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Frontiers in Climate and Earth System Modeling: Advancing the Science May 20, 2013 Geophysical Fluid Dynamics Laboratory Presented by John Dunne and Charles Stock on behalf of GFDL, Princeton University CICS, and external collaborators Climate, Carbon, and Ecosystem Interactions

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Page 1: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

Frontiers in Climate and Earth System Modeling: Advancing the Science

May 20, 2013

Geophysical Fluid Dynamics Laboratory

Presented by John Dunne and Charles Stock

on behalf of GFDL, Princeton University CICS,

and external collaborators

Climate, Carbon, and

Ecosystem Interactions

Page 2: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Recent Coupled Carbon-Climate Activities

• Led or co-authored >25 papers on interactions between climate and biogeochemistry since 2009

• Improved understanding of processes determining biogeochemical distributions and change

• Reduced uncertainty in future ocean and land carbon uptake and biogeochemical feedbacks

1

Page 3: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

GFDL’s earth system model (ESM) for coupled carbon-climate

Land physics

and hydrology

Ocean ecology and

Biogeochemistry

Atmospheric circulation and radiation

Allows Interactive CO2

Ocean circulation

Plant ecology and

land use

Earth System

Model Sea Ice

• Comprehensive land and ocean carbon dynamics • Interactive/Prognostic CO2

• Allows investigation of feedbacks.

Page 4: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Earth System Modeling for Coupled Carbon-Climate

How much CO2 will the land and ocean continue to take up? What are the biogeochemical feedbacks? What are the biogeochemical and ecological impacts?

Page 5: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

ESM2M and ESM2G differ only in ocean physics

Goal: Comparison of implications of ocean vertical coordinate choice

z* (MOM4.1): - Depth-based vertical coordinate - Over 40 years of experience

x

z

z

(GOLD): - Density-based vertical coordinate - Easy to preserve water masses

ρ

Page 6: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Both ESMs represent Carbon Cycles in addition to Climate

5

Dunne et al., 2013: J. Climate.

Soil 1339

Atmosphere 607

Vegetation 1003

Surface Ocean 874

DOC 697

Intermediate and Deep Ocean 36855

Sedimentation

81 141 60

0

82 Rivers 0.12

85 85

72

8

0.10

0.12

Weathering

2

66 76

60

ESM2M

Soil 1341

Atmosphere 607

Vegetation 997

Surface Ocean 883

DOC 695

Intermediate and Deep Ocean 37231

Sedimentation

82 143 61

0

68 Rivers 0.12

85 85

61

5

0.04

0.12

Weathering

2

45 53

61

ESM2G

Reservoirs in PgC Fluxes in PgC a-1

Reservoirs in PgC Fluxes in PgC a-1

2

Biota 1.1

Biota 1.2

2

• Though similarly credible, large differences exist. • ESM2M has 43% more surface ventilation and 21% more ocean

primary production than ESM2G.

2 PgC ≈ 1 ppm CO2

Page 7: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Robustness of Climate Change Response to Differing ESM2M and ESM2G Circulation

6

While large mean state differences exist …

• ESM2G has a shallower thermocline, more Antarctic Bottom Water formation, and tropical upwelling

• ESM2M has more Southern Ocean upwelling and downwelling and thermocline ventilation

… Their climate change response is very similar.

• Both oceans respond similarly to similar atmospheric forcing.

• Slow-down in Atlantic Overturning and speed-up of Southern Ocean Overturning results in tropical and subantarctic downwelling anomalies in ocean tracers.

Winton et al., 2012; Dunne et al., in preparation

Page 8: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

GFDL ESMs major contributors to CMIP5

7

Frölicher, T., J. Sarmiento, J. Dunne, D. Paynter, M. Winton, in preparation: Heat and carbon uptake in the CMIP5 models: The dominance of the Southern Ocean.

ESM2M

ESM2G

ESM2M

ESM2G

Page 9: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Reducing Uncertainty in Ocean CO2 uptake

8

• Both models have stable controls • ESM2M takes up 10% more CO2 than ESM2G • Both models saturate uptake rate by ~2080 (~700 ppm)

Page 10: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS 9

ESM2M Surface NO3 under RCP8.5

ESM2G

Rich structure in projected surface nutrient changes, largely similar between models

• Increased stratification and decreased nutrient supply leads to 6% decrease in surface NO3 globally

• 5% decrease in large phytoplankton production, but negligible change in total production with enhanced microbial loop at higher temperature

Page 11: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Relating large scale changes to the California Current

Rykaczewski and Dunne (2010; GRL)

• GFDL ESM’s increase NO3 in the California Current • While T and NO3 are negatively correlated seasonally and interannually,

they are positively correlated under climate change

Page 12: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS 11

Rykaczewski R. and J. P. Dunne (2010; GRL)

Relating large-scale changes to the California Current

• Dominance of remote forcing on local California Current changes • Interplay of changes in atmospheric winds and heat fluxes, stratification,

ventilation, and watermass pathways modulating biogeochemical response

Page 13: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Oxygen ventilation mechanisms rebalance in importance under climate change

12

Gnanadesikan, Dunne, and John, 2012: Understanding why the volume of suboxic waters does not increase over centuries of global warming in an Earth System Model

Motivation: Observational records suggest decreasing interior O2 leading to concerns about increasing volume of low O2 waters (hypoxia).

Conclusions: GFDL ESMs increase weak hypoxia volume, but decrease most hypoxic volume as winter convection off of Chile becomes more robust.

