput. Soc.
Witkowski, U., Neumann, T., and Rückert, U. (1999). “Digital hardware realization of a hyper basis function network for on-line learning” in Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on (IEEE Comput. Soc), 205-211.
Witkowski, U., Neumann, T., & Rückert, U., 1999. Digital hardware realization of a hyper basis function network for on-line learning. In Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on. IEEE Comput. Soc, pp. 205-211.
U. Witkowski, T. Neumann, and U. Rückert, “Digital hardware realization of a hyper basis function network for on-line learning”, Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on, IEEE Comput. Soc, 1999, pp.205-211.
Witkowski, U., Neumann, T., Rückert, U.: Digital hardware realization of a hyper basis function network for on-line learning. Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on. p. 205-211. IEEE Comput. Soc (1999).
Witkowski, U., Neumann, T., and Rückert, Ulrich. “Digital hardware realization of a hyper basis function network for on-line learning”. Microelectronics for Neural, Fuzzy and Bio-Inspired Systems, 1999. MicroNeuro '99. Proceedings of the Seventh International Conference on. IEEE Comput. Soc, 1999. 205-211.
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