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Indicator Assessment
Chlorophyll-a concentrations in European seas
Note: The map shows summer chlorophyll-a concentrations observed in 2012 in European coastal and open seas. The class boundaries “high”, “moderate” and “low” concentration are determined by the 80/20 percentiles of the data set for the years 2007-2012 in each regional sea.
Trends per station in chlorophyll-a concentrations in European seas
Note: The map shows stations with a statistically significant decrease (green), increase (red) or no trend (grey) within the period 1985 to 2012. Selected stations must, at the least, have data in the period from 2007 to 2012 and at least five years data in all.
Baltic Sea
In 2012, the highest measured summer chlorophyll-a concentrations (> 11.4 µg/l) were found in German, Polish and Latvian coastal waters. Low concentrations (< 2.2 µg/l) were predominantly observed along the Swedish coast and in the open waters of the southern Baltic Sea (Figure 1).
Trend analysis showed increasing concentrations in 6% (23) of Baltic Sea stations (Figures 2 and 3). These stations were located in offshore and coastal waters in the Baltic Proper, the Gulf of Finland and the Gulf of Bothnia. Decreasing concentrations were detected at 4% (15) of stations, mainly along the coast of Finland and in the western Baltic Sea.
Greater North Sea
In 2012, the highest summer chlorophyll-a concentrations (> 8.9 µg/l) were mainly observed along the coast of the Netherlands, and some coastal locations in Belgium and Germany (Figure 1). These areas are also characterised by elevated concentrations of nutrients and frequent blooms of Phaeocystis globosa (OSPAR, 2008). According to OSPAR (2010), further action is needed to improve problem areas like the continental coast of the Greater North Sea. Low chlorophyll concentrations (< 1.3 µg/l) were predominantly observed in the open waters outside the Netherlands and in the Kattegat (Figure 1).
A significant number of stations (19%) showed a decreasing trend based on long time series data (> 10 years). These stations are generally located in transitional and coastal waters along the Belgian, Dutch and Swedish coasts. (Figures 2 and 3).
Celtic Seas, Bay of Biscay and the Iberian coast
High chlorophyll concentrations (> 5.1 µg/l) were mainly observed in coastal stations along the Irish coast and in a few French locations (Figure 1). OSPAR (2008) has defined small coastal embayments and estuaries within the Celtic Seas, the Bay of Biscay and Iberian Coast as problem areas with respect to eutrophication.
A decrease was observed in 9% of Atlantic stations in the coastal waters of France and Ireland (Figures 2 and 3).
Mediterranean Sea
Most of the chlorophyll concentrations measured in the Mediterranean Sea in 2012 were classified as low (< 0.16 µg/l) and medium (0.16-2.7 µg/l), with the exception of a few stations in Montenegro, in which the concentrations were considered as high (> 2.7 µg/l). Most of the concentrations reported by Cyprus were found to be low (Figure 1). No offshore Mediterranean chlorophyll concentration data has been reported to the EEA for 2012. The open waters of the Mediterranean Sea are, however, poor in nutrients and thus summer chlorophyll-a concentrations are also low. The most eutrophic waters in the Mediterranean are along the northern coastline, but the eutrophication problem has also been increasing gradually over the last few decades in the southern shores of the sea (UNEP 2007). Harmful algal blooms have been observed commonly in northern coastal areas. These blooms have also consisted of dinoflagellates (e.g.DinophysisandAlexandrium), which can potentially cause different types of shellfish poisoning (Koukaras and Nikolaidis 2004, Bravo et al. 2008).
Trends were evaluated for Croatia, France and Slovenia, for which sufficient time series data was available. In most locations, no significant trends were found, with the exception of a few locations along the Croatian coast and one transitional water station in the Gulf of Lyons where decreasing trends were found (Figures 2 and 3).
Black Sea
For the Black Sea, a limited number of stations were reported by Bulgaria in 2012. In these locations, the chlorophyll concentrations were found to be either low (< 0.94 µg/l) or medium (0.94 - 10.6 µg/l) (Figure 1). The time series was too short to perform a trend analysis.
This indicator illustrates the levels and trends in mean summer surface concentrations of chlorophyll-a (microgram/l) in the regional seas of Europe.
The concentration of chlorophyll-a is expressed as microgramme per lire (mg/l) in the uppermost 10m of the water column during summer.
