a neuro-fuzzy model for the ecological risk assessment in wetlands william andrés ocampo duque (phd...
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A Neuro-Fuzzy Model for the Ecological Risk
Assessment in Wetlands
William Andrés Ocampo Duque (PhD Student)
Dr. Marta Schuhmacher (Supervisor)
Rovira I Virgili University
School of Chemical and Process Engineering
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Outline
• Motivation
• Problem Definition
• Objectives
• Work Plan
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• Lack of information about wetlands pollution
• Constrained budgets for Environmental Information
• Colombia has more than 200000 km2 of Wetlands; only 3 with International Importance.
Motivation
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Pressures:•Agriculture•Industry•Transport •Cities
A Watershed
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Potential threats ...
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Pilot Study: Ebro Delta
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Characteristics
•Surface: 320 km² •Flow: 430m3/s •Humid zone of international interest
(Category A)•Wide diversity of bird species
(300 species)•Important economic zone:
•Rice-growing area, vegetable crops and fruits•Fishing•A growing tourist industry
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Main Problems
• Hydrologic deficit - Low flow
• Coastal Erosion.
• Deficit of Sediments.
• Salinity of Inland Waters.
• Excess of Nutrients.
• Pesticides and Heavy Metals in Waters.
• Poor Water Quality.
• Politic Stress.
Unsustainable Management !!!
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Possible Solutions
• A good definition of indicators.• Improve quality of environmental data.• Develop good tools for making-decisions.• Ecological Awareness.
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Objectives
• Develop a model for the ecological risk assessment in wetlands (Eco-Risk).
• Validate the model with a pilot study.
• Produce a tool for Making-decisions and Management.
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Work Plan
ProblemIdentification
EffectsIdentification
Extent of Exposure
Identification
Risk Identification
Risk Management/ Risk Reduction
Monitoring
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Direct and riverine inputs of metals and organic substances in the NE Atlantic Ocean
Indicators
Indicator: Loads of hazardous substances to coastal waters (2004.05)
Policy issue:Are direct and riverine loads to seas decreasing?
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Why Neuro-Fuzzy tools?
• Ability to manipulate no-numerical and uncertain variables.
• Ability to generalise solutions.• Ability to classify and quantify environmental effects
of subjective nature.• Ability to deal with missing data.• Ability to integrate “scientific information” with
“common knowledge”
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Example of Fuzzy1. Define water-quality parameters
IF "Dissolved Oxygen is higher than 2.0"AND "pH is higher than 6.0" AND “pH is lower than 9.0” AND “BOD5 is lower than 100”
THEN "Water can be used for irrigation”
2. Define Classification Rules (Membership functions)
3. A “robust decision analysis”A Water SupplyB FisheriesC Industrial SupplyD IrrigationE Environmental protection
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Acknowledgements
• Programme Alban, the European Union Programme of High Level Scholarships for Latin America.
• Pontificia Universidad Javeriana.
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Questions?