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Works (12)
Updated: April 5th, 2024 13:56
2023 journal article
A Self-Sensing Shape Memory Alloy Actuator Physical Reservoir Computer
IEEE SENSORS LETTERS, 7(5).
author keywords: Actuators; Reservoirs; Wires; Task analysis; Probes; Training; Shape memory alloys; Sensor applications; physical reservoir computing; self-prediction; self-sensing; shape memory alloy
TL;DR:
A self-sensing shape memory alloy actuator is harnessed as a computational resource by utilizing it as a physical reservoir computer to predict the future trajectory of the actuator's end effector under various driving signals.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Source: Web Of Science
Added: June 5, 2023
2023 journal article
Hopf physical reservoir computer for reconfigurable sound recognition
SCIENTIFIC REPORTS, 13(1).
TL;DR:
This work shows that the Hopf reservoir computer can offer superior sound recognition accuracy compared to legacy approaches (e.g., a Mel spectrum + machine learning approach) and has a very simple setup while still offering a high degree of reconfigurability.
(via Semantic Scholar)
www.nature.com (publisher PDF)
Source: Web Of Science
Added: July 10, 2023
2023 journal article
Robust self-sensing shape memory alloy actuator using a machine learning approach
SENSORS AND ACTUATORS A-PHYSICAL, 354.
author keywords: Shape memory alloy; Self-sensing; Machine learning
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy
(OpenAlex)
Source: Web Of Science
Added: June 19, 2023
2023 journal article
The van der Pol physical reservoir computer
NEUROMORPHIC COMPUTING AND ENGINEERING, 3(2).
author keywords: physical reservoir computer; van der Pol oscillator; field-programmable analog array circuit
TL;DR:
The van der Pol oscillator is implemented as a physical reservoir computer (PRC) to highlight its computational ability, even when it is not in an array, and this PRC could be a viable option for computing on edge devices.
(via Semantic Scholar)
Source: Web Of Science
Added: October 10, 2023
2022 article
Discrete element method simulator for joint dynamics: a case study using a red-tailed hawk's hallux digit
Mollik, T., Kennedy, S., Ul Shougat, M. R. E., Li, X., Fitzgerald, T., Echols, S., … Perkins, E. (2022, June 2). MULTIBODY SYSTEM DYNAMICS, Vol. 6.
author keywords: Discrete element method; Dynamic simulation; Multibody; Biomechanical analysis; Skeletal system
Sources: Web Of Science, ORCID
Added: June 13, 2022
2022 journal article
Dynamic effects on reservoir computing with a Hopf oscillator
PHYSICAL REVIEW E, 105(4).
Sources: Web Of Science, ORCID
Added: May 31, 2022
2022 journal article
Genetic algorithm shape optimization to manipulate the nonlinear response of a clamped-clamped beam
HELIYON, 8(11).
author keywords: Shape optimization; Nonlinear oscillators; Beams; Duffing oscillator
UN Sustainable Development Goal Categories
16. Peace, Justice and Strong Institutions
(OpenAlex)
Source: Web Of Science
Added: February 13, 2023
2022 journal article
The pendulum adaptive frequency oscillator
Mechanical Systems and Signal Processing, 179, 109361.
author keywords: Adaptive oscillators; Pendulum; Duffing oscillator; Electromechanical system
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy
(OpenAlex)
Sources: Web Of Science, ORCID
Added: July 5, 2022
2021 journal article
A Hopf physical reservoir computer
SCIENTIFIC REPORTS, 11(1).
TL;DR:
This reservoir computer has several attractive features, including a simple design that is easy to implement, noise robustness, and a high computational ability for many different benchmark tasks, and this architecture could be relatively easily applied in many contexts.
(via Semantic Scholar)
Sources: Web Of Science, ORCID
Added: October 18, 2021
2021 journal article
A four-state adaptive Hopf oscillator
PLOS ONE, 16(3).
MeSH headings : Computer Simulation; Equipment Design; Models, Theoretical; Robotics
TL;DR:
An analog implementation of a four-state adaptive oscillator, including design, fabrication, and verification through hardware measurement, is presented, and the result is an oscillator that can learn the frequency and amplitude of an external stimulus over a large range.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy
(OpenAlex)
11. Sustainable Cities and Communities
(Web of Science)
Sources: Web Of Science, ORCID
Added: June 10, 2021
2021 journal article
An Information Theoretic Study of a Duffing Oscillator Array Reservoir Computer
Journal of Computational and Nonlinear Dynamics, 16(8), 081004.
TL;DR:
To the authors' knowledge, this is the first use of Shannon's information rate for quantifying a reservoir computer of this kind, as well as the first comparison between synchronization phenomena and the computing ability of a reservoir.
(via Semantic Scholar)
Sources: Web Of Science, ORCID
Added: July 12, 2021
2021 journal article
Stochastic effects on a Hopf adaptive frequency oscillator
JOURNAL OF APPLIED PHYSICS, 129(22).
Sources: Web Of Science, ORCID
Added: June 28, 2021
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