gNBX - reconfigurable hardware acceleration of self-organizing maps
Pohl C, Franzmeier M, Porrmann M, Rückert U (2004)
In: Field-Programmable Technology, 2004. Proceedings. 2004 IEEE International Conference on. IEEE Electron Devices Society, School of Information Technology and Electrical Engineering (Eds); Piscataway, NJ: IEEE: 97-104.
Konferenzbeitrag
| Veröffentlicht | Englisch
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Autor*in
herausgebende Körperschaft
IEEE Electron Devices Society;
School of Information Technology and Electrical Engineering
Abstract / Bemerkung
In this paper a new FPGA based hardware accelerator
(gNBX) for Se(f-Organizing Maps is introduced.
New principles for hardware acceleration of
Self-Organizing Maps, which increase the degree of
paralleliry arid therefore the acceleration gain will
be presented. Our technology independent design description
can be mapped on application specific integrated
circuits if very high performance is required,
as well as on Field Programmable Gate Arrays (FPGAS).
which offer mid level performance (a speed
up factor of up to 70 in comparison with PCs for
t)pical datasets is achieved) at relativly low costs.
Additional),, FPGAs offer the jlexibility to adapt the
hardware to the changing requirements of the application
during runtime. Therefore, the hardware can
be exploited optimally at all times during the simulati011
process. Several benchmark scenarios with well
known datasets will show rheperforniance of our system.
Stichworte
field programmable gate arrays;
FPGA based hardware accelerator;
parallel processing;
gNBX;
field programmable gate arrays;
hardware adaptation;
reconfigurable hardware acceleration;
runtime application requirements;
self-organising feature maps;
self-organizing maps;
application specific integrated circuits;
parallel architectures;
application specific integrated circuits;
reconfigurable architectures
Erscheinungsjahr
2004
Titel des Konferenzbandes
Field-Programmable Technology, 2004. Proceedings. 2004 IEEE International Conference on
Seite(n)
97-104
ISBN
0780386515
Page URI
https://pub.uni-bielefeld.de/record/2286138
Zitieren
Pohl C, Franzmeier M, Porrmann M, Rückert U. gNBX - reconfigurable hardware acceleration of self-organizing maps. In: IEEE Electron Devices Society, School of Information Technology and Electrical Engineering, eds. Field-Programmable Technology, 2004. Proceedings. 2004 IEEE International Conference on. Piscataway, NJ: IEEE; 2004: 97-104.
Pohl, C., Franzmeier, M., Porrmann, M., & Rückert, U. (2004). gNBX - reconfigurable hardware acceleration of self-organizing maps. In IEEE Electron Devices Society & School of Information Technology and Electrical Engineering (Eds.), Field-Programmable Technology, 2004. Proceedings. 2004 IEEE International Conference on (pp. 97-104). Piscataway, NJ: IEEE. https://doi.org/10.1109/FPT.2004.1393256
Pohl, C., Franzmeier, M., Porrmann, Mario, and Rückert, Ulrich. 2004. “gNBX - reconfigurable hardware acceleration of self-organizing maps”. In Field-Programmable Technology, 2004. Proceedings. 2004 IEEE International Conference on, ed. IEEE Electron Devices Society and School of Information Technology and Electrical Engineering, 97-104. Piscataway, NJ: IEEE.
Pohl, C., Franzmeier, M., Porrmann, M., and Rückert, U. (2004). “gNBX - reconfigurable hardware acceleration of self-organizing maps” in Field-Programmable Technology, 2004. Proceedings. 2004 IEEE International Conference on, IEEE Electron Devices Society, and School of Information Technology and Electrical Engineering eds. (Piscataway, NJ: IEEE), 97-104.
Pohl, C., et al., 2004. gNBX - reconfigurable hardware acceleration of self-organizing maps. In IEEE Electron Devices Society & School of Information Technology and Electrical Engineering, eds. Field-Programmable Technology, 2004. Proceedings. 2004 IEEE International Conference on. Piscataway, NJ: IEEE, pp. 97-104.
C. Pohl, et al., “gNBX - reconfigurable hardware acceleration of self-organizing maps”, Field-Programmable Technology, 2004. Proceedings. 2004 IEEE International Conference on, IEEE Electron Devices Society and School of Information Technology and Electrical Engineering, eds., Piscataway, NJ: IEEE, 2004, pp.97-104.
Pohl, C., Franzmeier, M., Porrmann, M., Rückert, U.: gNBX - reconfigurable hardware acceleration of self-organizing maps. In: IEEE Electron Devices Society and School of Information Technology and Electrical Engineering (eds.) Field-Programmable Technology, 2004. Proceedings. 2004 IEEE International Conference on. p. 97-104. IEEE, Piscataway, NJ (2004).
Pohl, C., Franzmeier, M., Porrmann, Mario, and Rückert, Ulrich. “gNBX - reconfigurable hardware acceleration of self-organizing maps”. Field-Programmable Technology, 2004. Proceedings. 2004 IEEE International Conference on. Ed. IEEE Electron Devices Society and School of Information Technology and Electrical Engineering. Piscataway, NJ: IEEE, 2004. 97-104.
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