Optimizing Laying Hen Diet Using Particle Swarm Optimization with Two Swarms
Keywords:
Feed Formulation, Laying Hens Diets, Least Cost, Multi-Swarm Optimization, Particle Swarm Optimization,Abstract
The highest cost production of the poultry industry is the feed that given to the poultry on daily basis. Unfortunately, manual formulation of poultry diet becomes difficult task when several nutritional requirements with fluctuating price are accounted. Several evolutionary approaches have been employed to solve this complex problem such as particle swarm optimization (PSO). However, in order to prevent premature convergence, PSO highly depends on the diversity of particles that influenced by acceleration component. This study presents a strategy to improve diversity in PSO using two swarms with migration and learning phase (PSO-2S). Numerical experimental results show that swarm size of 20 for each swarm, total iteration of migration phase of 42,000, and total iteration of learning phase of 40,000 are the good choice parameter of PSO-2S. While comparison experimental results show that PSO-2S can provide good solutions with the lowest cost and standard deviation than genetic algorithm, canonical PSO, and another migration strategy in multi-swarm PSO.Downloads
Published
How to Cite
Issue
Section
License
TRANSFER OF COPYRIGHT AGREEMENT
The manuscript is herewith submitted for publication in the Journal of Telecommunication, Electronic and Computer Engineering (JTEC). It has not been published before, and it is not under consideration for publication in any other journals. It contains no material that is scandalous, obscene, libelous or otherwise contrary to law. When the manuscript is accepted for publication, I, as the author, hereby agree to transfer to JTEC, all rights including those pertaining to electronic forms and transmissions, under existing copyright laws, except for the following, which the author(s) specifically retain(s):
- All proprietary right other than copyright, such as patent rights
- The right to make further copies of all or part of the published article for my use in classroom teaching
- The right to reuse all or part of this manuscript in a compilation of my own works or in a textbook of which I am the author; and
- The right to make copies of the published work for internal distribution within the institution that employs me
I agree that copies made under these circumstances will continue to carry the copyright notice that appears in the original published work. I agree to inform my co-authors, if any, of the above terms. I certify that I have obtained written permission for the use of text, tables, and/or illustrations from any copyrighted source(s), and I agree to supply such written permission(s) to JTEC upon request.