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Authors version of the paper published in Annals of Operations Research
https://doi.org/10.1007/s10479-024-06342-5
Data-Driven Approach for Dwell Point Positioning in Automated
Storage and Retrieval System: A Metaheuristic-Optimized
Ensemble Learning
Department of Industrial Management, National Taiwan University of Science and Technology, No. 43,
Keelung Rd., Taipei 10607, Taiwan, ROC
Intelligent Manufacturing Innovation Center, National Taiwan University of Science and Technology, No. 43,
Keelung Rd., Taipei 10607, Taiwan, ROC
3Department of Public Finance, Feng Chia University, No. 100, Wenhua Rd., Taichung 40724, Taiwan, ROC
*Corresponding Author: ugihzakka@gmail.com
ABSTRACT
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1. INTRODUCTION
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4.2 Experiment I: Comparison with Individual Learners
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4.4 Experiment III: Comparison with Other Ensemble Learners
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5 IMPLEMENTATION FOR AS/RS DWELL POINT PREDICTION
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5.4.1 Predictive Analytics Performance on Simulation Data
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30
35
40
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65
70
75
80
58.29
74.69
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Response Time Traveling Time
Dwell Point POSITIONING Methods
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CREDIT AUTHORSHIP CONTRIBUTION STATEMENT
Zakka Ugih Rizqi@ '!" " *"& "% :/#"" 7%" M
% &%"7%"M %/P &" "'%" <# ". Shuo-Yan Chou@
9& '#" !%/# 9%$ ## ;%3'" &$#"%". Tiffany Hui-
Kuang Yu@!%/#9%$ ##< &".
DECLARATION OF COMPETING INTEREST
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DATA AVAILABILITY
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ACKNOWLEDGEMENT
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REFERENCES
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Frontiers of Engineering Management.G.&@G.GGJ0#>=>GGJEF.
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&"%/ #"$#@))""%'"/ "%%,7%#H##",
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G.FG0#>=F=E.
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International Workshop on Research and Education in Mechatronics !!.EMED
G.
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"%&"%/ #"$()0+", !%"W2023 IEEE
5th Eurasia Conference on IOT, Communication and Engineering (ECICE):III
G!!.DEMDEJ.
BDC .8.&,%&:.9.).<#V)#%/ "%"%"$"&#"%&
%"%/ ##"$#WEuropean Journal of Operational Research/ .F>.!!.>M
DGGF&@G.GD03.3%.GGE.G.GE.
BJC . . & .. V* "#!& '%" )0 $&#"
%#!#/## & % '' "%&@ $"$& ,#& #$ "M
!"$"WThe International Journal of Advanced Manufacturing Technology!!.
MEG>&@""!#@00&.%0G.GGJ0#GGJGG>>GD.
BEC 2.6#.I$&&."!V%#'& % &# !'@
$! -" & '" # "# ,#& " /' %" !%, $W EURO
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