Elsevier

Ecological Indicators

Volume 37, Part B, February 2014, Pages 274-286
Ecological Indicators

Trends in bulk deposition of acidity in the UK, 1988–2007, assessed using additive models

https://doi.org/10.1016/j.ecolind.2012.10.023Get rights and content

Abstract

Previous analyses of deposition trends in the UK have used traditional linear methods, but recognised that neither emissions nor acid deposition had followed linear trends. Here we employ a non-linear technique, an additive model, to determine trends in both concentrations and bulk deposition loads (precipitation-weighted) at 12 Acid Deposition Monitoring Network (ADMN) sites most closely co-located with sites in the UK Acid Waters Monitoring Network (AWMN). Bulk deposition data were collected weekly or two-weekly over the 20 year period from 1988 to 2007 and all samples were analysed according to common protocols. Periods of significant increase or decrease over the period of monitoring were identified using the first derivative of the fitted trend, computed using finite differences. Results of the trend analysis show that:

  • 1.

    11 out of 12 bulk deposition sites show significant increasing trends in pH.

  • 2.

    Concentrations of non-marine sulphate (xSO42−) show significant decreasing trends at ten out of 12 sites and appear to be the main driver of changes in bulk deposition pH since the late 1990s, though earlier trends in bulk deposition pH are so far unexplained.

  • 3.

    Trends in concentrations of nitrogen (N) species are mixed with many sites showing no significant trend. For NO3 three sites show a general decline while four sites show a short period of significant increase in the early 1990s which in three cases reverses to a significant declining trend in the late 1990s. For NH4+ five sites show some periods of significant decline in concentration but these are only prolonged at three sites.

  • 4.

    Precipitation-corrected deposition loads show very similar trends to concentrations for xSO42− and N species, but for N species there are more sites with significant trends.

  • 5.

    For total Cl concentrations, seven sites show declining trends but only four of these remain significant with precipitation weighting. Non-marine chloride (xCl) concentrations decline significantly at nine sites, reducing to six sites with precipitation weighting. Hence reductions in xCl are acting alongside xSO42− as drivers of declining acidity in bulk deposition.

  • 6.

    Small declining trends in precipitation measured in the bulk deposition collectors may reflect changes in sampling methodology as sampling frequency changed from weekly to 2-weekly during the ADMN monitoring period.

These non-linear trends explain the lack of significant trends using linear methods on shorter data series in previous analyses and may help to explain non-linear patterns in chemical recovery in surface waters.

Introduction

Acid deposition has been recognised as a driver of ecological change in sensitive aquatic ecosystems in the UK for over 25 years (e.g. Battarbee, 1990). During the 1980s the UK government Department of the Environment set up a series of research and monitoring programmes including the Acid Deposition Monitoring Network (ADMN; Lawrence et al., 2008) to monitor deposition loads to ecosystems and the Acid Waters Monitoring Network (AWMN: Shilland et al., this issue) to monitor chemical and biological responses of aquatic ecosystems to changes in acid deposition loads. While the initial remit of the ADMN and AWMN was primarily to monitor the effectiveness of measures to reduce emissions of sulphur, the main agent of acidification in the 1980s, both networks have been invaluable in demonstrating the additional impacts of nitrogen (N) deposition, which has increased in importance over the last decade as sulphur deposition has declined dramatically from its peak in the 1970s (RoTAP, 2012). Furthermore, it has been recognised in recent years that as well as contributing to acidification (Curtis et al., 2005), the enhanced nitrate leaching caused by atmospheric N deposition is also changing nutrient balances in upland rivers and lakes, where N limitation of primary production is found to be much more widespread than previously recognised (Maberly et al., 2002, Curtis et al., 2014). Here we utilise selected sites from the ADMN to assess the trends in the concentrations and deposition loads of anthropogenic sulphur, nitrogen and chloride compounds in bulk deposition, collected weekly or 2-weekly, at sites in the AWMN over the twenty year period from 1988 to 2007. Given the non-linearities reported in previous trend analyses of shorter deposition data series (Fowler et al., 2007, Matejko et al., 2009), we employ non-linear methods to model trends in the data without any aggregation to annual time scales.

The most recent assessment of deposition trends in the UK was presented in the Review of Transboundary Air Pollution (RoTAP, 2012), which summarised trends in acid deposition up to 2006 based on 35 sites in the ADMN. Sulphur deposition in the UK declined by 80% from 1986 to 2006, while total N deposition did not change significantly through this period. Despite a decline in emissions of oxidised N species (NOx), ammonia emissions remained level and most of the reductions in NOx deposition related to pollution that was exported overseas, with much lower reductions in deposition within the UK of only 15%. Concentrations of acidity, non-marine SO42− (hereafter xSO42−) and non-marine chloride (xCl) decreased by 85%, 75% and 95% respectively, with xSO42− accounting for 75% of the trend in deposited acidity. Currently levels of reduced N deposition are similar to those for oxidised N (RoTAP, 2012).

