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ORCIDReservoir Computing 2021
- Kohei Nakajima, Ingo Fischer
:
Reservoir Computing - Theory, Physical Implementations, and Applications. Natural Computing Series, Springer 2021, ISBN 978-981-13-1686-9
Fundamental Aspects and New Developments in Reservoir Computing
- Wolf Singer:
The Cerebral Cortex: A Delay-Coupled Recurrent Oscillator Network? 3-28 - Peter Ford Dominey:
Cortico-Striatal Origins of Reservoir Computing, Mixed Selectivity, and Higher Cognitive Function. 29-58 - Anand Subramoney, Franz Scherr, Wolfgang Maass:
Reservoirs Learn to Learn. 59-76 - Claudio Gallicchio, Alessio Micheli:
Deep Reservoir Computing. 77-95 - Masanobu Inubushi, Kazuyuki Yoshimura, Yoshiaki Ikeda, Yuto Nagasawa:
On the Characteristics and Structures of Dynamical Systems Suitable for Reservoir Computing. 97-116 - Jaideep Pathak, Edward Ott:
Reservoir Computing for Forecasting Large Spatiotemporal Dynamical Systems. 117-138
Physical Implementations of Reservoir Computing
- Matthew Dale, Julian F. Miller, Susan Stepney, Martin A. Trefzer:
Reservoir Computing in Material Substrates. 141-166
Physical Implementations: Mechanics and Bio-inspired Machines
- Helmut Hauser:
Physical Reservoir Computing in Robotics. 169-190 - Guillaume Dion, Anouar Idrissi-El Oudrhiri, Bruno Barazani, Albert Tessier-Poirier, Julien Sylvestre:
Reservoir Computing in MEMS. 191-217
Physical Implementations: Neuromorphic Devices and Nanotechnology
- Fatemeh Hadaeghi:
Neuromorphic Electronic Systems for Reservoir Computing. 221-237 - Stefan Apostel, Nicholas D. Haynes, Eckehard Schöll, Otti D'Huys, Daniel J. Gauthier:
Reservoir Computing Using Autonomous Boolean Networks Realized on Field-Programmable Gate Arrays. 239-271 - Renato Aguilera, Henry O. Sillin, Adam Z. Stieg, James K. Gimzewski:
Programmable Fading Memory in Atomic Switch Systems for Error Checking Applications. 273-303
Physical Implementations: Spintronics Reservoir Computing
- Mathieu Riou, Jacob Torrejon, Flavio Abreu Araujo, Sumito Tsunegi, Guru Khalsa, Damien Querlioz, Paolo Bortolotti, Nathan Leroux, Danijela Markovic, Vincent Cros, Kay Yakushiji, Akio Fukushima, Hitoshi Kubota, Shinji Yuasa, Mark D. Stiles, Julie Grollier:
Reservoir Computing Leveraging the Transient Non-linear Dynamics of Spin-Torque Nano-Oscillators. 307-329 - Tomohiro Taniguchi, Sumito Tsunegi, Shinji Miwa, Keisuke Fujii, Hitoshi Kubota, Kohei Nakajima:
Reservoir Computing Based on Spintronics Technology. 331-360 - Hikaru Nomura, Hitoshi Kubota, Yoshishige Suzuki:
Reservoir Computing with Dipole-Coupled Nanomagnets. 361-374
Physical Implementations: Photonic Reservoir Computing
- Kazutaka Kanno, Atsushi Uchida:
Performance Improvement of Delay-Based Photonic Reservoir Computing. 377-396 - Joni Dambre, Andrew Katumba, Chonghuai Ma, Stijn Sackesyn, Floris Laporte, Matthias Freiberger, Peter Bienstman:
Computing with Integrated Photonic Reservoirs. 397-419
Physical Implementations: Quantum Reservoir Computing
- Keisuke Fujii, Kohei Nakajima:
Quantum Reservoir Computing: A Reservoir Approach Toward Quantum Machine Learning on Near-Term Quantum Devices. 423-450 - Makoto Negoro, Kosuke Mitarai, Kohei Nakajima, Keisuke Fujii:
Toward NMR Quantum Reservoir Computing. 451-458
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