Research Article

An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems

Volume: 6 Number: 2 August 3, 2018
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An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems

Abstract

This paper proposes a logically inspired artificial bee colony algorithm (ABCLO) to deal with the knapsack and lot sizing problems shown in many forms such as in economics, engineering and business. The proposed ABC-LO algorithm aims to find fitter solutions using the search mechanism designed through the basic Boolean operators. To verify the effectiveness of the ABC-LO algorithm, it is analyzed and compared with the recent variants of particle swarm optimization, artificial bee colony and genetic algorithms. The results indicate that the proposed ABC-LO algorithm performs well in knapsack and lot sizing problem sets compared to the others.

Keywords

References

  1. [1] Karaboga, D., Basturk, B. 2011. A powerful and efficient algorithm for numerical function optimization: artificial bee colony (ABC) algorithm. Journal of Global Optimization, 39 (3), 459-471.
  2. [2] Das, S., Biswas, S., Kundu S. 2013. Synergizing fitness learning with proximity-based food source selection in artificial bee colony algorithm for numerical optimization. Applied Soft Computing, 13 (12), 4676 - 4694.
  3. [3] Kashan, M. H., Nahavandi, N., Kashan, A. H. 2012. DisABC: A new artificial bee colony algorithm for binary optimization. Applied Soft Computing, 12 (1), 342- 352.
  4. [4] Kiran M. S., Gunduz M. 2013. XOR-based artificial bee colony algorithm for binary optimization. Turkish Journal of Electrical Engineering & Computer Sciences, 21 (Sup.2), 2307-2328.
  5. [5] Pampara, G., Engelbrecht, A. P. 2011. Binary artificial bee colony optimization IEEE Symposium on Swarm Intelligence (SIS), 11-15 April, Paris, 1-8
  6. [6] Ozturk, C., Hancer, E., Karaboga, D. 2015. Dynamic Clustering with Improved Binary Artificial Bee Colony Algorithm, Applied Soft Computing, 28, 69-80.
  7. [7] Ozturk, C., Hancer, E., Karaboga, D. 2015. A Novel Binary Artificial Bee Colony Algorithm Based on Genetic Operators, 297, 154-170.
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Details

Primary Language

English

Subjects

Engineering

Journal Section

Research Article

Authors

Emrah Hançer
Mehmet Akif Ersoy University
Türkiye

Publication Date

August 3, 2018

Submission Date

September 10, 2017

Acceptance Date

May 31, 2018

Published in Issue

Year 2018 Volume: 6 Number: 2

APA
Hançer, E. (2018). An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems. Academic Platform - Journal of Engineering and Science, 6(2), 142-152. https://doi.org/10.21541/apjes.337415
AMA
1.Hançer E. An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems. APJES. 2018;6(2):142-152. doi:10.21541/apjes.337415
Chicago
Hançer, Emrah. 2018. “An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems”. Academic Platform - Journal of Engineering and Science 6 (2): 142-52. https://doi.org/10.21541/apjes.337415.
EndNote
Hançer E (August 1, 2018) An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems. Academic Platform - Journal of Engineering and Science 6 2 142–152.
IEEE
[1]E. Hançer, “An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems”, APJES, vol. 6, no. 2, pp. 142–152, Aug. 2018, doi: 10.21541/apjes.337415.
ISNAD
Hançer, Emrah. “An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems”. Academic Platform - Journal of Engineering and Science 6/2 (August 1, 2018): 142-152. https://doi.org/10.21541/apjes.337415.
JAMA
1.Hançer E. An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems. APJES. 2018;6:142–152.
MLA
Hançer, Emrah. “An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems”. Academic Platform - Journal of Engineering and Science, vol. 6, no. 2, Aug. 2018, pp. 142-5, doi:10.21541/apjes.337415.
Vancouver
1.Emrah Hançer. An ABC Algorithm Inspired by Boolean Operators for Knapsack and Lot Sizing Problems. APJES. 2018 Aug. 1;6(2):142-5. doi:10.21541/apjes.337415

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