Predicting the unpredictable -
a macroecological approach towards future ecosystem scenarios
Thomas Brey, AWI
Predicting the unpredictable -
a macroecological approach towards future ecosystem scenarios
Thomas Brey, AWI
Macroecology = study of relationships between organisms and their environment at large spatial scales to characterise and explain statistical patterns of abundance, distribution and diversity (Brown 1989)
Predicting the unpredictable -
a macroecological approach towards future ecosystem scenarios
Thomas Brey, AWI
... a preview on years to come
Predicting the unpredictable -
a macroecological approach towards future ecosystem scenarios
Thomas Brey, AWI
... with focus on the
benthic compartment
... a preview on years to come
What are we expected to deliver ?
ECOSYSTEM FUNCTIONING Goods & Services
Sustainable Use Management
Genetic Heritage
Recreation Marine Drugs Fisheries
What are we expected to deliver ?
ECOSYSTEM FUNCTIONING Goods & Services
Sustainable Use Management Stakeholders
Science
? !
Analysis Model Prediction
Genetic Heritage
Recreation Marine Drugs Fisheries
What are we expected to deliver ?
ECOSYSTEM FUNCTIONING Goods & Services
Sustainable Use Management Stakeholders
Science
? !
Analysis Model Prediction
Genetic Heritage
Recreation Marine Drugs Fisheries
Mean Sea Level pH Value
HOT
Sea Ice Cover
NASA
Coastal Erosion
globalwarmingart.com
Why is ecosystem modeling so difficult ?
Why is ecosystem modeling so difficult ?
• Non-deterministic ecological processes
Benincá et al. 2008 Nature 451
Predictability
Why is ecosystem modeling so difficult ?
• The players: genetic, taxonomic, functional diversity ?
• Non-deterministic ecological processes
Secondary Extinction Models
Why is ecosystem modeling so difficult ?
• Non-deterministic ecological processes
• The players: genetic, taxonomic, functional diversity ?
• The rules: “1st Principles” in ecophysiology & ecology ?
Why is ecosystem modeling so difficult ?
• Non-deterministic ecological processes
• The players: genetic, taxonomic, functional diversity ?
• Spatial heterogenity of state & change
• The rules: “1st Principles” in ecophysiology & ecology ?
Arctica islandica
in the southern North Sea
Why is ecosystem modeling so difficult ?
• Non-deterministic ecological processes
• The players: genetic, taxonomic, functional diversity ?
• Spatial heterogenity of state & change
• The rules: “1st Principles” in ecophysiology & ecology ?
Arctica islandica
in the southern North Sea
Spatially explicit approach:
Who is doing what, where and why ?
• Spatial heterogenity of state & change
Is the whole > the sum of its parts ?
ECOSYSTEM FUNCTIONING Goods & Services
Parameters
Geo-Referenced Ecological Niche Models Species
Performance Models
Species
Interaction Models Dynamic
Habitat Models
Is the whole > the sum of its parts ?
Implicit chapter headings...
Is the whole > the sum of its parts ?
Implicit chapter headings...
• Geostatistics + niche models = game changer
Is the whole > the sum of its parts ?
Implicit chapter headings...
• Geostatistics + niche models = game changer
• Measuring performance of benthic biota
Is the whole > the sum of its parts ?
Implicit chapter headings...
• Geostatistics + niche models = game changer
• Measuring performance of benthic biota
• Linking the biosphere to its drivers
Is the whole > the sum of its parts ?
Implicit chapter headings...
• Geostatistics + niche models = game changer
• Measuring performance of benthic biota
• Linking the biosphere to its drivers
• A holistic view from the service side
Is the whole > the sum of its parts ?
Implicit chapter headings...
