scholarly journals Artificial Intelligence-Assisted Throat Sensor Using Ionic Polymer–Metal Composite (IPMC) Material

Polymers ◽  
2021 ◽  
Vol 13 (18) ◽  
pp. 3041
Author(s):  
Jai-Hua Lee ◽  
Pei-Song Chee ◽  
Eng-Hock Lim ◽  
Chun-Hui Tan
Keyword(s):  
Support Vector ◽  
Metal Composite ◽  
Ionic Polymer Metal Composite ◽  
Ionic Polymer ◽  
Practical Applications ◽  
Non Invasive ◽  
Smart Healthcare ◽  
Sophisticated Equipment ◽  
Polymer Metal ◽  
Promising Solution

Throat sensing has received increasing demands in recent years, especially for oropharyngeal treatment applications. The conventional videofluoroscopy (VFS) approach is limited by either exposing the patient to radiation or incurring expensive costs on sophisticated equipment as well as well-trained speech-language pathologists. Here, we propose a smart and non-invasive throat sensor that can be fabricated using an ionic polymer–metal composite (IPMC) material. Through the cation’s movement inside the IPMC material, the sensor can detect muscle movement at the throat using a self-generated signal. We have further improved the output responses of the sensor by coating it with a corrosive-resistant gold material. A support vector machine algorithm is used to train the sensor in recognizing the pattern of the throat movements, with a high accuracy of 95%. Our proposed throat sensor has revealed its potential to be used as a promising solution for smart healthcare devices, which can benefit many practical applications such as human–machine interactions, sports training, and rehabilitation.

A recurrent neural network–based model for predicting bending behavior of ionic polymer–metal composite actuators

2020 ◽  
Vol 31 (17) ◽  
pp. 1973-1985
Author(s):  
Hojat Zamyad ◽  
Nadia Naghavi ◽  
Reza Godaz ◽  
Reza Monsefi
Keyword(s):  
Smart Materials ◽  
Autoregressive Models ◽  
Metal Composite ◽  
Ionic Polymer Metal Composite ◽  
Ionic Polymer Metal Composites ◽  
Ionic Polymer ◽  
Practical Applications ◽  
Proposed Model ◽  
Polymer Metal ◽  
Application Potential

The high application potential of ionic polymer–metal composites has made the behavior identification of this group of smart materials an attractive area. So far, several models have been proposed to predict the bending of an ionic polymer–metal composite actuator, but these models have some weaknesses, the most important of them are the use of output data (in autoregressive models), high complexity to achieve a proper precision (in non-autoregressive models), and lack of compatibility with the behavioral nature of the material. In this article, we present a hybrid model of parallel non-autoregressive recurrent networks with internal memory cells to overcome existing weaknesses. The validation results on experimental data show that the proposed model has acceptable accuracy and flexibility. Moreover, simplicity and compatibility with the behavioral nature of the material promote using the proposed model in practical applications.

Investigation on a Linear Actuator Using an Ionic Polymer-Metal Composite

2013 ◽  
Vol 461 ◽  
pp. 358-363 ◽  
Author(s):  
Bao Lei Wang ◽  
Min Yu ◽  
Qing Song He ◽  
Jie Ru ◽  
Zhen Dong Dai
Keyword(s):  
Linear Actuator ◽  
Driving Voltage ◽  
Metal Composite ◽  
Ionic Polymer Metal Composite ◽  
Test Apparatus ◽  
Ionic Polymer ◽  
Output Displacement ◽  
Practical Applications ◽  
Straight Line ◽  
Polymer Metal

Ionic polymer-metal composite (IPMC) is a new kind of electroactive polymer with the advantages of low driving voltage and large bend, which has shown great potential for practical applications. In this paper, IPMC was fabricated by casting and electroless plating. Using the as-fabricated IPMC, a linear actuator was designed to transform bending motion of a cantilever IPMC into straight line motion. The linear actuator's output displacement and blocking force were investigated on a test apparatus. The results showed that the mechanism design for the linear actuator was feasible.

scholarly journals Modeling and Control of IPMC Actuators Based on LSSVM-NARX Paradigm

