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Analog VLSI Integration of Massive Parallel Signal Processing Systems
Buch von Michiel Steyaert (u. a.)
Sprache: Englisch

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Beschreibung
When comparing conventional computing architectures to the architectures of biological neural systems, we find several striking differences. Conventional computers use a low number of high performance computing elements that are programmed with algorithms to perform tasks in a time sequenced way; they are very successful in administrative applications, in scientific simulations, and in certain signal processing applications. However, the biological systems still significantly outperform conventional computers in perception tasks, sensory data processing and motory control. Biological systems use a completely dif­ ferent computing paradigm: a massive network of simple processors that are (adaptively) interconnected and operate in parallel. Exactly this massively parallel processing seems the key aspect to their success. On the other hand the development of VLSI technologies provide us with technological means to implement very complicated systems on a silicon die. Especially analog VLSI circuits in standard digital technologies open the way for the implement at ion of massively parallel analog signal processing systems for sensory signal processing applications and for perception tasks. In chapter 1 the motivations behind the emergence of the analog VLSI of massively parallel systems is discussed in detail together with the capabilities and !imitations of VLSI technologies and the required research and developments. Analog parallel signal processing drives for the development of very com­ pact, high speed and low power circuits. An important technologicallimitation in the reduction of the size of circuits and the improvement of the speed and power consumption performance is the device inaccuracies or device mismatch.
When comparing conventional computing architectures to the architectures of biological neural systems, we find several striking differences. Conventional computers use a low number of high performance computing elements that are programmed with algorithms to perform tasks in a time sequenced way; they are very successful in administrative applications, in scientific simulations, and in certain signal processing applications. However, the biological systems still significantly outperform conventional computers in perception tasks, sensory data processing and motory control. Biological systems use a completely dif­ ferent computing paradigm: a massive network of simple processors that are (adaptively) interconnected and operate in parallel. Exactly this massively parallel processing seems the key aspect to their success. On the other hand the development of VLSI technologies provide us with technological means to implement very complicated systems on a silicon die. Especially analog VLSI circuits in standard digital technologies open the way for the implement at ion of massively parallel analog signal processing systems for sensory signal processing applications and for perception tasks. In chapter 1 the motivations behind the emergence of the analog VLSI of massively parallel systems is discussed in detail together with the capabilities and !imitations of VLSI technologies and the required research and developments. Analog parallel signal processing drives for the development of very com­ pact, high speed and low power circuits. An important technologicallimitation in the reduction of the size of circuits and the improvement of the speed and power consumption performance is the device inaccuracies or device mismatch.
Inhaltsverzeichnis
1. Analog Parallel Signal Processing.- 2. Implications of Mismatch on Analog VLSI.- 3. Implementation Oriented Theory for CNN's.- 4. VLSI Implementation of CNN's.- 5. General Conclusions.- Appendices.- A- MOS transistor models.
Details
Erscheinungsjahr: 1996
Fachbereich: Nachrichtentechnik
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Reihe: The Springer International Series in Engineering and Computer Science
Inhalt: xiii
228 S.
34 s/w Illustr.
ISBN-13: 9780792398233
ISBN-10: 0792398238
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Steyaert, Michiel
Kinget, Peter
Hersteller: Springer US
Springer US, New York, N.Y.
The Springer International Series in Engineering and Computer Science
Maße: 241 x 160 x 18 mm
Von/Mit: Michiel Steyaert (u. a.)
Erscheinungsdatum: 30.11.1996
Gewicht: 0,541 kg
Artikel-ID: 102548751
Inhaltsverzeichnis
1. Analog Parallel Signal Processing.- 2. Implications of Mismatch on Analog VLSI.- 3. Implementation Oriented Theory for CNN's.- 4. VLSI Implementation of CNN's.- 5. General Conclusions.- Appendices.- A- MOS transistor models.
Details
Erscheinungsjahr: 1996
Fachbereich: Nachrichtentechnik
Genre: Technik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Reihe: The Springer International Series in Engineering and Computer Science
Inhalt: xiii
228 S.
34 s/w Illustr.
ISBN-13: 9780792398233
ISBN-10: 0792398238
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Steyaert, Michiel
Kinget, Peter
Hersteller: Springer US
Springer US, New York, N.Y.
The Springer International Series in Engineering and Computer Science
Maße: 241 x 160 x 18 mm
Von/Mit: Michiel Steyaert (u. a.)
Erscheinungsdatum: 30.11.1996
Gewicht: 0,541 kg
Artikel-ID: 102548751
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