A method for real-time condition monitoring of haul roads based on Bayesian parameter estimation

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dc.contributor.author Heyns, Theo
dc.contributor.author Heyns, P.S. (Philippus Stephanus)
dc.contributor.author De Villiers, Johan Pieter
dc.date.accessioned 2012-03-01T06:19:48Z
dc.date.available 2012-03-01T06:19:48Z
dc.date.issued 2012-04
dc.description.abstract Current haul road management techniques, such as routine, periodic and urgent maintenance have shortcomings in many complex haul road environments. Real-time road condition monitoring may significantly reduce maintenance costs, both to the road and to the vehicles. A recent idea is that vehicle on-board data collection systems could be used to monitor haul roads on a real-time basis by means of vibration signature analysis. This paper proposes a methodology based on Bayesian regression to isolate the effect of varying vehicle speed on the measured vehicle response metric. A key feature of the proposed methodology is that it avoids the costly need to generate analytical or empirical vehicle models. en_US
dc.description.librarian ai2012 en
dc.description.uri http://www.sciencedirect.com/science/journal/00224898 en_US
dc.identifier.citation Heyns, T, Heyns, PS & De Villiers, JP, A method for real-time condition monitoring of haul roads based on Bayesian parameter estimation, Journal of Terramechanics, vol. 49, no. 2, pp.103–113 (2012), doi: 10.1016/j.jterra.2011.12.001 en_US
dc.identifier.issn 0022-4898 (print)
dc.identifier.issn 1879-1204 (online)
dc.identifier.other 10.1016/j.jterra.2011.12.001
dc.identifier.uri http://hdl.handle.net/2263/18319
dc.language.iso en en_US
dc.publisher Elsevier en_US
dc.rights © 2011 ISTVS. Published by Elsevier Ltd. All rights reserved. en_US
dc.subject Monitoring of road condition en_US
dc.subject Bayesian parameter estimation en_US
dc.subject Condition based maintenance en_US
dc.subject.lcsh Highway engineering en
dc.subject.lcsh Roads deterioration en
dc.subject.lcsh Roads -- Maintenance and repair en
dc.subject.lcsh Roads -- Riding quality -- Testing en
dc.subject.lcsh Highway research en
dc.subject.lcsh Trucks -- Vibration en
dc.subject.lcsh Bayesian statistical decision theory en
dc.title A method for real-time condition monitoring of haul roads based on Bayesian parameter estimation en_US
dc.type Postprint Article en_US


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