How can we identify DMA demand trends that highlight sensitivity to climate?

Background 

As has been well documented in the media, 2022 has been a year of extreme climatic conditions in the UK. Numerous records have been broken, creating a ‘perfect storm’ of issues for many of the water companies across the country. July became the driest on record in England with much of the country seeing below 40% of its average rainfall for the month, with 11 of the 14 Environment Agency areas being put into drought measures through July and into August. Coupled with this drought event, there have also been record high temperatures this summer, as well as several prolonged ‘heatwave’ events that have had a dramatic effect on water consumption.  

Water companies have recently come under fire from customers and the press, especially around published leakage figures and management of demand incidents such as heatwaves. With more extreme climatic conditions set to become more frequent in the future, plus an inevitable rise in demand due to population increase, it will become more important for water companies to better understand which of their DMAs have a high sensitivity to changes in climate. Identifying key areas that react more drastically to hot/dry weather and understanding what characteristics these DMAs share, could prove extremely beneficial for future incident planning. 

This blog will investigate how climatic conditions can affect DMA net flow and whether trends can be used to categorise DMAs based on their sensitivity to changes in climate. 

DMA net flow vs. climate

It’s probably not very surprising to find that with increased temperature and low levels of rainfall, the demand for water increases. There can be multiple reasons for this upturn in demand, whether it stems from household customers watering plants and filling paddling pools, or non-household customers such as farms and garden centres requiring more water during dry conditions. There are also external influences and changes in behaviour that can magnify the issue. For example, school summer holidays, where household consumption is expected to rise anyway, can accentuate the effects of hot and dry weather especially during the day. 

The difficulty lies is in understanding where the thresholds for these increases in demand are, and how many different types of DMA behaviour a water company may have within its customer base. To better understand the trends, I have taken a sample of 300 client DMAs and compared daily net flow values to the maximum daily temperature and days since significant rainfall (>1mm per day) throughout the year. 

Temperature data 

Through this initial investigation, it was observed that many DMAs that have high proportions of household consumption (>90%), began to show sensitivity to hot weather once the maximum daily temperature exceeded 25 degrees. In these conditions the increase in demand correlates closely to temperature peaks, whereas across the rest of 2022 there is no noticeable relationship between average daily net flow and maximum daily temperature (figure. i). This would suggest that one of the thresholds for water companies to look out for when monitoring possible incidents, is the effect of above average temperatures on predominantly household DMAs. 

Graph: Max daily ten vs, Daily average net flow

When looking at all DMAs within the sample, we can see that the expected increase in demand on hot days diminishes when the proportionate household consumption is lower. The chart in figure ii. shows a comparison of observed changes in demand when DMAs are grouped by their relative proportionate household consumption. DMAs with extremely high household consumption (>90%) saw an increase in demand of nearly 30% when maximum daily temperatures exceeded 25 degrees. This value reduces as more nonhousehold consumption is introduced, possibly because non-domestic demand patterns are far less predictable. DMAs with significant proportionate non-household consumption (>50%), actually saw a slight decrease in demand on these days, highlighting that these areas are not particularly sensitive to temperature and may not be critical when planning for future incidents.

Chart: Variation in average demand on days greater than 25 degrees celsius

DMA classification

Now that possible trends and thresholds have been observed and hypothesised, the next step of this investigation will be to identify categories to place each DMA into based on the respective level of climate sensitivity. By running our initial analysis through a classification process, we will group the sample DMAs into buckets that will give more insight into how DMAs are affected by climatic conditions. Interested in hearing more? Speak to one of our team about our UK water company club project. 

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