The use of search experimentation in discrete-event simulation practice
The use of search experimentation in discrete-event simulation practice
The practice of DES experimentation has not been rigorously assessed in over a decade. Past studies of DES practice report little transfer of experimentation theory into real world application. We conducted an international survey of over 300 modellers to investigate the extent to which simulation optimisation, meta-modelling and design of experiments are used in practice. Over the last decade there has been substantial growth in the use of optimisation and to a lesser extent design of experiments to tackle practical problems. However, users rarely make use of optimisers bundled with commercial software; opting instead for custom or third party solutions. Outside of academia use of methods is hampered by a lack of application knowledge and a persisting view that such techniques are not necessary. It is clear that academics must not become complacent regarding the dissemination of theory into common practice and continue to reach out to industry users.
1155-1168
Hoad, Kathryn
54db2444-f75b-4c4a-8f20-72ba9de33a45
Monks, Thomas
fece343c-106d-461d-a1dd-71c1772627ca
O'Brien, Frances
87aa1a23-19c0-4506-876f-88c04d0f93f5
2015
Hoad, Kathryn
54db2444-f75b-4c4a-8f20-72ba9de33a45
Monks, Thomas
fece343c-106d-461d-a1dd-71c1772627ca
O'Brien, Frances
87aa1a23-19c0-4506-876f-88c04d0f93f5
Hoad, Kathryn, Monks, Thomas and O'Brien, Frances
(2015)
The use of search experimentation in discrete-event simulation practice.
Journal of the Operational Research Society, 66 (7), .
(doi:10.1057/jors.2014.79).
Abstract
The practice of DES experimentation has not been rigorously assessed in over a decade. Past studies of DES practice report little transfer of experimentation theory into real world application. We conducted an international survey of over 300 modellers to investigate the extent to which simulation optimisation, meta-modelling and design of experiments are used in practice. Over the last decade there has been substantial growth in the use of optimisation and to a lesser extent design of experiments to tackle practical problems. However, users rarely make use of optimisers bundled with commercial software; opting instead for custom or third party solutions. Outside of academia use of methods is hampered by a lack of application knowledge and a persisting view that such techniques are not necessary. It is clear that academics must not become complacent regarding the dissemination of theory into common practice and continue to reach out to industry users.
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Accepted/In Press date: 14 July 2014
e-pub ahead of print date: 1 July 2015
Published date: 2015
Organisations:
Faculty of Health Sciences
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Local EPrints ID: 369341
URI: http://eprints.soton.ac.uk/id/eprint/369341
ISSN: 0160-5682
PURE UUID: 5c11f57f-2e5e-47ab-a046-ce6a02f244e0
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Date deposited: 01 Oct 2014 12:07
Last modified: 14 Mar 2024 18:01
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Author:
Kathryn Hoad
Author:
Thomas Monks
Author:
Frances O'Brien
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