• Geostatistics + niche models = game changer
• Measuring performance of benthic biota
• Linking the biosphere to its drivers
• A holistic view from the service side
• Our regional focus
Geostatistics - Spatial pattern analysis
Spatial patterns in species numbers
Geostatistics - Spatial pattern analysis
Spatial patterns in species numbers
Depth & sediment type for each (grid) cell of the raster map
Probability of species occurence in the depth & sediment continua Habitat information Species information
Benthic habitat modeling
Depth & sediment type for each (grid) cell of the raster map
Probability of species occurence in the depth & sediment continua Habitat information Species information
&
Species preferences
Benthic habitat modeling
Dynamic habitat models
Spatial probability model of species occurence
Probability of species occurence in raster cell
Dynamic habitat models
Spatial probability model of species occurence
Probability of species occurence in raster cell
Pleuronectes platessa
Dynamic habitat models
Spatial probability model of species occurence
Probability of species occurence in raster cell
Pleuronectes platessa
-> Validation ! Suitable habitat <-> Realized niche
Ecophysiological niche modeling
Thermal tolerance model
Pörtner & Peck 2010
Ecophysiological niche modeling
Thermal tolerance model
Pörtner & Peck 2010
Species thermal niche model
Pörtner & Peck 2010
Ecophysiological niche modeling
Thermal tolerance model
Pörtner & Peck 2010
Species thermal niche model
Pörtner & Peck 2010
-> Validation ! Functional niche <-> Realized niche
Bioturbation Bioirrigation
Performance modeling -> Services
Consumption
Somatic Production Gonad Production
Respiration Primary Production O2 CO2
Food Web Benthic Animal / Poplation
Bioturbation Bioirrigation
Performance modeling -> Services
Consumption
Somatic Production Gonad Production
Respiration Primary Production O2 CO2
Food Web Benthic Animal / Poplation
We need performance models !
Bioturbation Bioirrigation
Performance modeling -> Services
Consumption
Somatic Production Gonad Production
Respiration Primary Production O2 CO2
Food Web Benthic Animal / Poplation
Bioturbation Bioirrigation
Performance modeling -> Services
Consumption
Somatic Production Gonad Production
Respiration Primary Production O2 CO2
Food Web
Respiration model
Benthic Animal / Poplation
Bioturbation Bioirrigation
Performance modeling -> Services
Consumption
Somatic Production Gonad Production
Respiration Primary Production O2 CO2
Food Web Benthic Animal / Poplation
Production model
Bioturbation Bioirrigation
Performance modeling -> Services
Consumption
Somatic Production Gonad Production
Respiration Primary Production O2 CO2
Food Web Benthic Animal / Poplation
Bioturbation model
Species interaction modeling
Species interaction modeling
Food web model
Jacob et al. 2006
Species interaction modeling
Food web model
Jacob et al. 2006
Adv. Ecological Res. 45; 2011
Environmental drivers & system response
Environmental drivers & system response
Land- Ocean- Atmosphere
Drivers
Models
Environmental drivers & system response
Land- Ocean- Atmosphere
Drivers Models
Finite Element Ocean Model (FEOM)
Finite Element Sea Ice Ocean Model (FESOM)
Environmental drivers & system response
Theoretical Long-Term Ecolog. Data Paleo-Record
