Robust optimization of information flows in global production networks using multi-method simulation and surrogate modelling

被引：4

作者：

Treber, Stefan ^{[1
]}

Benfer, Martin ^{[1
]}

Haefner, Benjamin ^{[1
]}

Wang, Lihui ^{[2
]}

Lanza, Gisela ^{[1
]}

机构：

[1] Karlsruhe Inst Technol, Wbk Inst Prod Sci, Kaisterstr 12, D-76131 Karlsruhe, Germany

[2] KTH Royal Inst Technol, Dept Prod Engn, Brinellvagen 68, S-11428 Stockholm, Sweden

来源：

CIRP JOURNAL OF MANUFACTURING SCIENCE AND TECHNOLOGY | 2021年 / 32卷

关键词：

Production; Information; Network; Simulation; Optimization; SUPPLY CHAIN PERFORMANCE; MANUFACTURING NETWORKS; ENGINEERING CHANGES; SHARING STRATEGIES; TRANSPARENCY; SYSTEMS; MULTIPLE;

D O I：

10.1016/j.cirpj.2020.08.012

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

Low information exchange in global production networks results in long response time to disruption and negative performance impact. Digitalization enables a more intensive information exchange. This paper analyses the performance of order management, quality problem resolution and engineering change management in production networks with respect to different disruptions and information flows. Cause-effect relationships are revealed based on a multi-method simulation model and statistical experiments. Using surrogate modelling and robust optimization, a target picture for information exchange is determined. The benefits of the approach are demonstrated using a case study for the production of metal-plastic parts for the automotive supplier industry. (C) 2020 CIRP.

引用

页码：491 / 506

页数：16

共 30 条

[1] Transparency increase in global production networks based on multi-method simulation and metamodeling techniques
Lanza, Gisela
Treber, Stefan
CIRP ANNALS-MANUFACTURING TECHNOLOGY, 2019, 68 (01) : 439 - 442
[2] A Multi-Method Simulation Modelling for Semiconductor Manufacturing
Sadeghi, R.
Dauzere-Peres, S.
Yugma, C.
IFAC PAPERSONLINE, 2016, 49 (12): : 727 - 732
[3] An Innovative Approach to Multi-Method Integrated Assessment Modelling of Global Climate Change
Siebers, Peer-Olaf
Lim, Zhi En
Figueredo, Grazziela P.
Hey, James
JASSS-THE JOURNAL OF ARTIFICIAL SOCIETIES AND SOCIAL SIMULATION, 2020, 23 (01):
[4] Modelling and multi-objective optimization for simulation of hydrogen production using a photosynthetic consortium
Hernandez-Melchor, Dulce J.
Camacho-Perez, Beni
Rios-Leal, Elvira
Alarcon-Bonilla, Jesus
Lopez-Perez, Pablo A.
INTERNATIONAL JOURNAL OF CHEMICAL REACTOR ENGINEERING, 2020, 18 (07)
[5] Global optimization of multiphase flow networks using spline surrogate models
Grimstad, Bjarne
Foss, Bjarne
Heddle, Richard
Woodman, Malcolm
COMPUTERS & CHEMICAL ENGINEERING, 2016, 84 : 237 - 254
[6] Multi-Method Simulation and Multi-Objective Optimization for Energy-Flexibility-Potential Assessment of Food-Production Process Cooling
Howard, Daniel Anthony
Jorgensen, Bo Norregaard
Ma, Zheng
ENERGIES, 2023, 16 (03)
[7] Modelling and simulation of energy consumption of ceramic production chains with mixed flows using hybrid Petri nets
Li, Hongcheng
Yang, Haidong
Yang, Bixia
Zhu, Chengjiu
Yin, Sihua
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2018, 56 (08) : 3007 - 3024
[8] Modelling and optimization of multi-site production systems in supply chain networks
Giglio, D
Minciardi, R
2003 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-5, CONFERENCE PROCEEDINGS, 2003, : 2678 - 2683
[9] Information Exchange in Global Production Networks: Increasing Transparency by Simulation, Statistical Experiments and Selection of Digitalization Activities
Treber, S.
Breig, R.
Kentner, M.
Haefner, B.
Lanza, G.
29TH CIRP DESIGN CONFERENCE 2019, 2019, 84 : 225 - 230
[10] Multi-stage production system: modelling and analysis using simulation
Gunasekaran, A
Goyal, SK
INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 1999, 12 (2-5) : 119 - 130

← 1 2 3 →