DocumentCode
226597
Title
A parametric testing of the Firefly algorithm in the determination of the optimal osmotic drying parameters for papaya
Author
Yeomans, Julian Scott ; Imanirad, Raha
Author_Institution
Oper. Manage. & Inf. Syst. Area, York Univ. Toronto, Toronto, ON, Canada
fYear
2014
fDate
9-12 Dec. 2014
Firstpage
1
Lastpage
6
Abstract
This study employs the Firefly Algorithm (FA) to determine optimal parameter settings for the osmotic dehydration process of papaya. The functional formulation of the osmotic dehydration model is established using a response surface technique with the format of the resulting optimization model being a non-linear goal programming problem. For optimization purposes, a computationally efficient, FA-driven method is employed and the resulting solution for the osmotic process parameters is superior to those from previous approaches. The final component of this study provides a computational experimentation performed on the FA to illustrate the relative sensitivity of this nature-inspired metaheuristic approach over the range of two key parameters.
Keywords
agricultural products; drying; food products; nonlinear programming; osmosis; response surface methodology; FA; firefly algorithm; functional formulation; nature-inspired metaheuristic approach; nonlinear goal programming problem; optimal osmotic drying parameters; optimization model; osmotic dehydration model; osmotic dehydration process; papaya; parametric testing; response surface technique; Computational modeling; Mathematical model; Optimization; Programming; Response surface methodology; Sugar; Surface treatment; Firefly Algorithm; Non-linear Goal Programming; Osmotic Dehydration; Papaya; Process Parameter Optimization;
fLanguage
English
Publisher
ieee
Conference_Titel
Swarm Intelligence (SIS), 2014 IEEE Symposium on
Conference_Location
Orlando, FL
Type
conf
DOI
10.1109/SIS.2014.7011770
Filename
7011770
Link To Document