Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm

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ZUBIR, Amrina Rasyada ;HUDHA, Khisbullah ;ABD. KADIR, Zulkiffli ;AMER, Noor Hafizah  .
Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm. 
Strojniški vestnik - Journal of Mechanical Engineering, [S.l.], v. 69, n.11-12, p. 471-482, september 2023. 
ISSN 0039-2480.
Available at: <https://www.sv-jme.eu/article/impact-behavior-modelling-of-magnetorheological-elastomer-mre-using-a-non-parametric-polynomial-model-optimized-with-gravitational-search-algorithm-gsa/>. Date accessed: 20 may. 2024. 
doi:http://dx.doi.org/10.5545/sv-jme.2023.604.
Zubir, A., Hudha, K., Abd. Kadir, Z., & Amer, N.
(2023).
Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm.
Strojniški vestnik - Journal of Mechanical Engineering, 69(11-12), 471-482.
doi:http://dx.doi.org/10.5545/sv-jme.2023.604
@article{sv-jmesv-jme.2023.604,
	author = {Amrina Rasyada  Zubir and Khisbullah  Hudha and Zulkiffli  Abd. Kadir and Noor Hafizah   Amer},
	title = {Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm},
	journal = {Strojniški vestnik - Journal of Mechanical Engineering},
	volume = {69},
	number = {11-12},
	year = {2023},
	keywords = {magnetorheological damper; polynomial model; gravitational search algorithm; force-displacement characteristic; interpolated model; },
	abstract = {This paper presents an approach to model the impact behaviour of a dual-acting magnetorheological elastomer (MRE) damper using 4th-order polynomial functions optimized with a gravitational search algorithm. MRE is a type of smart material that can change its mechanical properties in response to an injected current, making it well-suited for a wide range of applications such as vibration absorption, noise cancellation, and shock mitigation. The proposed model uses a combination of polynomial functions designed to predict the nonlinearity of MRE during compression and extension stages. The model is tuned and validated using experimental data from impact tests conducted on the MRE damper under various currents. The results indicate that the developed model can accurately track the impact behaviour of MRE with minimum error. Additionally, an interpolation model is proposed to estimate the appropriate forces for median currents. The interpolation model predicts the force between the upper and lower currents, demonstrating the model's ability to predict MRE behaviour accurately. The main contribution of this study is proposing a non-parametric model of MRE that is able to identify the hysteretic behaviour of the MRE based on specific current applied. In addition, an interpolation model is introduced in this study to cover not only the input current starting from 0 A to 2 A but also the intermediate current such as 0.3 A, 0.7 A, 1.3 A and 1.7 A.},
	issn = {0039-2480},	pages = {471-482},	doi = {10.5545/sv-jme.2023.604},
	url = {https://www.sv-jme.eu/article/impact-behavior-modelling-of-magnetorheological-elastomer-mre-using-a-non-parametric-polynomial-model-optimized-with-gravitational-search-algorithm-gsa/}
}
Zubir, A.,Hudha, K.,Abd. Kadir, Z.,Amer, N.
2023 September 69. Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm. Strojniški vestnik - Journal of Mechanical Engineering. [Online] 69:11-12
%A Zubir, Amrina Rasyada 
%A Hudha, Khisbullah 
%A Abd. Kadir, Zulkiffli 
%A Amer, Noor Hafizah  
%D 2023
%T Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm
%B 2023
%9 magnetorheological damper; polynomial model; gravitational search algorithm; force-displacement characteristic; interpolated model; 
%! Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm
%K magnetorheological damper; polynomial model; gravitational search algorithm; force-displacement characteristic; interpolated model; 
%X This paper presents an approach to model the impact behaviour of a dual-acting magnetorheological elastomer (MRE) damper using 4th-order polynomial functions optimized with a gravitational search algorithm. MRE is a type of smart material that can change its mechanical properties in response to an injected current, making it well-suited for a wide range of applications such as vibration absorption, noise cancellation, and shock mitigation. The proposed model uses a combination of polynomial functions designed to predict the nonlinearity of MRE during compression and extension stages. The model is tuned and validated using experimental data from impact tests conducted on the MRE damper under various currents. The results indicate that the developed model can accurately track the impact behaviour of MRE with minimum error. Additionally, an interpolation model is proposed to estimate the appropriate forces for median currents. The interpolation model predicts the force between the upper and lower currents, demonstrating the model's ability to predict MRE behaviour accurately. The main contribution of this study is proposing a non-parametric model of MRE that is able to identify the hysteretic behaviour of the MRE based on specific current applied. In addition, an interpolation model is introduced in this study to cover not only the input current starting from 0 A to 2 A but also the intermediate current such as 0.3 A, 0.7 A, 1.3 A and 1.7 A.
%U https://www.sv-jme.eu/article/impact-behavior-modelling-of-magnetorheological-elastomer-mre-using-a-non-parametric-polynomial-model-optimized-with-gravitational-search-algorithm-gsa/
%0 Journal Article
%R 10.5545/sv-jme.2023.604
