Yorkshire Water’s ‘blueprint’ to optimize maintenance strategy
Yorkshire Water is committed to building robust and resilient clean and wastewater networks for the future in the run up to 2050 and beyond. This is the basis of what it calls its ‘Blueprint for Yorkshire’ where it aims to supply its services while preserving the environment and keeping bills as low as possible. Its networks currently service the 5.4 million people who live in Yorkshire, the millions of yearly visitors and about 140,000 businesses.
Yorkshire Water is optimizing its maintenance operations through innovation as one way to fulfill its vision. The company invests in various technologies, aiming to enhance all aspects of the services it offers and to develop resilience in the system. To this end, Yorkshire Water selected Samotics’ SAM4 and Energy asset health monitoring solutions. The aim is to transform the way in which Yorkshire Water monitors the health of its critical equipment, especially with respect to blockage and to optimize the operation of its sewage pumping stations.
Through optimization of Yorkshire Water’s sewage pumping stations using SAM4 , the need to perform cyclical pump inspections is greatly reduced, improving asset performance, efficiency and reducing pollution events. This in turn cuts operating costs and ensures Yorkshire Water’s activities continue to support clean rivers and a healthy environment.
Samotics is a leading provider of real-time actionable insights to optimize performance and energy efficiency of AC motors and rotating equipment. Through AI-powered algorithms and a technique called electrical signature analysis (ESA), Samotics offers Yorkshire Water a robust and high-quality failure detection technology. This is coupled with performance and energy insights to help bring Yorkshire Water’s strategy to fruition.
Advanced analytical solutions to deal with pump blockage
To treat about 1 billion liters of wastewater a day, Yorkshire Water operates over 600 wastewater treatment sites, and has a fleet of submerged pumps at over 2,000 wastewater pumping stations. Using SAM4 to monitor this equipment remotely, provides Yorkshire Water with reliable and actionable asset health and performance data, without the need for cyclical site visits. It does this by collecting high-frequency data from sensors located in the pumps’ motor control cabinet and employs a suite of techniques to analyze a motor’s electrical signature.
Yorkshire Water indicated that the greatest challenge it faced with respect to cost and impact was pump blockage. This can lead to deterioration in asset health, asset breakdown, loss of service and pollution events, which have environmental implications. In pump stations and sewage treatment plants, removing the blockages has become part of the daily routine.
To help manage and prevent blockage from occurring, Yorkshire Water maintenance teams undertake around 70,000 visits per year to lift and inspect pumps and find blockage if it has occurred.
This incurs significant financial costs in personnel hours, and associated costs and emissions related to transport. When considering that many pumps inspected are in good working order, this is even more significant.
To help tackle this major challenge, Samotics data scientists worked in close cooperation with Yorkshire Water to develop an enhanced blockage detection feature in its SAM4 solution.
It provides real-time alerts of where blockage is developing and takes into account pump station setup and dynamics to provide an intelligent severity estimate of blockage incidents. These capabilities are enabling Yorkshire Water to detect blockage events in their early stages, optimize its maintenance scheduling and prevent pollution events from occurring.
To determine its effectiveness, SAM4 and its blockage detection feature were initially rolled out across a select set of sites for Yorkshire Water. Since the start of this pilot, Yorkshire Water decided to roll the solution out across their entire sewage network covering thousands of assets.
How real-time detection of blockage is reducing pollution events
At the heart of each sewage pumping station in the Yorkshire Water network are two co-located pumps operating in an alternating pattern (one on/one off) to help in the transfer of wastewater to an associated sewage treatment facility.
This provides for redundancy in the system should one of the pumps become clogged or trip. However, if both pumps at a station become clogged this does create a serious issue which can lead to a pollution event. Having no concrete insight into the health status of each pump increases the risk of this happening.
Receiving real-time alerts of developing blockage is having a significant impact on Yorkshire Water’s operations.
Once initiated across a number of Yorkshire Water pumping stations, it took two weeks before the first blockage incident was detected and the system was able to detect more than ten (partial) blockage events in four months.
This is illustrated by the following three SAM4 case studies.
Blockage feature alerts to incidents developing across both pumps at a sewage pumping station
At a sewage pumping station in the Yorkshire Water network, two co-located pumps operate in an alternating pattern to meet required demand and provide system redundancy. On one night a pump (pump 2) displayed characteristics of blockage.
This could be seen in Figure 1 below where the blockage scores remained continuously high following the start of the incident. Cross checking these blockage scores against other analysed data suggested that there might be a (partial) blockage that was persisting while the pump was in operation. With one other working pump at the station this did not create an emergency response situation at the time.
It was determined to continue to monitor the situation closely for 48 hours to determine if a site visit was necessary or if the blockage would clear itself in this timeframe.
The picture below shows the data point generated by SAM4 which show the start of a blockage.
Two days later, with no improvement seen, an orange alert was generated and sent to the customer indicating a blockage incident at the pump. The alert stated that same-day action was not required and that the situation could be resolved in the following week without impacting pump station operations.