There are a number of EU Directives aimed at reducing the loads and impacts of nutrients. These include: the Nitrates Directive (91/676/EEC), aimed at reducing nitrate pollution from agricultural land; the Urban Waste Water Treatment Directive (91/271/EEC), aimed at reducing pollution from sewage treatment works and certain industries; the Integrated Pollution Prevention and Control Directive (96/61/EEC), aimed at controlling and preventing the pollution of water from industry; the Water Framework Directive (2000/60/EC), which requires the achievement of good ecological status or good ecological potential of transitional and coastal waters across the EU by 2015; and the Marine Strategy Framework Directive (2008/56/EC), which requires the achievement or maintenance of good environmental status in European sea basins by 2020 at the latest, through the adoption of plans of action based on 11 qualitative descriptors, one of which is Eutrophication.
Measures also arise from a number of other international initiatives and policies including: the UN Global Programme of Action for the Protection of the Marine environment against Land-based Activities; the Mediterranean Action Plan (MAP) 1975; the Helsinki Convention 1992 (HELCOM) on the Protection of the Marine Environment of the Baltic Sea Area; OSPAR Convention 1998 for the Protection of the Marine Environment of the North East Atlantic; and the Black Sea Environmental Programme (BSEP).
The most relevant EU policy target, with regard to chlorophyll concentrations, is from the Water Framework Directive (WFD), which aims to reach good ecological status of all EU surface waters by 2015. Target chlorophyll concentrations/ranges that support the WFD biological quality elements at a good status (i.e. high-good boundary and good-moderate boundary) have been defined in the Commission Decision (2008/915/EC). These are based on the results of the intercalibration exercise carried out by the geographical intercalibration groups in Baltic Sea, North East Atlantic and Mediterranean. These target chlorophyll concentrations/ranges are determined locally for different water types and water categories, including coastal and transitional water bodies.
Chlorophyll concentration in the water column is considered to be an indicator of the direct effect of nutrient enrichment in marine waters under the Marine Strategy Framework Directive’s Good Environmental Status (GES) Descriptor 5: Human-Induced Eutrophication. The aim of the MSFD is to reach or maintain GES of the marine environment by 2020. The assessment of eutrophication in marine waters needs to take into account the assessment for coastal and transitional waters under the Water Framework Directive and related guidance, in a way which ensures comparability. It must also take into consideration information and knowledge gathered and approaches developed in the framework of regional sea conventions. Chlorophyll targets or thresholds for achieving good environmental status in marine water have not yet been determined.
The data used in this indicator is part of the WISE - State of the Environment (SoE) data, available in Waterbase - TCM (Transitional, Coastal and Marine) waters. Waterbase is the generic name given to the EEA´s database on status, quality and quantity of Europe´s water resources. Waterbase – TCM waters contains data collected both from EEA member countries (i.e. belonging to the EIONET) and from the Regional Seas Conventions through the WISE-SoE TCM data collection process. The resulting WISE SoE TCM dataset is therefore made of sub-samples of national data assembled for the purpose of providing comparable indicators of state, pressures and impacts of transitional, coastal and marine waters (TCM-data) on a Europe-wide scale.
Consistent time series are used as the basis for assessment of the development over time. The trend analyses are based on time series from 1985 onwards. Stations where data is available, at least in the last six years (2007 or later), and for five or more years in the period since 1985 are selected.
The summer period is defined as follows:
Primary aggregation
The primary aggregation consists of:
Geographical classification: Sea region, coastal/offshore
All geographical positions defined in the data (i.e. in stations) are assigned to Europe´s regional seas by coordinates and used in the aggregation process for different determinants. The stations are then further classified as coastal or open water (>20 km from coast) by checking them against the coastal contour. Open water stations – off-shore - are distinguished per regional sea, whereas coastal stations are further attributed to countries. These classifications are done in ArcGIS.
Eionet stations
TCM data reported directly from countries is assigned to station identifiers that are listed with coordinates.
Marine convention data from ICES
For data reported through ICES, there are no consistent station identifiers available in the reported data but only geographical positions (latitude/longitude). The reported coordinates for what is intended to be the same station may vary between sampling visits because the exact sampling position is recorded, not the target position. Identifying stations by real sampling position may fragment time series too much. Therefore, for open waters (>20 km from land), coordinates are rounded to two decimal points. This is used to create stations (i.e. time series) with station names derived from rounded coordinates. The station coordinates used are the average coordinates from sampling visits to the station, rather then the rounded coordinates. This ensures that in cases were most observations are in a tight cluster within the rounding area, a position within the cluster is used. For the coastal ICES stations, there may be overlap with Eionet stations. In coastal stations, rounding coordinates to two decimals may be too much (about 500m to 1km). However, the rounding is also done for coastal stations but the grouping of observations to rounded coordinates is done only within observations from each country separately, and the originator country is listed. Note that these stations are not necessarily close to the coast of the originator country.