%& 471
%P 12
%J Strojniški vestnik - Journal of Mechanical Engineering
%V 69
%N 11-12
%@ 0039-2480
%8 2023-09-18
%7 2023-09-18
Zubir, Amrina Rasyada, Khisbullah  Hudha, Zulkiffli  Abd. Kadir, & Noor Hafizah   Amer.
"Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm." Strojniški vestnik - Journal of Mechanical Engineering [Online], 69.11-12 (2023): 471-482. Web.  20 May. 2024
TY  - JOUR
AU  - Zubir, Amrina Rasyada 
AU  - Hudha, Khisbullah 
AU  - Abd. Kadir, Zulkiffli 
AU  - Amer, Noor Hafizah  
PY  - 2023
TI  - Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm
JF  - Strojniški vestnik - Journal of Mechanical Engineering
DO  - 10.5545/sv-jme.2023.604
KW  - magnetorheological damper; polynomial model; gravitational search algorithm; force-displacement characteristic; interpolated model; 
N2  - This paper presents an approach to model the impact behaviour of a dual-acting magnetorheological elastomer (MRE) damper using 4th-order polynomial functions optimized with a gravitational search algorithm. MRE is a type of smart material that can change its mechanical properties in response to an injected current, making it well-suited for a wide range of applications such as vibration absorption, noise cancellation, and shock mitigation. The proposed model uses a combination of polynomial functions designed to predict the nonlinearity of MRE during compression and extension stages. The model is tuned and validated using experimental data from impact tests conducted on the MRE damper under various currents. The results indicate that the developed model can accurately track the impact behaviour of MRE with minimum error. Additionally, an interpolation model is proposed to estimate the appropriate forces for median currents. The interpolation model predicts the force between the upper and lower currents, demonstrating the model's ability to predict MRE behaviour accurately. The main contribution of this study is proposing a non-parametric model of MRE that is able to identify the hysteretic behaviour of the MRE based on specific current applied. In addition, an interpolation model is introduced in this study to cover not only the input current starting from 0 A to 2 A but also the intermediate current such as 0.3 A, 0.7 A, 1.3 A and 1.7 A.
UR  - https://www.sv-jme.eu/article/impact-behavior-modelling-of-magnetorheological-elastomer-mre-using-a-non-parametric-polynomial-model-optimized-with-gravitational-search-algorithm-gsa/
@article{{sv-jme}{sv-jme.2023.604},
	author = {Zubir, A., Hudha, K., Abd. Kadir, Z., Amer, N.},
	title = {Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm},
	journal = {Strojniški vestnik - Journal of Mechanical Engineering},
	volume = {69},
	number = {11-12},
	year = {2023},
	doi = {10.5545/sv-jme.2023.604},
	url = {https://www.sv-jme.eu/article/impact-behavior-modelling-of-magnetorheological-elastomer-mre-using-a-non-parametric-polynomial-model-optimized-with-gravitational-search-algorithm-gsa/}
}
TY  - JOUR
AU  - Zubir, Amrina Rasyada 
AU  - Hudha, Khisbullah 
AU  - Abd. Kadir, Zulkiffli 
AU  - Amer, Noor Hafizah  
PY  - 2023/09/18
TI  - Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm
JF  - Strojniški vestnik - Journal of Mechanical Engineering; Vol 69, No 11-12 (2023): Strojniški vestnik - Journal of Mechanical Engineering
DO  - 10.5545/sv-jme.2023.604
KW  - magnetorheological damper, polynomial model, gravitational search algorithm, force-displacement characteristic, interpolated model, 
N2  - This paper presents an approach to model the impact behaviour of a dual-acting magnetorheological elastomer (MRE) damper using 4th-order polynomial functions optimized with a gravitational search algorithm. MRE is a type of smart material that can change its mechanical properties in response to an injected current, making it well-suited for a wide range of applications such as vibration absorption, noise cancellation, and shock mitigation. The proposed model uses a combination of polynomial functions designed to predict the nonlinearity of MRE during compression and extension stages. The model is tuned and validated using experimental data from impact tests conducted on the MRE damper under various currents. The results indicate that the developed model can accurately track the impact behaviour of MRE with minimum error. Additionally, an interpolation model is proposed to estimate the appropriate forces for median currents. The interpolation model predicts the force between the upper and lower currents, demonstrating the model's ability to predict MRE behaviour accurately. The main contribution of this study is proposing a non-parametric model of MRE that is able to identify the hysteretic behaviour of the MRE based on specific current applied. In addition, an interpolation model is introduced in this study to cover not only the input current starting from 0 A to 2 A but also the intermediate current such as 0.3 A, 0.7 A, 1.3 A and 1.7 A.
UR  - https://www.sv-jme.eu/article/impact-behavior-modelling-of-magnetorheological-elastomer-mre-using-a-non-parametric-polynomial-model-optimized-with-gravitational-search-algorithm-gsa/
Zubir, Amrina Rasyada, Hudha, Khisbullah, Abd. Kadir, Zulkiffli, AND Amer, Noor Hafizah .
"Impact Behaviour Modelling of Magnetorheological Elastomer Using a Non-Parametric Polynomial Model Optimized with Gravitational Search Algorithm" Strojniški vestnik - Journal of Mechanical Engineering [Online], Volume 69 Number 11-12 (18 September 2023)

