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학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
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논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 국제구조공학회 Steel and Composite Structures, An International Journal Steel and Composite Structures, An International Journal Vol.39 No.1
- 발행연도
- 2021.1
- 수록면
- 81 - 93 (13page)
이용수
초록· 키워드
오류제보하기
Splitting tensile strength (STS) is an important mechanical parameter of concrete. This study offers novel methodologies for the early prediction of this parameter. Artificial neural network (ANN), which is a leading predictive method, is synthesized with two metaheuristic algorithms, namely atom search optimization (ASO) and equilibrium optimizer (EO) to achieve an optimal tuning of the weights and biases. The models are applied to data collected from the published literature. The sensitivity of the ASO and EO to the population size is first investigated, and then, proper configurations of the ASO-NN and EO-NN are compared to the conventional ANN. Evaluating the prediction results revealed the excellent efficiency of EO in optimizing the ANN. Accuracy improvements attained by this algorithm were 13.26 and 11.41% in terms of root mean square error and mean absolute error, respectively. Moreover, it raised the correlation from 0.89958 to 0.92722. This is while the results of the conventional ANN were slightly better than ASO-NN. The EO was also a faster optimizer than ASO. Based on these findings, the combination of the ANN and EO can be an efficient non-destructive tool for predicting the STS.
목차
등록된 정보가 없습니다.
참고문헌 (116)
참고문헌 신청
Masoud Abedini / 2020 / Large deflection behavior effect in reinforced concrete columns exposed to extreme dynamic loads / Frontiers of Structural and Civil Engineering 14(2):532~553
Masoud Abedini / 2021 / Performance Assessment of Concrete and Steel Material Models in LS-DYNA for Enhanced Numerical Simulation, A State of the Art Review / Archives of Computational Methods in Engineering 28(4):2921~2942
M. Abedini / 2021 / Dynamic performance of concrete columns retrofitted with FRP using segment pressure technique / Composite Structures 260:113473
M. Abedini / 2020 / Comparison of ALE, LBE and pressure time history methods to evaluate extreme loading effects in RC column / Structures 28:456~466
Agnihotri, S. / 2000 / Equilibrium Optimizer for Solving Economic Dispatch Problem / Proceedings of the 2020 IEEE 9th Power India International Conference (PIICON) :1~5
Masoud Abedini / 2021 / Performance Assessment of Concrete and Steel Material Models in LS-DYNA for Enhanced Numerical Simulation, A State of the Art Review / Archives of Computational Methods in Engineering 28(4):2921~2942
M. Abedini / 2021 / Dynamic performance of concrete columns retrofitted with FRP using segment pressure technique / Composite Structures 260:113473
M. Abedini / 2020 / Comparison of ALE, LBE and pressure time history methods to evaluate extreme loading effects in RC column / Structures 28:456~466
Agnihotri, S. / 2000 / Equilibrium Optimizer for Solving Economic Dispatch Problem / Proceedings of the 2020 IEEE 9th Power India International Conference (PIICON) :1~5
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