Cargando…
FPGA Implementations of Neural Networks
During the 1980s and early 1990s there was signi?cant work in the design and implementation of hardware neurocomputers. Nevertheless, most of these efforts may be judged to have been unsuccessful: at no time have have ha- ware neurocomputers been in wide use. This lack of success may be largely attr...
| Clasificación: | Libro Electrónico |
|---|---|
| Autor Corporativo: | |
| Otros Autores: | , |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
New York, NY :
Springer US : Imprint: Springer,
2006.
|
| Edición: | 1st ed. 2006. |
| Temas: | |
| Acceso en línea: | Texto Completo |
MARC
| LEADER | 00000nam a22000005i 4500 | ||
|---|---|---|---|
| 001 | 978-0-387-28487-3 | ||
| 003 | DE-He213 | ||
| 005 | 20220120153805.0 | ||
| 007 | cr nn 008mamaa | ||
| 008 | 100301s2006 xxu| s |||| 0|eng d | ||
| 020 | |a 9780387284873 |9 978-0-387-28487-3 | ||
| 024 | 7 | |a 10.1007/0-387-28487-7 |2 doi | |
| 050 | 4 | |a TK7867-7867.5 | |
| 072 | 7 | |a TJFC |2 bicssc | |
| 072 | 7 | |a TEC008010 |2 bisacsh | |
| 072 | 7 | |a TJFC |2 thema | |
| 082 | 0 | 4 | |a 621.3815 |2 23 |
| 245 | 1 | 0 | |a FPGA Implementations of Neural Networks |h [electronic resource] / |c edited by Amos R. Omondi, Jagath C. Rajapakse. |
| 250 | |a 1st ed. 2006. | ||
| 264 | 1 | |a New York, NY : |b Springer US : |b Imprint: Springer, |c 2006. | |
| 300 | |a XII, 360 p. |b online resource. | ||
| 336 | |a text |b txt |2 rdacontent | ||
| 337 | |a computer |b c |2 rdamedia | ||
| 338 | |a online resource |b cr |2 rdacarrier | ||
| 347 | |a text file |b PDF |2 rda | ||
| 505 | 0 | |a FPGA Neurocomputers -- On the Arithmetic Precision for Implementing Back-Propagation Networks on FPGA: A Case Study -- FPNA: Concepts and Properties -- FPNA: Applications and Implementations -- Back-Propagation Algorithm Achieving 5 Gops on the Virtex-E -- FPGA Implementation of Very Large Associative Memories -- FPGA Implementations of Neocognitrons -- Self Organizing Feature Map for Color Quantization on FPGA -- Implementation of Self-Organizing Feature Maps in Reconfigurable Hardware -- FPGA Implementation of a Fully and Partially Connected MLP -- FPGA Implementation of Non-Linear Predictors -- The REMAP Reconfigurable Architecture: A Retrospective. | |
| 520 | |a During the 1980s and early 1990s there was signi?cant work in the design and implementation of hardware neurocomputers. Nevertheless, most of these efforts may be judged to have been unsuccessful: at no time have have ha- ware neurocomputers been in wide use. This lack of success may be largely attributed to the fact that earlier work was almost entirely aimed at developing custom neurocomputers, based on ASIC technology, but for such niche - eas this technology was never suf?ciently developed or competitive enough to justify large-scale adoption. On the other hand, gate-arrays of the period m- tioned were never large enough nor fast enough for serious arti?cial-neur- network (ANN) applications. But technology has now improved: the capacity and performance of current FPGAs are such that they present a much more realistic alternative. Consequently neurocomputers based on FPGAs are now a much more practical proposition than they have been in the past. This book summarizes some work towards this goal and consists of 12 papers that were selected, after review, from a number of submissions. The book is nominally divided into three parts: Chapters 1 through 4 deal with foundational issues; Chapters 5 through 11 deal with a variety of implementations; and Chapter 12 looks at the lessons learned from a large-scale project and also reconsiders design issues in light of current and future technology. | ||
| 650 | 0 | |a Electronic circuits. | |
| 650 | 0 | |a Computer science. | |
| 650 | 0 | |a Engineering design. | |
| 650 | 0 | |a Computers, Special purpose. | |
| 650 | 0 | |a Electrical engineering. | |
| 650 | 0 | |a Microprocessors. | |
| 650 | 0 | |a Computer architecture. | |
| 650 | 1 | 4 | |a Electronic Circuits and Systems. |
| 650 | 2 | 4 | |a Computer Science. |
| 650 | 2 | 4 | |a Engineering Design. |
| 650 | 2 | 4 | |a Special Purpose and Application-Based Systems. |
| 650 | 2 | 4 | |a Electrical and Electronic Engineering. |
| 650 | 2 | 4 | |a Processor Architectures. |
| 700 | 1 | |a Omondi, Amos R. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 700 | 1 | |a Rajapakse, Jagath C. |e editor. |4 edt |4 http://id.loc.gov/vocabulary/relators/edt | |
| 710 | 2 | |a SpringerLink (Online service) | |
| 773 | 0 | |t Springer Nature eBook | |
| 776 | 0 | 8 | |i Printed edition: |z 9780387509167 |
| 776 | 0 | 8 | |i Printed edition: |z 9781441939425 |
| 776 | 0 | 8 | |i Printed edition: |z 9780387284859 |
| 856 | 4 | 0 | |u https://doi.uam.elogim.com/10.1007/0-387-28487-7 |z Texto Completo |
| 912 | |a ZDB-2-ENG | ||
| 912 | |a ZDB-2-SXE | ||
| 950 | |a Engineering (SpringerNature-11647) | ||
| 950 | |a Engineering (R0) (SpringerNature-43712) | ||