For all these pollutants, total deposition at the national scale is dominated by the wet deposition component, but there is great spatial variation with distance from sources (RoTAP, 2012). The relative importance of wet deposition inputs for xSO42−, NOx (as NO3) and reduced N (as NH4+) for the 5 km grid square containing AWMN site sampling locations (Fig. 1) in the UK is shown in Table 1. Data are annual mean concentration-based estimated deposition (CBED) loads averaged over the three year period 2004–06 and derived partly from ADMN data across the UK. Wet deposition of xSO42− makes up between 70 and 95% of total non-marine inputs, with the lowest proportion at Old Lodge in south-east England and the highest proportion in Scotland. A much greater range is found for the proportion of wet deposited NO3, from 36% at Old Lodge and 53–66% in Wales to a maximum of 85% in the Trossachs of Scotland. For wet deposited NH4+ the proportion varies from 51% of total reduced N at Old Lodge up to a maximum of 91% at Coire nan Arr in north-west Scotland. For total N deposition these figures translate to 41% wet deposited at Old Lodge but >57% at all other sites, reaching a maximum proportion of 88% in the Trossachs.

The dominance of wet deposition at all sites except Old Lodge suggests that bulk deposition data should provide a robust estimate of total deposition loads to the catchments of AWMN lakes and streams. Bulk deposition measurements capture wet deposition plus a component of dry deposition. The ADMN provides weekly or 2-weekly bulk deposition data for a network of 35 sites around the UK, but for the purposes of this Special Issue we restrict our analysis to a subset of these sites most closely co-located with the AWMN sites discussed elsewhere in this issue.

Section snippets

Site selection

We selected the ADMN sites with the longest continuous monitoring records located closest to AWMN sites (Fig. 1 and Table 2) to allow comparisons between trends in bulk deposition and surface water chemistry (Monteith et al., 2014), following the approach of Cooper (2005). While there are currently other ADMN sites co-located with some AWMN catchments which are not used here, they have much shorter records, starting at least 10 years after the sites selected here. Some ADMN sites were relocated

Acidity of bulk deposition

Striking trends are apparent in the pH of bulk deposition at all sites except Yarner Wood in south west England (Fig. 3). Nine sites show linear or near linear increasing trends which are significant throughout the period of monitoring. The strongest increases in pH are seen at Bannisdale and Wardlow Hay Cop, both in northern England. Lough Navar in Northern Ireland shows a steep, significantly increasing trend from the mid 1980s to the mid 1990s which levels off and becomes non-significant

Linear versus non-linear trends

The most consistent trends in bulk deposition for the 12 ADMN sites modelled here are a significant increase in pH at all sites except Yarner Wood and a significant decline in xSO42− concentration at all sites except Allt a’Mharcaidh and Loch Dee. In most cases these trends persist for all or most of the 20 or more years of monitoring. Many sites show near linear trends throughout in pH but for non-marine SO42− the trends tend to start somewhat later at some sites.

Fewer sites show significant

Conclusions

The acidity of bulk deposition over the 20 years of monitoring has declined dramatically in the sites closest to AWMN sites. Concentrations of xSO42− show significant decreasing trends at ten out of 12 sites and appear to be the main driver of changes in bulk deposition pH since the late 1990s, with some contribution from reductions in xCl at several sites. Some of the earlier trends in bulk deposition pH are so far unexplained; for example at Beddgelert, increasing bulk deposition pH in the

Acknowledgements

This analysis was funded under the Defra Freshwater Umbrella contract (AQ0803) with data contributions from the Acid Deposition Monitoring Network, funded by Defra and the devolved administrations (the Scottish Government, the Welsh Assembly Government and the Department of Environment Northern Ireland). We thank Helen Lawrence at AEA Harwell for provision of the raw bulk deposition dataset spanning more than 20 years of monitoring, and two anonymous reviewers for their helpful comments

References (23)

  • D. Fowler et al.

    Long term trends in the sulphur and nitrogen deposition in Europe and the cause of non-linearities

    Water Air Soil Pollut. Focus

    (2007)
  • Cited by (50)

    • On the importance of stemflow to the woody plants in drylands: Individual vs. ecosystem scales

      2021, Journal of Hydrology
      Citation Excerpt :

      The effects of stemflow on woody plant dynamics were estimated from the differences in woody plant cover between with and without stemflow, e.g., Wi (i = 10, 20, 30, 40, and 50%) – Wi (i = 0%; Fig. 2). To test hypotheses, we fitted the trends in differences of the stemflow effects between the individual and ecosystem levels along an annual rainfall gradient using the generalized additive model (GAM), realized by “gam” function in the “mgcv” package (Chen et al., 2019; Curtis and Simpson, 2014). The GAM was used because it is robust to fit unknown relationships.

    • Climate response and drought resilience of Nothofagus obliqua secondary forests across a latitudinal gradient in south-central Chile

      2021, Forest Ecology and Management
      Citation Excerpt :

      The temporal trend in peak NDVI along the study area was obtained for the period 2001–2018. A Generalized Additive Model (GAM) using latitude as the predictor was used to characterize the overall zonal pattern of mean and trend of peak NDVI (predictands) along the latitudinal gradient (Curtis and Simpson, 2014). In order to find out how NDVI actually relates with tree growth in the area, the array of the closest 3x3 pixels centered on every study site was averaged.

    View all citing articles on Scopus
    View full text