Research Article

DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM

Volume: 4 Number: 2 December 30, 2021
EN

DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM

Abstract

The study presents an optimal design of simply supported rectangular reinforced concrete beams based on the ultimate limit state philosophy of BS8110 and using genetic algorithm as optimization tool. An optimization model was formulated. The model consists of an objective function which focuses on minimizing the steel ratio of the beams and constraint equations which are focused on checking that all the requirements of BS8110 for the design of reinforced concrete beams are satisfied. Results obtained showed a difference of up to 46% and 12.6% in steel ratios obtained using the traditional approach and those obtained using the optimization model for singly and doubly reinforced concrete beams respectively, depending on the magnitude of the applied moment. The model has proved to minimize the final dimensions of rectangular reinforced concrete beams and by implication, the steel ratio even though all the requirements of the code were satisfied.

Keywords

References

  1. Wight JK and MacGregor JG. Reinforced concrete mechanics and design. New York: PEARSON; 2009.
  2. Michalewicz, Z. Genetic algorithms + data structures = evolution programs. New York: Springer; 1992.
  3. Abubakar J, Sadiku S, Tsado TY and Abdullahi M. Optimal design of slender reinforced concrete column subjected to axial load and uniaxial bending using the genetic algorithm approach: Faculty of Engineering International Conference (FEIC 2018), Nnamdi Azikiwe University, Awka, Nigeria; 2018.
  4. Coello C A, Christiansen AD and Hernandez F. A simple genetic algorithm for the design of reinforced concrete beams, Engineering with Computers, 1997; 185-196.
  5. Makoto O. Optimization of finite dimensional structures. USA: CRC press; 2011.
  6. Uri K. Structural Optimization: fundamentals and applications. New York: Springer-Verlag; 1993.
  7. Don MA and Laju K. Genetic algorithm based design of a reinforced concrete cantilever beam, International Research Journal of Engineering and Technology (IRJET), 2015; 2(7).
  8. David EG. Genetic algorithms in search, optimization and machine learning. Boston: Addison Wesley; 1989.

Details

Primary Language

English

Subjects

-

Journal Section

Research Article

Publication Date

December 30, 2021

Submission Date

May 13, 2021

Acceptance Date

November 9, 2021

Published in Issue

Year 2021 Volume: 4 Number: 2

APA
Abubakar, J., Anum, B., & Iaren, C. (2021). DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM. Usak University Journal of Engineering Sciences, 4(2), 66-78. https://doi.org/10.47137/uujes.936917
AMA
1.Abubakar J, Anum B, Iaren C. DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM. UUJES. 2021;4(2):66-78. doi:10.47137/uujes.936917
Chicago
Abubakar, Jibrin, Benedict Anum, and Cornelius Iaren. 2021. “DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM”. Usak University Journal of Engineering Sciences 4 (2): 66-78. https://doi.org/10.47137/uujes.936917.
EndNote
Abubakar J, Anum B, Iaren C (December 1, 2021) DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM. Usak University Journal of Engineering Sciences 4 2 66–78.
IEEE
[1]J. Abubakar, B. Anum, and C. Iaren, “DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM”, UUJES, vol. 4, no. 2, pp. 66–78, Dec. 2021, doi: 10.47137/uujes.936917.
ISNAD
Abubakar, Jibrin - Anum, Benedict - Iaren, Cornelius. “DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM”. Usak University Journal of Engineering Sciences 4/2 (December 1, 2021): 66-78. https://doi.org/10.47137/uujes.936917.
JAMA
1.Abubakar J, Anum B, Iaren C. DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM. UUJES. 2021;4:66–78.
MLA
Abubakar, Jibrin, et al. “DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM”. Usak University Journal of Engineering Sciences, vol. 4, no. 2, Dec. 2021, pp. 66-78, doi:10.47137/uujes.936917.
Vancouver
1.Jibrin Abubakar, Benedict Anum, Cornelius Iaren. DESIGN OPTIMIZATION OF RECTANGULAR RC BEAMS USING GENETIC ALGORITHM. UUJES. 2021 Dec. 1;4(2):66-78. doi:10.47137/uujes.936917

Cited By

An international scientific e-journal published by the University of Usak