%0 Conference Proceedings
%T Automated Application of Inventory Optimization
%+ IT4Innovations - National Supercomputing Center [Ostrava]
%A Martinovič, Tomáš
%A Janurová, Kateřina
%A Slaninová, Kateřina
%A Martinovič, Jan
%Z Part 4: Optimization, Tuning
%< avec comité de lecture
%( Lecture Notes in Computer Science
%B 15th IFIP International Conference on Computer Information Systems and Industrial Management (CISIM)
%C Vilnius, Lithuania
%Y Khalid Saeed
%Y Władysław Homenda
%I Springer International Publishing
%3 Computer Information Systems and Industrial Management
%V LNCS-9842
%P 230-239
%8 2016-09-14
%D 2016
%R 10.1007/978-3-319-45378-1_21
%K Inventory optimization
%K Sales forecasting
%K Model selection
%K Parallelization
%Z Computer Science [cs]
%Z Humanities and Social Sciences/Library and information sciencesConference papers
%X We present automated application of inventory optimization based on sales forecast. Inventory stock optimization is very required issue by companies recent years, however inventory models are based on the sales expectation. Therefore, the problem of optimizing inventory stock is divided into two parts, sales forecast and setting optimal inventory. We describe an automated solution to model selection for sales forecast and the inventory setting based on those predictions. In the end, we present our validation of the system through historical simulation. We compare simulations results against real inventory levels. Due to the large number of different length time series, this simulation was run in parallel on cluster and was parallelized in R. The algorithms were developed and tested on inventory time series from real data sets of the K2 atmitec company (Sales forecasting and inventory optimization are parts of ERP solution K2, which is provided by K2 atmitec s.r.o. company, http://www.k2.cz/en/).
%G English
%Z TC 8
%2 https://inria.hal.science/hal-01637495/document
%2 https://inria.hal.science/hal-01637495/file/419526_1_En_21_Chapter.pdf
%L hal-01637495
%U https://inria.hal.science/hal-01637495
%~ SHS
%~ IFIP-LNCS
%~ IFIP
%~ IFIP-TC
%~ IFIP-TC8
%~ IFIP-CISIM
%~ IFIP-LNCS-9842