Open Daily: 10am - 10pm | Alley door pickup 10am - 7pm 3038 Hennepin Ave Minneapolis, MN
612-822-4611

  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Fluctuation-Induced Network Control and Learning: Applying the Yuragi Principle of Brain and Biological Systems

Fluctuation-Induced Network Control and Learning: Applying the Yuragi Principle of Brain and Biological Systems

Murata, Masayuki
Leibnitz, Kenji

Paperback

Technology & EngineeringGeneral ComputersNetworking

ISBN10: 9813349786
ISBN13: 9789813349780
Publisher: Springer Nature
Published: Mar 18 2022
Pages: 236
Weight: 0.78
Height: 0.53 Width: 6.14 Depth: 9.21
Language: English
From theory to application, this book presents research on biologically and brain-inspired networking and machine learning based on Yuragi, which is the Japanese term describing the noise or fluctuations that are inherently used to control the dynamics of a system. The Yuragi mechanism can be found in various biological contexts, such as in gene expression dynamics, molecular motors in muscles, or the visual recognition process in the brain. Unlike conventional network protocols that are usually designed to operate under controlled conditions with a predefined set of rules, the probabilistic behavior of Yuragi-based control permits the system to adapt to unknown situations in a distributed and self-organized manner leading to a higher scalability and robustness.

The book consists of two parts. Part 1 provides in four chapters an introduction to the biological background of the Yuragi concept as well as how these are applied to networking problems. Part 2 provides additional contributions that extend the original Yuragi concept to a Bayesian attractor model from human perceptual decision making. In the six chapters of the second part, applications to various fields in information network control and artificial intelligence are presented, ranging from virtual network reconfigurations, a software-defined Internet of Things, and low-power wide-area networks.

1 different editions

Also available

Also from

Murata, Masayuki

View All

Also in

Networking

View All