An Evolutionary Approach to Rapid Development of Simulation Models

Lead Research Organisation: Cranfield University
Department Name: Sch of Applied Sciences

Abstract

The effective design of innovative manufacturing systems is a difficult task. This is not only because manufacturers usually do not have any way of getting early visibility of production costs and reliable process times, but also capturing, storing and reusing best practice manufacturing processes are not easy. Levels of financial investment can be immense and the consequences of poor system design can be catastrophic to the whole business. Discrete-event simulation, or simulation as it is more popularly known, is one of the most useful and worthwhile tools that industrialists can apply during manufacturing design and redesign. Such simulation models typically include representations of machines, part flows, operation rules, schedules, conveyors and people, and then predict the performance of manufacturing facilities in terms of measures such as production volume, manufacturing lead-time, etc.Although simulation techniques have been around for more than 30 years in the UK, evidence suggests that their usage within manufacturing industry is relatively low. This is mainly because a) compared to desktop applications, simulation tools are much more difficult to use and thus require specific skills to operate them, b) simulation tools are often overly-capable for the problems being addressed and are expensive to acquire and c) building, verifying and validating the models are time consuming and resource intensive. The challenge this research attempts to address is how to improve the uptake of simulation techniques within the UK-based manufacturing industry by positively disrupting the barriers of simulation usage through reduction of model development time. The novelty of the proposed research pushes the boundary of current research in the area of rapid simulation model development. The proposed research will provide a substantial advancement of knowledge from previous work by:1. Exploring the use of cladistics and evolutionary analysis as a basis of the classification of both manufacturing systems and the problems being addressed using simulation.2. Investigating a new way of rapidly generating simulation model templates based on both typical manufacturing systems to be modelled and the problems to be addressed.3. Shifting the concept of 'model building' towards 'model assembling', where model elements can be retrieved from a ready-to-use component library and the complete model will be generated automatically in order to speed up the model development.

Publications

10 25 50
 
Description The research identified a number of typical layouts which are most commonly used in the manufacturing sector as well as the component configurations and characteristics found within each of the production systems. The primary contribution of the project is a cladistic classification of manufacturing systems layouts, an external interface for model building and development and a set of recommendations, which when adopted may help increase the use of template based simulation modelling.
Exploitation Route The prototype (Rapidsim) has been trialled in a number of manufacturing companies. Along with the exploitation routes, it is possible to apply Rapidsim in other contexts of manufacturing, e.g. Fast Moving Consumer Goods (FMCG) sector. Discussion has taken place with a third party developer to explore possibilities of licencing the prototype. The inhibitor to this, however, is the interoperability issues of many of the discrete-event simulation tools. This has slowed down the route to exploitation.
Sectors Manufacturing, including Industrial Biotechology,Pharmaceuticals and Medical Biotechnology

 
Description In a simulation study, modelling is the most difficult and time consuming activity. The findings of this research project especially useful in speeding up the development of simulation models. Modellers and simulation consultants (generally from the Operational Research communities) benefit from the significantly shorter model building time and improved efficiency of consulting process. This will in turn improve the value proposition of simulation consultants (and process improvements businesses in general) when competing against global consultants from lower cost economies. The ease of use brought to the businesses will ultimately enhancing their quality of life.
First Year Of Impact 2010
Sector Manufacturing, including Industrial Biotechology,Pharmaceuticals and Medical Biotechnology,Other
Impact Types Societal,Economic

 
Description MSE course materials
Geographic Reach National 
Policy Influence Type Influenced training of practitioners or researchers
Impact The outcomes of the research have been adopted as a teaching materials in the Manufacturing Systems Engineering module for the MSc in Manufacturing at Cranfield.
 
Description NETEP - European-Brazilian Network on Energy Planning
Amount € 46,200 (EUR)
Funding ID 612263 
Organisation European Commission 
Sector Public
Country European Union (EU)
Start 01/2015 
End 12/2016
 
Description Minho 
Organisation University of Minho
Country Portugal 
Sector Academic/University 
PI Contribution This collaboration is initiated by both extending the existing collaboration with Vigo University and by the two Masters students, originated from the University of Minho, who carried out their theses.
Collaborator Contribution The results from this collaboration was a spin-off project funded by Marie Curie Research Exchange. Minho brought their expertise in energy planning.
Impact One conference paper will be presented in July 2016 and one journal paper is under preparation.
Start Year 2014
 
Description Vigo 
Organisation University of Vigo
Country Spain 
Sector Academic/University 
PI Contribution This research collaborated resulted in the finding from the research being used in Vigo by one of the PhD students (Luis Ferreira), resulting in a journal publication International Journal of Advanced Manufacturing Technology (see Publication section).
Collaborator Contribution The partner implement the finding from the research in another simulation software to model a network of closed-loop automobile assembly line.
Impact A journal publication.
Start Year 2011
 
Title RapidSim 
Description The application is an add-on to existing simulation tool. RapidSim will guide simulation modellers to build the model using a predefined template depending on either the manufacturing layout or the problem being tackled. 
Type Of Technology Webtool/Application 
Year Produced 2010 
Impact RapidSim was trialled and adopted in another simulation software resulting in a collaborative research project with the University of Vigo. The user benefits from the rapid building of a closed-loop car assembly line and used it as part of his PhD.