A week or so later however, data also indicated signs of developing blockage on the other pump at the station (pump 1). With incidents of blockage on both pumps this did create an emergency response situation due to an increased risk of a pollution event. As such a red alert notification was sent to the customer (see Figure 2 on the previous page).
Yorkshire Water immediately sent a maintenance team and lifted both pumps out of the pumping station. They found that both pumps were indeed partially blocked confirming the detections by SAM4 and its blockage detection feature. After the blockages were cleared and the pumps were put back in operation, the blockage scores and other supporting metrics returned to healthy operating levels. This can be seen in
Figure 3 below.
The SAM4 blockage feature successfully detected the issues. It provided continuous insight into the severity of the situation and alerted to when action needed to be taken. This enabled Yorkshire Water to optimize maintenance planning and prevent a potential pollution event from occurring.
Blockage detection feature helps to diagnose a blockage outside of a pump
At a sewage pumping station in the Yorkshire Water network, SAM4 detected a developing blockage event (see Figure 4). This was due to increased blockage scores coming from the SAM4 blockage detection feature related to one of the pumps (pump 2). Following an extended monitoring period in which there was no improvement in the situation, the customer scheduled for the two pumps to be lifted
for a full inspection by engineers from the pump manufacturer.
This took place two months after the initial blockage indication. Prior to this taking place, SAM4 and Samotics experts performed additional diagnostics of the problem.
They were able to pinpoint that the blockage was outside of the pump based on SAM4 blockage event indicators (slightly lower power active and an elevated spectral energy around the supply) and advised the customer to check the inlet and the discharge side of the pumping station for any obstruction. Being able to specify where the blockage was in the system was of great benefit to the customer.
The pump manufacturer confirmed this diagnosis following pump inspection and pump 2 was shut down. After the customer was able to clean the well and the inlet of the pump, the anomalies disappeared and healthy behaviour was confirmed by SAM4, once both pumps were back online (see Figure 5).
Blockage detection feature provides only visibility at pump station as telemetry system experiences temporary issues
Two co-located pumps were operating at a Yorkshire Water sewage pumping station. Yorkshire Water were monitoring these with Samotics’ SAM4 solution and its blockage detection feature together with additional telemetry systems. One of the pumps (pump 2) was showing signs of blockage, i.e. higher than normal blockage scores, and was being monitored closely (see Figure 6). It was eventually shut down.
The other pump (pump 1) was exhibiting normal behaviour. The following day the telemetry systems indicated that one of the pumps had tripped and the other was still operating normally. This, in itself, didn’t constitute an emergency response situation.
The other pump at the station could deal with associated demand until a Yorkshire Water maintenance team could be planned in to visit the site and rectify the situation. However, in contrast to the telemetry data, SAM4 blockage feature detected that both pumps had become completely blocked and had tripped which did create an emergency response situation.
A red alert was sent to Yorkshire Water (see Figure 7) who immediately sent a maintenance crew to the site. They confirmed that both pumps were blockage. It also confirmed that the additional telemetry systems had experienced a transient issue during which time they didn’t provide correct data.
The situation was cleared and both pumps came back online. This was confirmed by the SAM4 dashboard where associated data indicated a return to normal pump behavior. Had it not been for the detection of the situation by the SAM4 blockage feature, a pollution event would definitely have occurred according to Yorkshire Water.
This was due to the fact that telemetry systems were indicating normal behavior on one of the pumps. It was estimated that this would have cost £130k (€150k) in regulatory fines and caused significant reputational damage to the company.
The future landscape at Yorkshire Water
The problem of blockage is large and environmentally relevant, both in terms of potential pollution events as well as the financial costs and emissions associated with inspections. By developing an accurate blockage detection feature in its SAM4 solution, Samotics is providing Yorkshire Water with continuous and real-time insight into the severity of blockage incidents across its pumping stations.
This allows them to plan maintenance activities optimally to prevent pollution events from occurring. It saves on associated maintenance costs by dealing with issues at an early stage when they are less severe. This helps to avoid emergency repair costs or costs of full equipment replacement.
More importantly, continuous remote insight into pump health and performance mitigates the need to perform cyclical pump visits, only visiting pumping stations when an issue is developing. Moving to a more proactive maintenance strategy with SAM4 shows Yorkshire Water’s commitment to improving its business operations by making use of the most modern analytical techniques.
It is helping Yorkshire Water to improve the efficiency and reliability of its wastewater network and at the same time reducing operating costs in dealing with blockage incidents. As such SAM4 is forming a key element of Yorkshire Water’s plans as part of its ‘Blueprint for Yorkshire’ to maintain its services, preserve the environment and keep customer bills as low as possible.
To this end, Yorkshire Water is currently in the process of incorporating SAM4 and its blockage detection feature across its whole sewage network covering thousands of sewage pumps while also rolling out SAM4 across a large set of critical clean and wastewater assets across Yorkshire.