& Bioarchives
Land- Ocean- Atmosphere
Drivers Models
Finite Element Ocean Model (FEOM)
Finite Element Sea Ice Ocean Model (FESOM)
Environmental drivers & system response
Theoretical Long-Term Ecolog. Data Paleo-Record
& Bioarchives
Land- Ocean- Atmosphere
Drivers Models
Finite Element Ocean Model (FEOM)
Finite Element Sea Ice Ocean Model (FESOM)
Macrobenthic diversity 1969-2000
(Schröder 2005)
Environmental drivers & system response
Theoretical Long-Term Ecolog. Data Paleo-Record
& Bioarchives
Land- Ocean- Atmosphere
Drivers Models
Finite Element Ocean Model (FEOM)
Finite Element Sea Ice Ocean Model (FESOM)
Macrobenthic diversity 1969-2000
(Schröder 2005)
Arctica islandica growth variability 1770-2005
(Brey & Schöne unpubl)
Environmental drivers & system response
Theoretical Long-Term Ecolog. Data Paleo-Record
& Bioarchives
Land- Ocean- Atmosphere
Drivers Models
Finite Element Ocean Model (FEOM)
Finite Element Sea Ice Ocean Model (FESOM)
Macrobenthic diversity 1969-2000
(Schröder 2005)
Arctica islandica growth variability 1770-2005
(Brey & Schöne unpubl)
A Post-Invasion Weddell Sea Food Web
Environmental drivers & system response
Theoretical Long-Term Ecolog. Data Paleo-Record
& Bioarchives
Land- Ocean- Atmosphere
Drivers Models
Finite Element Ocean Model (FEOM)
Finite Element Sea Ice Ocean Model (FESOM)
Macrobenthic diversity 1969-2000
(Schröder 2005)
Arctica islandica growth variability 1770-2005
(Brey & Schöne unpubl)
A Post-Invasion Weddell Sea Food Web
ECOSYSTEM FUNCTIONING Goods & Services
Parameters
Geo-Referenced Ecological Niche Models
Macroecological-/physiological Scenario Generator
Theoretical Long-Term Ecolog. Data Paleo-Record
& Bioarchives
Species
Performance Models
Species
Interaction Models Dynamic
Habitat Models
Land- Ocean- Atmosphere
Drivers
Models
ECOSYSTEM FUNCTIONING Goods & Services
Parameters
Geo-Referenced Ecological Niche Models
Macroecological-/physiological Scenario Generator
Theoretical Long-Term Ecolog. Data Paleo-Record
& Bioarchives
Species
Performance Models
Species
Interaction Models Dynamic
Habitat Models
Land- Ocean- Atmosphere
Drivers Models
• Actual system state
• Cause & effect relationships
• Future scenarios
• Hypothesis testing
The sediment-water interface challenge
Ecosystem Goods & Services
• Carbon Metabolization -> Higher Trophic Levels
• Nutrient Remineralization -> Primary Production
• Processing & Neutralization of Anthropogenic Substances
The sediment-water interface challenge
(c) Aquafact
(c) Aquafact
Ecosystem Goods & Services
• Carbon Metabolization -> Higher Trophic Levels
• Nutrient Remineralization -> Primary Production
• Processing & Neutralization of Anthropogenic Substances
The sediment-water interface challenge
(c) Aquafact
(c) Aquafact
Ecosystem Goods & Services
• Carbon Metabolization -> Higher Trophic Levels
• Nutrient Remineralization -> Primary Production
• Processing & Neutralization of Anthropogenic Substances Sediment Oxygen Profile
no infauna infauna
cm cm
D. Sevilgen unpubl.
The sediment-water interface challenge
(c) Aquafact
(c) Aquafact
Ecosystem Goods & Services
• Carbon Metabolization -> Higher Trophic Levels
• Nutrient Remineralization -> Primary Production
• Processing & Neutralization of Anthropogenic Substances
Benthic macrofauna impact
on biogeochemical processes
?