Mathematics ◽  
2019 ◽  
Vol 7 (8) ◽  
pp. 741 ◽  
Author(s):  
Liangsong Huang ◽  
Yu Hu ◽  
Yun Zhao ◽  
Yuxia Li
Keyword(s):  
Support Vector ◽  
Metal Composite ◽  
Ionic Polymer Metal Composite ◽  
Metal Composites ◽  
Ionic Polymer Metal Composites ◽  
Modeling And Control ◽  
Ionic Polymer ◽  
Polymer Metal ◽  
And Control ◽  
Hysteresis Characteristics

Ionic polymer-metal composites are electrically driven intelligent composites that are readily exposed to bending deformations in the presence of external electric fields. Owing to their advantages, ionicpolymer-metal composites are promising candidates for actuators. However, ionicpolymer-metal composites exhibit strong nonlinear properties, especially hysteresis characteristics, resulting in severely reduced control accuracy. This study proposes an ionic polymer-metal composite platform and investigates its modeling and control. First, the hysteresis characteristics of the proposed Pt-electrode ionic polymer-metal composite are tested. Based on the hysteresis characteristics, ionic polymer-metal composites are modeled using the Prandtl-Ishlinskii model and the least squares support vector machine-nonlinear autoregressive model, respectively. Then, the ionic polymer-metal composite is driven by a random sinusoidal voltage, and the LSSVM-NARX model is established on the basis of the displacement data obtained. In addition, an artificial bee colony algorithm is proposed for accuracy optimization of the model parameters. Finally, an inverse controller based on the least squares support vector machine-nonlinear autoregressive model is proposed to compensate the hysteresis characteristics of the ionic polymer-metal composite. A hybrid PID feedback controller is developed by combining the inverse controller with PID feedback control, followed by simulation and testing of its actual position control on the ionic polymer-metal composite platform. The results show that the hybrid PID feedback control system can effectively eliminate the effects of the hysteresis characteristics on ionic polymer-metal composite control.

Sulfonated polystyrene-based ionic polymer–metal composite (IPMC) actuator

2011 ◽  
Vol 17 (1) ◽  
pp. 49-55 ◽  
Author(s):  
Mohammad Luqman ◽  
Jang-Woo Lee ◽  
Kwang-Kil Moon ◽  
Young-Tai Yoo
Keyword(s):  
Metal Composite ◽  
Ionic Polymer Metal Composite ◽  
Sulfonated Polystyrene ◽  
Ionic Polymer ◽  
Polymer Metal

Biomimetic Applications of Ionic Polymer Metal Composites (IPMC) Actuators - A Critical Review

2014 ◽  
Vol 20 ◽  
pp. 1-10 ◽  
Author(s):  
Muhammad Farid ◽  
Zhao Gang ◽  
Tran Linh Khuong ◽  
Zhuang Zhi Sun ◽  
Naveed Ur Rehman ◽  
...  
Keyword(s):  
Critical Review ◽  
Low Voltage ◽  
Metal Composite ◽  
Ionic Polymer Metal Composite ◽  
Metal Composites ◽  
Ionic Polymer Metal Composites ◽  
Ionic Polymer ◽  
Design And Manufacturing ◽  
Polymer Metal ◽  
Biomedical Field

Biomimetic is the field of engineering in which biological creatures and their functions are investigated and are used as the basis for the design and manufacturing of machines. Ionic Polymer Metal Composite (IPMC) is a smart material which has demonstrated a meaningful bending and tip force after the application of a low voltage. It is light-weighted, flexible, easily actuated, multi-directional applicable and requires simple manufacturing. Resultantly, IPMC has attracted scientists and researchers to analyze it further and consider it for any industrial and biomimetic applications. Presently, the research on IPMC is bi-directional oriented. A few groups of researchers are busy to find out the causes for the weaknesses of the material and to find out any remedy for them. The second class of scientists is exploring new areas of applications where IPMC material can be used. Although, the application zone of IPMC is ranging from micropumps diaphragms to surgical holding devices, this paper provides an overview of the IPMC application in biomimetic and biomedical field.

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