Authors

Affiliations

  • Department of Mechanical Engineering, National Defence University of Malaysia, Malaysia 1

Paper's information

Strojniški vestnik - Journal of Mechanical Engineering 69(2023)11-12, 471-482
© The Authors 2023. CC BY 4.0 Int.

https://doi.org/10.5545/sv-jme.2023.604

This paper presents an approach to model the impact behaviour of a dual-acting magnetorheological elastomer (MRE) damper using 4th-order polynomial functions optimized with a gravitational search algorithm. MRE is a type of smart material that can change its mechanical properties in response to an injected current, making it well-suited for a wide range of applications such as vibration absorption, noise cancellation, and shock mitigation. The proposed model uses a combination of polynomial functions designed to predict the nonlinearity of MRE during compression and extension stages. The model is tuned and validated using experimental data from impact tests conducted on the MRE damper under various currents. The results indicate that the developed model can accurately track the impact behaviour of MRE with minimum error. Additionally, an interpolation model is proposed to estimate the appropriate forces for median currents. The interpolation model predicts the force between the upper and lower currents, demonstrating the model's ability to predict MRE behaviour accurately. The main contribution of this study is proposing a non-parametric model of MRE that is able to identify the hysteretic behaviour of the MRE based on specific current applied. In addition, an interpolation model is introduced in this study to cover not only the input current starting from 0 A to 2 A but also the intermediate current such as 0.3 A, 0.7 A, 1.3 A and 1.7 A.

magnetorheological damper; polynomial model; gravitational search algorithm; force-displacement characteristic; interpolated model;