This Handbook presents all aspects of memristor networks in an easy to read and tutorial style. Including many colour illustrations, it covers the foundations of memristor theory and applications, the technology of memristive devices, revised models of the Hodgkin-Huxley Equations and ion channels, neuromorphic architectures, and analyses of the dynamic behaviour of memristive networks. It also shows how to realise computing devices, non-von Neumann architectures and provides future building blocks for deep learning hardware. With contributions from leaders in computer science, mathematics, electronics, physics, material science and engineering, the book offers an indispensable source of information and an inspiring reference text for future generations of computer scientists, mathematicians, physicists, material scientists and engineers working in this dynamic field.
Author(s): Leon Chua, Georgios Sirakoulis, Andrew Adamatzky
Publisher: Springer
Year: 2019
Language: English
Pages: 1357
Tags: Computer Hardware, Memristor Networks
Front Matter ....Pages i-xiv
The Fourth Element (Leon Chua)....Pages 1-14
If It’s Pinched It’s a Memristor (Leon Chua)....Pages 15-88
Everything You Wish to Know About Memristors but Are Afraid to Ask (Leon Chua)....Pages 89-157
Aftermath of Finding the Memristor (R. Stanley Williams)....Pages 159-163
Three Fingerprints of Memristor (Shyam Prasad Adhikari, Maheshwar Pd. Sah, Hyongsuk Kim, Leon O. Chua)....Pages 165-196
Resistance Switching Memories are Memristors (Leon Chua)....Pages 197-230
The Detectors Used in the First Radios were Memristors (Gaurav Gandhi, Varun Aggarwal, Leon O. Chua)....Pages 231-245
Why are Memristor and Memistor Different Devices? (Shyam Prasad Adhikari, Hyongsuk Kim)....Pages 247-265
The Art and Science of Constructing a Memristor Model: Updated (Suhas Kumar, Gary Gibson, Catherine E. Graves, Matthew D. Pickett, John Paul Strachan, R. Stanley Williams)....Pages 267-285
Memristor, Hodgkin-Huxley, and Edge of Chaos (Leon Chua)....Pages 287-313
Brains Are Made of Memristors (Maheshwar Pd. Sah, Hyongsuk Kim, Leon Chua)....Pages 315-350
Synapse as a Memristor (Weiran Cai, Ronald Tetzlaff)....Pages 351-367
Memristors and Memristive Devices for Neuromorphic Computing (Patrick Sheridan, Wei Lu)....Pages 369-389
Self-organization and Emergence of Dynamical Structures in Neuromorphic Atomic Switch Networks (Adam Z. Stieg, Audrius V. Avizienis, Henry O. Sillin, Renato Aguilera, Hsien-Hang Shieh, Cristina Martin-Olmos et al.)....Pages 391-427
Spike-Timing-Dependent-Plasticity with Memristors (Teresa Serrano-Gotarredona, Timothée Masquelier, Bernabe Linares-Barranco)....Pages 429-467
Designing Neuromorphic Computing Systems with Memristor Devices (Amr Mahmoud Hassan, Chenchen Liu, Chaofei Yang, Hai (Helen) Li, Yiran Chen)....Pages 469-494
Brain-Inspired Memristive Neural Networks for Unsupervised Learning (Daniele Ielmini, Valerio Milo)....Pages 495-525
Neuromorphic Devices and Networks Based on Memristors with Ionic Dynamics (Yuchao Yang, Ke Yang, Ru Huang)....Pages 527-554
Associative Enhancement and Its Application in Memristor Based Neuromorphic Devices (Curtis J. O’Kelly)....Pages 555-570
Organic Memristive Devices and Neuromorphic Circuits (Victor Erokhin)....Pages 571-593
Bio-inspired Neural Networks (Andy Thomas, Christian Kaltschmidt)....Pages 595-617