Many countries have made measurements over large areas, including some observations fairly close to the coasts of other countries, although probably not normally within territorial waters of other countries. This means that, at least for open waters, assigning data to originating country may not necessarily reflect geographical location. Duplicates between data reported through ICES, or from the Eionet directly, may occur. A visual inspection of coastal data (< 20 km from shoreline) is performed to identify those issues and correct them where possible (namely through feedback with the originator country(ies).
Statistical aggregation per station and year
The aggregation is done in two- or three-stage query sequences,which include:
The basic data consists of two tables:
| Measurements values table |
|---|
| WaterbaseID (Country and Station) |
| Date (Year, Month and Day) |
| SampleDepth |
| SampleID |
| Determinant with the Determinant code "Chlorophyll" |
| Stations table |
|---|
| Unique identifier: data provider, Country and StationID |
| Position |
| Sea region (Atlantic, North Sea, Baltic, Mediterranean and the Black Sea |
The two tables are combined in a query which joins data to stations, linked by WaterbaseID, and including Country Code and Sea Region (used in Selection Criteria below). This query (or a table made from it) is used in the Aggregate queries.
| Description of specific aggregation query sequences | Chlorophyll |
|---|---|
|
Step 1 |
Select query selecting data for determinand "Chlorophyll-a", and including Sea Region, WaterbaseID, date and SamplingDepth. Include data for:
For each combination of WaterbaseID*Station*Date, calculate arithmetic mean of chlorophyll-a over depths. |
|
Step 2 |
For each combination of WaterbaseID*Year, calculate the arithmetic mean over the depth averages from Step 1. Export result to Aggregate database as table 't_Base_Metadata_Chl_a' |
Classification
Concentrations from the most recent year available (2012) are presented on a map, where concentrations are classified as low, moderate or high. Low concentrations are defined as concentrations smaller than the 20-percentile value of concentrations within the specific regional sea in the last six years (i.e. 2007-2012). High concentrations are those higher than the 80-percentile value of concentrations within the regional sea in the last six years (i.e. 2007-2012). All other concentrations are classified as moderate. This classification helps to identify areas of low and high concentrations and is based on six year percentiles, unlike previous assessments, which only considered the percentile values within a regional sea based on data from that specific year.
Trend analysis
Trend analysis was carried out for each station in a region where data was available at least in the last six years (2007 or later), and for five or more years in the period since 1985. Trend detection for each time series was done with Mann-Kendall Statistics using a two-sided test with a significance level of 5% (Sokal & Rohlf 1995).
In the presentation of the results, a distinction is made between trends based on relatively short time series (≤ 10 years) and longer time series (> 10 years).
n/a
In the current application, two growing seasons are distinguished, one for the northern part of the Baltic Sea (June to September) and one for the southern part of the Baltic Sea, the North Sea, northeastern Atlantic waters, Mediterranean and Black Sea (May to September). It is questionable whether using one growing season for all waters that range geographically from the Mediterranean and the Black Sea to the North Sea and Baltic Sea, is appropriate. Moreover, currently only surface concentrations are considered. However, in the Black Sea, not only do the chlorophyll concentrations show peaks in late winter, late spring and autumn, but these peaks do not only occur at the surface but also in subsurface layer (BS SoE, 2008).
The Mann-Kendall test for the detection of trends used for statistical analysis of the data is a robust and accepted approach. Due to the multiple trend analyses, approximately 5% of the conducted tests will turn out significant (decrease or increase) if in fact there is no trend (type I error).
Data for this assessment is still scarce considering the large spatial and temporal variations inherent in European transitional, coastal and marine waters. Long stretches of European coastal waters are not covered by the analysis due to lack of data.
For the assessment of chlorophyll-a concentrations, different analytical methods are generally used. Although these different analytical methods generally give comparable results with reasonable to good correlations between methods, simple fluorometric and photometric methods are less accurate and therefore may be a source of uncertainty.
Low sampling frequencies increase the risk of not detecting phytoplankton blooms and differences in sampling frequency between stations are an additional source of uncertainty.
Due to variations in freshwater runoff, hydro-geographic variability of the coastal zone and internal cycling processes, trends in chlorophyll-a concentrations, as such, cannot be directly related to measures taken, but must be evaluated in a broader context.
For references, please go to https://www.eea.europa.eu/data-and-maps/indicators/chlorophyll-in-transitional-coastal-and-2/assessment or scan the QR code.
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