Page 14: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Largest Ocean Acidification Impact Not at the Surface but Rather in Tropical Mode Waters

13

ESM2M

Resplandy, L. L. Bopp, J. Orr, and J. Dunne (in press)

Illustrates the importance of including dynamical, chemical and biogeochemical interactions

Page 15: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Putting the puzzle pieces together: Mechanisms of Ocean Change in GFDL ESMs

• Warming increases stratification

– Ventilation and nutrient supply decreases globally

– Shift to microbial loop with little total productivity change

• Poleward expansion and slow-down of subtropical gyres

– Shoaling nutricline in the subtropical gyres

– Enhanced nutrients, hypoxia and acidification in some areas

– Beginning convection off Chile ventilating Pacific low O2 region

• Intensified hydrological cycle reduces North Atlantic overturning

– Shoaling Northern Subpolar Atlantic and deepening tropical physical and biogeochemical properties

• and many more pieces…. Overall, a changing balance of processes creates intense regional structure in the net biogeochemical change.

14

Page 16: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Beyond CO2: Investigating CH4 Lifetime Drivers

15

Motivation: • 2nd most important anthropogenic greenhouse gas • Precursor to O3

• Concern about positive CH4-climate feedback under exhaustion of OH

Conclusions: • 5% historical variation in CH4 driven mainly by anthropogenic emissions • CM3 projects reduced CH4 except in RCP8.5

John et al, 2012: Atmos. Chem. Phys.

Page 17: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Arctic-Boreal Land BGC and Climate

• 500-700 PgC in peatlands - source of CO2, CH4, and N2O

• Involves interactions between vegetation, soil, biogeochemistry, and hydrology on a landscape scale, including permafrost.

• Requires new land capabilities

Page 18: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Moving forward with GFDL’s ESMs

• Multi-member ensembles for detection/attribution

• Centennial-millennial scale carbon-climate coupling

• Idealized climate and carbon sensitivity

• Comprehensiveness: beyond CO2 to aerosol, Fe, CH4 and N cycles, including improved hydrology and ecosystems

• Resolution: Resolving the ocean mesoscale for carbon uptake and marine ecosystem applications

17

Page 19: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Understanding the impact of climate on ecosystems

• Led or co-authored over 25 published studies of climate impacts on marine resources since 2009

• Led comprehensive synthesis on the use of IPCC-class models to assess the impact of climate on living marine resources

• Developed and applied innovative earth system models to improve ecosystem impacts assessment.

Page 20: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Negative impacts on endangered leatherback turtles

• Hatch and emergence success

depend on temperature and

precipitation

• Sex ratio depends on

precipitation levels

• Returns to land for nesting

depend on ocean productivity

(cold, La-Nina conditions

indicate more productive

ecosystem)

Saba, V. S., C. A. Stock, et al., 2012: Projected response of an endangered marine turtle population to climate change. Nature Climate Change.

Page 21: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

1900 2000 2100

High emissions scenario

• Project declining numbers due to lower hatching/emergence with increasing temperature

• Nesting further north

unlikely due to extremely dry conditions in sub-tropics

• Potential to maintain

population through irrigation and shading if projected impacts begin to manifest.

Negative impacts on endangered leatherback turtles

1900 2000 2100

1600

1000

500

0

Nes

tin

g Tu

rtle

s

Saba, V. S., C. A. Stock, et al., 2012: Projected response of an endangered marine turtle population to climate change. Nature Climate Change.

Page 22: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Potential increase in nutrients to California Current

Rykaczewski, R. and J. P. Dunne, 2010, GRL, 37

Page 23: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Progress and Challenges

• Present assessments: magnitude, direction, and first-order drivers of climate-change impacts

• Priority developments:

• Strengthen mechanistic and quantitative connections between climate drivers and ecosystem responses

•Consider responses to multiple stressors

• Improve resolution of local/regional impacts

•Provide predictions and projections on time-scales from seasons to centuries.

Page 24: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Connecting climate and global fisheries yields

Friedland, K. D., C. A. Stock, et al., 2012: Pathways between Primary Production and Fisheries Yields of Large Marine Ecosystems.

PLoS ONE

Large Marine Ecosystems

Ken Sherman (NOAA/NMFS)

Primary production alone is not a good indicator of fisheries yields

Page 25: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Connecting climate and global fisheries

Observation-based estimates of mesozooplankton production (NOAA Copepod database, O’Brien, 2005; Hirst and Bunker, 2003; SeaWiFS)

Mesozooplankton production in GFDL’s COBALT ecosystem model

(Stock et al., 2010; Stock et al., submitted)

Page 26: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Impacts predictions for diverse space/time scales

Local

Global

Seasonal Decadal Centennial

Regional

Pursuing ecosystem applications and integration of ecosystem dynamics with GFDL models making physical climate predictions over the full range of these spatial and temporal scales

Page 27: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Improving ecosystem models to improve carbon projections

Luo et al., DSR2, 2000

Bianchi, D. C. A. Stock, et al., GBC, 2013

Migrating mesozooplankton support “active” carbon fluxes from the euphotic zone, contributing ~15-40% of flux due to sinking particles.

0

-100

-200

-300

-400

-500

-600

Migration detected with ADCP Modeled carbon remineralization by migrators

Page 28: Climate, Carbon, and Ecosystem Interactions€¦ · Climate, Carbon, and Ecosystem Interactions . May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS Recent Coupled Carbon-Climate

May 20, 2013 CLIMATE, CARBON AND ECOSYSTEMS INTERACTIONS

Contributions to NOAA’s Next Generation Strategic Plan

Climate Adaptation and Mitigation:

• Improved understanding of the changing climate system through coupled climate-carbon models

•Assessments of climate change impacts to inform science, service and stewardship decisions

Healthy Oceans:

• Improved understanding of ecosystems to inform resource management decisions

Resilient coastal communities and economies:

• Resilient coastal communities that can adapt to the impacts of hazards and climate change