Memristor Bridge-Based Artificial Neural Weighting Circuit (Hyongsuk Kim, Maheshwar Pd Sah, Changju Yang, Tamás Roska, Leon O. Chua)....Pages 619-635
Cellular Nonlinear Networks with Memristor Synapses (Fernando Corinto, Alon Ascoli, Young-Su Kim, Kyeong-Sik Min)....Pages 637-660
Evolving Memristive Neural Networks (Gerard David Howard, Larry Bull, Ben De Lacy Costello, Ella Gale, Andrew Adamatzky)....Pages 661-690
Spiking Neural Computing in Memristive Neuromorphic Platforms (Mahyar Shahsavari, Philippe Devienne, Pierre Boulet)....Pages 691-728
Associative Networks and Perceptron Based on Memristors: Fundamentals and Algorithmic Implementation (Catarina Dias, Daniel J. Silva, Paulo Aguiar, João Ventura)....Pages 729-765
Spiking in Memristor Networks (Ella Gale, Ben de Lacy Costello, Andrew Adamatzky)....Pages 767-789
Three-Dimensional Crossbar Arrays of Self-rectifying Si/SiO2/Si Memristors (Can Li, Qiangfei Xia)....Pages 791-813
The Self-directed Channel Memristor: Operational Dependence on the Metal-Chalcogenide Layer (Kristy A. Campbell)....Pages 815-842
Resistive Switching Devices: Mechanism, Performance and Integration (Ming Liu, Qi Liu, Hangbing Lv, Shibing Long)....Pages 843-911
Behavior of Multiple Memristor Circuits (Ram Kaji Budhathoki, Maheshwar Pd. Sah, Shyam Prasad Adhikari, Hyongsuk Kim, Leon Chua)....Pages 913-940
A Memristor-Based Chaotic System with Boundary Conditions (Xiaofang Hu, Guanrong Chen, Shukai Duan, Gang Feng)....Pages 941-954
Switching Synchronization and Metastable States in 1D Memristive Networks (Valeriy A. Slipko, Yuriy V. Pershin)....Pages 955-971
Modeling Memristor–Based Circuit Networks on Crossbar Architectures (Ioannis Vourkas, Georgios Ch. Sirakoulis)....Pages 973-1004
Memristive In Situ Computing (Omid Kavehei, Efstratios Skafidas, Kamran Eshraghian)....Pages 1005-1020
Memory Effects in Multi-terminal Solid State Devices and Their Applications (Davide Sacchetto, Pierre-Emmanuel Gaillardon, Yusuf Leblebici, Giovanni De Micheli)....Pages 1021-1064
A Taxonomy and Evaluation Framework for Memristive Logic (John Reuben, Nishil Talati, Nimrod Wald, Rotem Ben-Hur, Ameer Haj Ali, Pierre-Emmanuel Gaillardon et al.)....Pages 1065-1099
Memristive Stateful Logic (Eero Lehtonen, Jussi H. Poikonen, Mika Laiho)....Pages 1101-1121
Memristor-Based Addition and Multiplication (K’Andrea Bickerstaff, Earl E. Swartzlander Jr.)....Pages 1123-1136
Memristor Emulators (Dalibor Biolek)....Pages 1137-1159
Computing Shortest Paths in 2D and 3D Memristive Networks (Zhanyou Ye, Shi Hong Marcus Wu, Themistoklis Prodromakis)....Pages 1161-1176
Computing Image and Motion with 3-D Memristive Grids (Chuan Kai Kenneth Lim, A. Gelencser, T. Prodromakis)....Pages 1177-1210
Solid-State Memcapacitors and Their Applications (Jacek Flak, Jonne K. Poikonen)....Pages 1211-1228
Reaction-Diffusion Media with Excitable Oregonators Coupled by Memristors (Tetsuya Asai)....Pages 1229-1239
Mimicking Physarum Space Exploration with Networks of Memristive Oscillators (Vasileios Ntinas, Ioannis Vourkas, Georgios Ch. Sirakoulis, Andrew Adamatzky)....Pages 1241-1274
Autowaves in a Lattice of Memristor-Based Cells (Viet-Thanh Pham, Arturo Buscarino, Mattia Frasca, Luigi Fortuna)....Pages 1275-1287
Memristor Cellular Automata and Memristor Discrete-Time Cellular Neural Networks (Makoto Itoh, Leon Chua)....Pages 1289-1361
Back Matter ....Pages 1363-1368