Of the 6,000 turnouts on the Dutch rail network, around 160 are subject to preventive grinding. This is done to help prevent defects from developing. But is that enough? Should they perhaps be ground more frequently, or should more turnouts be included in the grinding programme? CQM joined the grinding train to find out.
160 turnouts
preventively ground
Less
defects
Smarter
maintenance
ProRail is about to retender the maintenance of rails across the Dutch rail network. One element of this is turnout maintenance. Turnouts are subject to stresses caused by so-called wheel-rail interaction: the steel wheels of trains running over the steel rails within the turnout.
"The wheel loads generated by passing trains create tiny surface cracks in turnout rails, which gradually grow over time," explains Ivan Shevtsov (pictured). He is a Turnout Systems Specialist at ProRail and an expert in wheel-rail interaction and maintenance.
"We can detect these cracks using ultrasonic measurements. If no action is taken and natural wear is insufficient to remove them, the cracks will eventually lead to a defect in the turnout. By grinding the turnout, we remove a fraction of a millimetre from the rail surface. This form of 'artificial' wear eliminates the cracks and helps prevent a defect from developing, at least for the time being."
Grinding policy
The key question is how often a turnout should undergo preventive grinding, referred to by ProRail as cyclical grinding because it forms part of an annual planning cycle. After all, the more material is removed from a rail, the shorter its service life becomes. Another question is whether all turnouts should be ground. ProRail formalised its approach to these issues in a grinding policy introduced in 2017.
Shevtsov explains:
"We inspect all centrally controlled turnouts at least once a year using ultrasonic testing. Of the 6,000 turnouts across the network, 4,500 are centrally controlled, meaning they form part of the operational timetable and are therefore used frequently. The most heavily loaded turnouts are inspected more often.
Of these 4,500 centrally controlled turnouts, 160 are included in our preventive grinding programme, typically on an annual or biennial basis. These are turnouts with a crossing angle ratio of 1:18 or higher, which are generally more important to rail operations than turnouts with lower ratios. Components for high-angle turnouts are also expensive, and replacing a turnout component takes longer than the standard four-hour overnight possession window.
For both economic reasons and to minimise disruption to passengers, it is therefore important to prevent defects in these turnouts wherever possible. Turnouts with lower angle ratios, by contrast, can be repaired much more quickly and at a lower cost, meaning preventive grinding is usually not cost-effective for them."
Domain knowledge
Turnout grinding is carried out at night by a maintenance contractor using a rail grinding train. As ProRail aims to maintain a railway network that is both future-proof and affordable, Ivan Shevtsov and his colleagues wanted to determine whether the grinding policy introduced in 2017 was still the right approach or whether there was scope for improvement. They commissioned CQM to carry out the study, having previously worked with the company on the development of the current grinding policy.
"At the time, we analysed the grinding policy that was in place before 2017, but far less data was available then. Thanks to Jeroen Wegdam, Ivan’s colleague and a data specialist, we were able to use much better data as input," says the project manager Minou Voortman. "This time, we chose to draw on much more domain knowledge, enabling us to gain a better understanding of which parameters are relevant to the occurrence of defects and to develop an even more accurate statistical model," he says.
Together with his CQM colleague Rutger van Beek she conducted more than ten interviews with ProRail domain experts and even joined the grinding train on one occasion.
"Without exception, ProRail’s specialists possess an extraordinary depth of knowledge in highly specialised areas of turnout engineering and maintenance. This enabled us to gather a vast amount of information, allowing our model to deliver the most accurate predictions possible."
Recommendations
However, the prediction was not the most important outcome of the model at this stage, explains data scientist Rutger: 'We primarily wanted to know which parameters contribute significantly to the likelihood of defects and what relationship this has with whether or not a switch is ground. In addition, together with ProRail, we performed a cost calculation for two types of switches to determine the impact of grinding on the total cost structure surrounding a switch.' CQM started the project in the spring of 2024; in October, Minou and Rutger delivered their evaluation report with recommendations. Minou: 'The main question was: is the policy of preventively grinding 160 switches with a high angle ratio still the right choice? It turns out it still is. These switches are indeed prone to defects, and grinding helps to prevent defects. Moreover, the cost calculation shows that preventively grinding these switches is cost-efficient. However, the latter does not apply to the switches with a lower angle ratio.' While preventative grinding of these switches with the grinding train helps to prevent defects, it does not lead to lower costs. In short: the current grinding policy is therefore still adequate, even according to our latest model. This may not be the most spectacular conclusion, but both we and ProRail were pleased with it. We therefore made the right choices at the time. Moreover, we can now substantiate it even better and with more data.
A partner who adds value quickly
CQM mastered the complex issues very quickly. The data analysis was also performed very quickly and with dedication. Truly a top team.
Ivan ShevtsovSwitch Systems Specialist at ProRail
Experiments
"The second answer we wanted from CQM was whether we could still implement improvements in our grinding policy," said Ivan Shevtsov. "There are, after all, switches with a low angle ratio that are not currently ground preventively, but which are heavily used, often have defects, or are important for track availability and preventing passenger disruption. So there are reasons other than costs alone. On CQM's advice, we will conduct research into this for five years through experiments starting in 2027. In addition, we will investigate the grinding frequency. The 160 switches currently included in our grinding program are almost all ground at a load of 45 MGT (Mega Gross Tonnes). This figure is calculated for switches based on the volume and weight of the train traffic that uses the switch. We always schedule the grinding of a switch for exactly that moment. But precisely because we do this so carefully, we do not know what the effect is if you start grinding at a lower or higher load, for example 15 or 60 MGT." The new CQM model cannot provide an answer to this either, because that data simply does not exist. Therefore, the recommendation for this is also to conduct experiments so that we create new data points to be able to make broader predictions.
Major impact
Minou and Rutger are currently working on a smart, balanced pilot design that will allow ProRail to conduct targeted experiments with the recommendations over the coming years. The projects for ProRail are once again an example of the type of work that CQM usually does behind the scenes, but which has a major impact on society. Minou: 'When you are just sitting on the train, you have no idea what is needed to keep that train running. The fact that the experts at ProRail were willing to share their vast knowledge with Rutger and me has been incredibly valuable for this project. Riding along on the grinding train and simply seeing a switch up close is also of great value.' Shevtsov: 'CQM mastered the complex issues very quickly. The data analysis was also done very quickly and with dedication. Truly a top team.'
These CQM professionals know everything about this project.
(but actually you can ask any CQM professional about projects at ProRail, because we have been partners for a very long time)
In the main photo, standing from left to right: Ivan Shevtsov | Switch Systems Specialist - ProRail, Minou Voortman | Senior Consultant - CQM, Jeroen Wegdam | Switch Systems Specialist - ProRail, and crouching: Rutger van Beek | Junior Consultant - CQM. Credits: EvE Creations.
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