Perspectives in handling uncertainty in European data
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Transcript of Perspectives in handling uncertainty in European data
1 European Environment AgencyHarmoniRIB 21/09/2006
Perspectives in handling uncertainty in European data
Philippe CrouzetEuropean Environment Agency
(EEA)
2 European Environment AgencyHarmoniRIB 21/09/2006
Contents
• Importance of uncertainty• Uncertainty in the assessment process• Uncertainty in the Policy questions proper
• Two open questions, among others• Gross nutrient balances• Fragmentation of rivers
• Example Response in the EEA work• Catchment – water relationships
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Uncertainty in the data process
data Monitoring
Processing Assessing
data
Other factors
Decision
Other factors
MeasuresImplementing
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River fragmentation• Dams fragment rivers:
• Large volume and residence time settle sediments,• Large volume modifies water regime• Wall jeopardizes fauna migration
• 6700 large dams in Europe represent ~90% of stored volume (~1450 km3) and less than (??%) of walls
• Fragmentation vs. fish is more uncertain than sediment trapping and water regime changes, but:• Actual reservoir volume? Current discharge pattern?• True commissioning year• Has dam a lake?• Are all dams properly located
• Data base accuracy is key issue
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Gross nutrient balances
• Conceptual• GNB = Input {N} –output {N}, can be >0 or
<0• Negative values do not compensate positive
values• Calculation scale and conceptual model
issues• Large calculation areas are smoothed:
problematic areas are faded, thus distorting results
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GNB Sensitivity
Ref (NUTS4 + CLC)
NUTS3 + CLC
NUTS3 alone
Comparing catchments (298 units) surpluses by regression yields :S(dpt + CLC) = 0.94 S(ref) (R2 = 0.86) S(dpt) = 0.86 S(ref) (R2 = 0.82)Total surplus is comparable in the first case.
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Implicit uncertainty in policies and assessment
• EEA provides support to policy effectiveness assessment:• Has a given policy delivered expected results on the
environment?• Were results observed at enforced time target?
• Difficult questions are raised:• Is result defined? How expressing “meeting of the target”
in accurate terms? • Can time the target is met be defined in variable conditions
within compliance constraints?• Any response being “bound uncertainty” “unbound
uncertainty” • Making reliable assessment difficult and improvable
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Analysis of the WFD specifications• Demands programme of measures:
• to “prevent deterioration of the status” and achieve “good status... at the latest 15 years”, and “bring the bodies of water progressively to the required status”,
• Following “coherent and comprehensive overview of water status”, and survey it
• Through identification of “significant | main” pressures and
• Assessment of status at the “water body type” level, minimizing the impact of seasonal variability ..... Reflect “...changes in the WB as a result of changes...” {pressures}
• All terms pose practical and theoretical questions about their accuracy and uncertainty
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Analysing trends• Stratified statistics were carried out
considering:• Catchments as statistical population, (comprehensive)• Pressures through aggregates of land cover, population
and livestock, defining strata in the catchments population, (significant pressures, WB types)
• Nitrate, phosphate and ammonium developments with time (progressively)
• On annual unbiased averages (...seasonal..)
• To compute time trends and year of target meeting (achieve... at the latest...)
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Sample results•Intra strata variability,•Inter-years variability•Source data uncertainty•Stratum uncertainty•Orphan strata assessment•Increasing uncertainty with reduction in size•Stationarity, linearity?•Reporting choices
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“Thickness of the line”
Data dispersion frame
Reporting uncertainties
Non compliant observations post
target meeting
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Towards conclusion...
• Data related uncertainties now soundly addressed
• Assessment related uncertainties are necessary for accurate policy assessment
• They becomes considered at the assessment stage and addressed, but risk of shortage in data might make it inapplicable
• Lack of understanding the uncertainty attached to complex systems of data, key to spatial assessment .
Thanks for your attention