Prediction-Based Planning in Production System Management through Subsystem Interaction
The research concerns the investigation of predictive models based on optimal control task. It allows increasing the management efficiency due to joint consideration and synchronization of internal and external processes towards the system. In this paper, the predictive model for solving multicriter...
Main Authors: | , |
---|---|
Format: | Article |
Language: | English |
Published: |
Anhalt University of Applied Sciences
2018-03-01
|
Series: | Proceedings of the International Conference on Applied Innovations in IT |
Subjects: | |
Online Access: | https://icaiit.org/paper.php?paper=6th_ICAIIT/2_5 |
_version_ | 1827935984743874560 |
---|---|
author | Mikhail Sadiakhmatov Leonid Mylnikov |
author_facet | Mikhail Sadiakhmatov Leonid Mylnikov |
author_sort | Mikhail Sadiakhmatov |
collection | DOAJ |
description | The research concerns the investigation of predictive models based on optimal control task. It allows increasing the management efficiency due to joint consideration and synchronization of internal and external processes towards the system. In this paper, the predictive model for solving multicriterion product management task was developed. To develop a model, automotive industry data was processed. The paper follows the reflexive approach and provides an application of simulation modelling to solve jointly the optimization problem taking into account the mutual influence of the production subsystems. The feasible solutions were received as functions of time. The solutions obtained were compared with the practical ones that based on historical data. The practical significance of the research lies in using market data to estimate company capabilities preliminarily whether they meet the market needs. At the same time, the objectivity of strategic decisions is increasing due to the formalization of process description, objective data preparation, and the company synchronization with the external environment. |
first_indexed | 2024-03-13T08:03:50Z |
format | Article |
id | doaj.art-08d6bcc236e849d78ed4021db3b239a4 |
institution | Directory Open Access Journal |
issn | 2199-8876 |
language | English |
last_indexed | 2024-03-13T08:03:50Z |
publishDate | 2018-03-01 |
publisher | Anhalt University of Applied Sciences |
record_format | Article |
series | Proceedings of the International Conference on Applied Innovations in IT |
spelling | doaj.art-08d6bcc236e849d78ed4021db3b239a42023-06-01T09:14:46ZengAnhalt University of Applied SciencesProceedings of the International Conference on Applied Innovations in IT2199-88762018-03-0161515810.13142/kt10006.25Prediction-Based Planning in Production System Management through Subsystem InteractionMikhail Sadiakhmatov0Leonid Mylnikov1https://orcid.org/0000-0001-5935-969XPerm National Research Polytechnic University 29 Komsomolsky Avenue, 614990 Perm, RussiaPerm National Research Polytechnic University 29 Komsomolsky Avenue, 614990 Perm, RussiaThe research concerns the investigation of predictive models based on optimal control task. It allows increasing the management efficiency due to joint consideration and synchronization of internal and external processes towards the system. In this paper, the predictive model for solving multicriterion product management task was developed. To develop a model, automotive industry data was processed. The paper follows the reflexive approach and provides an application of simulation modelling to solve jointly the optimization problem taking into account the mutual influence of the production subsystems. The feasible solutions were received as functions of time. The solutions obtained were compared with the practical ones that based on historical data. The practical significance of the research lies in using market data to estimate company capabilities preliminarily whether they meet the market needs. At the same time, the objectivity of strategic decisions is increasing due to the formalization of process description, objective data preparation, and the company synchronization with the external environment.https://icaiit.org/paper.php?paper=6th_ICAIIT/2_5product managementproduction systemindustrial engineering problemoptimization problemcriterion functionforecastpredictionpredictive modellingreflexive control |
spellingShingle | Mikhail Sadiakhmatov Leonid Mylnikov Prediction-Based Planning in Production System Management through Subsystem Interaction Proceedings of the International Conference on Applied Innovations in IT product management production system industrial engineering problem optimization problem criterion function forecast prediction predictive modelling reflexive control |
title | Prediction-Based Planning in Production System Management through Subsystem Interaction |
title_full | Prediction-Based Planning in Production System Management through Subsystem Interaction |
title_fullStr | Prediction-Based Planning in Production System Management through Subsystem Interaction |
title_full_unstemmed | Prediction-Based Planning in Production System Management through Subsystem Interaction |
title_short | Prediction-Based Planning in Production System Management through Subsystem Interaction |
title_sort | prediction based planning in production system management through subsystem interaction |
topic | product management production system industrial engineering problem optimization problem criterion function forecast prediction predictive modelling reflexive control |
url | https://icaiit.org/paper.php?paper=6th_ICAIIT/2_5 |
work_keys_str_mv | AT mikhailsadiakhmatov predictionbasedplanninginproductionsystemmanagementthroughsubsysteminteraction AT leonidmylnikov predictionbasedplanninginproductionsystemmanagementthroughsubsysteminteraction |