Sediment Oxygen Profile
no infauna infauna
cm cm
D. Sevilgen unpubl.
Ecosystem Goods & Services
• Carbon Metabolization -> Higher Trophic Levels
• Nutrient Remineralization -> Primary Production
• Processing & Neutralization of Anthropogenic Substances
The Shelf Sea Benthic Biogeochemical
Reactor
Macrobenthic Community
Ecosystem Goods & Services
• Carbon Metabolization -> Higher Trophic Levels
• Nutrient Remineralization -> Primary Production
• Processing & Neutralization of Anthropogenic Substances
The Shelf Sea Benthic Biogeochemical
Reactor
Macrobenthic Community
Ecosystem Goods & Services
• Carbon Metabolization -> Higher Trophic Levels
• Nutrient Remineralization -> Primary Production
• Processing & Neutralization of Anthropogenic Substances
The Shelf Sea Benthic Biogeochemical
Reactor
Biogeochemical Cycling
POM & DOM Dynamics System Metabolism
POM Turnover & Metabolism Sediment Bioirrigation
Bioturbation
Macrobenthic Community
Ecosystem Goods & Services
• Carbon Metabolization -> Higher Trophic Levels
• Nutrient Remineralization -> Primary Production
• Processing & Neutralization of Anthropogenic Substances
The Shelf Sea Benthic Biogeochemical
Reactor
Biogeochemical Cycling
POM & DOM Dynamics System Metabolism
POM Turnover & Metabolism Sediment Bioirrigation
Bioturbation
Macrobenthic Community Windfarms
Anthropogenic Impact
Fisheries
Ecosystem Goods & Services
• Carbon Metabolization -> Higher Trophic Levels
• Nutrient Remineralization -> Primary Production
• Processing & Neutralization of Anthropogenic Substances
The Shelf Sea Benthic Biogeochemical
Reactor
Biogeochemical Cycling
POM & DOM Dynamics System Metabolism
POM Turnover & Metabolism Sediment Bioirrigation
Bioturbation
Macrobenthic Community Windfarms
Anthropogenic Impact
Fisheries CO2
Corg
CO2 + H2O
<=> H+ + HCO3-
<=> 2 H+ + CO32-
Primary Production
CaCO3
Biogenic Sediments Bio-
mineralization
Organic Matter
Production
Food Web Carbonate
System
Respiration
Solution
Ecosystem Goods & Services
• Carbon Metabolization -> Higher Trophic Levels
• Nutrient Remineralization -> Primary Production
• Processing & Neutralization of Anthropogenic Substances
The Shelf Sea Benthic Biogeochemical
Reactor
Biogeochemical Cycling
POM & DOM Dynamics System Metabolism
POM Turnover & Metabolism Sediment Bioirrigation
Bioturbation
Macrobenthic Community Windfarms
Anthropogenic Impact
Fisheries CO2
Corg
CO2 + H2O
<=> H+ + HCO3-
<=> 2 H+ + CO32-
Primary Production
CaCO3
Biogenic Sediments Bio-
mineralization
Organic Matter
Production
Food Web Carbonate
System
Respiration
Solution
Regional / Global Biogeochemical Models
Regions of interest
Regions of interest
North Sea
Regions of interest
North Sea Arctic Ocean
Regions of interest
North Sea Arctic Ocean
Weddell Sea
Regions of interest
North Sea Arctic Ocean
Weddell Sea
Regions of interest
North Sea Arctic Ocean
Weddell Sea
Regions of interest
North Sea Arctic Ocean
Weddell Sea
Antarctic Weddell Sea
Weddell Sea
Antarctic Weddell Sea
Weddell Sea
Antarctic Weddell Sea
Weddell Sea
Antarctic Weddell Sea
Weddell Sea
MPA Working Group
Antarctic Weddell Sea
Weddell Sea
MPA Working Group
Arctic Ocean
Arctic Ocean
Arctic Ocean
Arctic Ocean Vision:
pan-Arctic approach:
1st step: geo-referenced benthic data bank
Arctic Ocean
Arctic Ocean Vision:
pan-Arctic approach:
1st step: geo-referenced benthic data bank
Arctic Ocean
Arctic Ocean Vision:
pan-Arctic approach:
1st step: geo-referenced benthic data bank
Barents Sea macrobenthic production Cooperation IMR Tromsø - AWI
North Sea
North Sea
North Sea
North Sea
Trawling frequency
North Sea
North Sea
Trawling frequency
Offshore wind farms
North Sea
North Sea
Trawling frequency
Offshore wind farms Infaunal biomass
North Sea
North Sea
Trawling frequency
Offshore wind farms Infaunal biomass