Kniha Slow Electronics with Reservoir Computing Isao H. Inoue

Slow Electronics with Reservoir Computing

Energy-Efficient Neuromorphic Edge Computing for Low-Frequency Signals

Autor: Isao H. Inoue
Jazyk: Angličtina
Väzba: Pevná
Vydavateľ: Springer, Berlin
Dostupnosť: Skladom u dodávateľa
Odosielame za 10-13 dní
50.19
This book discusses slow electronics , the study of devices processing signals with low frequencies...

Informácie o knihe

Jazyk
Angličtina
Väzba
Kniha - Pevná
Vydalo
2025
Stránok
150
EAN
9789819683826
Enbook ID
48708433
Vydavateľ
Hmotnosť
453
Rozmery
155 x 235

Kompletný popis

This book discusses slow electronics , the study of devices processing signals with low frequencies. Computers have the remarkable ability to process data at high speeds, but they encounter difficulties when handling signals with low frequencies of less than ~100Hz. They unexpectedly require a substantial amount of energy. This poses a challenge for such as biomedical wearables and environmental monitors that need real-time processing of slow signals, especially in energy-limited 'edge environments with small batteries.

One possible solution to this issue is event-driven processing, which entails the use of non-volatile memory to read/write data and parameters every time a slow (sporadic) signal is detected. However, this approach is highly energy-consuming and unsuitable for the edge environments. To address this challenge, the authors propose slow electronics by developing electronic devices and systems that can process low-frequency signals more efficiently. The biological brain is an excellent example of the slow electronics, as it processes low-frequency signals in real time with exceptional energy efficiency. The authors have employed reservoir computing with a spiking neural network (SNN) to simulate the learning and inference of the brain.

The integration of slow electronics with SNN reservoir computing allows for real-time data processing in edge environments without an internet connection. This will reveal the determinism or periodicity behind unconscious behaviours and habits that have been difficult to explore due to privacy barriers thus far. Moreover, it may provide a more profound understanding of a craftsman's skills, which they may not even be aware of.

This book emphasises the most recent concepts and technological developments in slow electronics. Discussion on the captivating subject of slow electronics are given by delving into the complexities of reservoir calculation, analogue CMOS circuits, artificial neuromorphic devices, and numerical simulation with extended time constants, paving the way for more people-friendly devices in the future.

Mohlo by vás zaujímať

9.91

Groundwater Science

Charles Fitts
85.86

Deck 13

Ethan Somerville
11.98

Arcana Arcanorum

Robert C Stein
31.92
10.01

Nolan's Cross

Christopher Brookhouse
14.43

Hotel Lux

Maurice J Casey
13.55

Eyeshield 21 26

Riichiro Inagaki
9.03
27.01

Celtic Monk

Uniseann O. Maidin
24.45

Night Wanderers

Wojciech Jagielski
14.04

Biopolymers

Rishabha Malviya
219.76

Kubernetes

Kevin Welter
57.95

Zákazníci, ktorí si kúpili túto knihu, kúpili tiež

12.66
14.63

J'ai été djihadiste en Syrie

Younes Michael Delefortrie
22.19

Anguis in herba

Joachim Schnitter
77.41