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Time-synchronised hardware-in-the-loop simulation - Applied to sheet-metal press optimisation
Högskolan Väst, Institutionen för ingenjörsvetenskap, Avd för elektro- och automationsteknik. (PTW)ORCID-id: 0000-0002-8878-2718
Högskolan Väst, Institutionen för ingenjörsvetenskap, Avd för elektro- och automationsteknik. (PTW)ORCID-id: 0000-0002-6604-6904
Högskolan Väst, Institutionen för ingenjörsvetenskap, Avd för elektro- och automationsteknik. Högskolan Väst, Institutionen för ingenjörsvetenskap, Avdelningen för produktionssystem (PS). (PTW)
2012 (engelsk)Inngår i: Control Engineering Practice, ISSN 0967-0661, E-ISSN 1873-6939, Vol. 20, nr 8, s. 792-804Artikkel i tidsskrift (Fagfellevurdert) Published
Abstract [en]

This paper presents an off-line process parameter tuning method, focussing on complex control functions for automated manufacturing systems. The proposed method is based on a combination of simulation-based optimisation and time-synchronised hardware-in-the-loop simulation. Real indus- trial control systems, e.g., PLCs, are included in the simulation, executing the unchanged control code from the manufacturing plant. This approach allows all plant control functions to be included, even time-critical feedback loops and vendor secret blocks such as motion control. Consequently, the method suggested manages the problems identified in previously presented simulation-based approaches. Furthermore, a case study of an automotive sheet-metal press line has been performed to verify the proposed method, with successful results.

sted, utgiver, år, opplag, sider
2012. Vol. 20, nr 8, s. 792-804
Emneord [en]
Simulation based optimisation; Virtual manufacturing; PLC; Time synchronisation;
HSV kategori
Forskningsprogram
TEKNIK, Produktions- och materialteknik
Identifikatorer
URN: urn:nbn:se:hv:diva-3155DOI: 10.1016/j.conengprac.2012.03.019ISI: 000306032400006Scopus ID: 2-s2.0-84861974437OAI: oai:DiVA.org:hv-3155DiVA, id: diva2:392990
Tilgjengelig fra: 2011-01-28 Laget: 2011-01-28 Sist oppdatert: 2019-04-26bibliografisk kontrollert
Inngår i avhandling
1. A Simulation-Based Optimisation Method for PLC Systems
Åpne denne publikasjonen i ny fane eller vindu >>A Simulation-Based Optimisation Method for PLC Systems
2012 (engelsk)Doktoravhandling, med artikler (Annet vitenskapelig)
Abstract [en]

Tuning of process parameters such as time constants, cam values, velocities and robot paths, in order to increase capacity utilisation, is today a challenging manual on-line task in many automated manufacturing systems. On-line methods interfere with production and will cause unwanted downtime, which indeed reduces capacity utilisation. The literature offers virtual manufacturing and simulation-based optimisation as an approach, but without handling time-synchronised control functions, e.g. motion and feedback control.

This thesis presents a simulation-based optimisation method for PLC systems, able to handle time-synchronised control functions. A programmable logic controller (PLC) is a commonly used type of industrial control system that is capable of handling all control functions in a manufacturing system. The approach presented in this thesis is, however, independent of the type of control systems used. Hence, PLC is used as a general name for all control systems, managing all discrete event, continuous feedback, motion, supervisory, as well as safety control functions.

A generic simulation-based method for tuning of process parameters has been formulated.  Various goals are attainable by a multi-criteria optimisation approach. The idea is to use a time-synchronised hardware-in-the-loop simulation including real PLCs. By this approach, the method provides a distinct advantage as it involves all complex control functions by using the real PLC code. An additional benefit is that all tuned process parameters can be directly transferred to the PLCs in the manufacturing plant.

To achieve a feasible simulation-based optimisation method for PLC systems, a new Combined Lipschitzian and Simplex (CoLiS) optimisation algorithm has been established. Complex control functions in industrial manufacturing systems cause conditions such as highly non-linear functions with multiple local optima, a considerable number of parameters and long evaluation times. All these conditions are managed by the non-gradient global CoLiS algorithm. The CoLiS algorithm starts with a global search and then switches over to local convergence. Additionally, all local optima determined during the global search are selected and then constitute starting points in separate local optimisation instances.

To verify the formulated method’s suitability in industrial applications, and the effectiveness of the new CoLiS algorithm, an optimisation case study has been performed. Improved production performance, both in terms of increased production rate and smoother robot motions, was reached in an automotive sheet-metal press line.

sted, utgiver, år, opplag, sider
Göteborg: Chalmers, 2012. s. 65
Serie
Doktorsavhandlingar vid Chalmers tekniska högskola Ny serie, ISSN 0346-718X ; 3340
Emneord
Simulation based optimisation, Virtual manufacturing, Industrial control system, PLC, Continuous simulation, Parameter tuning, Optimisation methods
HSV kategori
Forskningsprogram
TEKNIK, Produktions- och materialteknik
Identifikatorer
urn:nbn:se:hv:diva-4646 (URN)978-91-7385-659-1 (ISBN)
Disputas
2012-04-13, Lecture room C118, University West, Gustava Melins gata 2, Trollhättan, 10:15 (engelsk)
Opponent
Veileder
Tilgjengelig fra: 2012-09-25 Laget: 2012-09-19 Sist oppdatert: 2016-02-09bibliografisk kontrollert

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