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Understanding Coexistence with CLM-FATES in California Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding www.parks.ca.gov Precursors to Understanding Coexistence with CLM-FATES in California

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Page 1: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Understanding Coexistence with CLM-FATES in California

Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding

www.parks.ca.gov

Precursors to Understanding Coexistence with CLM-FATES in California

Page 2: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

The CA FATES Project

Understand how past and future climatic

conditions may affect wildland vulnerability

to drought and fire

Alex Hall, Mike Goulden, Yufang Jin, Charlie Koven, Lara Kueppers,

Max Moritz, Jim Randerson, Katherine Reich, Chonggang Xu

Polly Buotte, Junyan Ding, Sam Levis, Jackie Shuman, Lu Zhai,and others across UC campuses

Page 3: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Goal 1: Understand 2011–2015 drought impacts on ecosystems and fire through observations

Goal 2: Simulate the 2011–2015 drought and its effects on fire and tree mortality

Goal 3: Quantify the role of anthropogenic warming in the 2011–2015 drought

Goal 4: Simulate future drought and fire effects on vegetation productivity, mortality, and distribution

Goals of the CA FATES Project

Page 4: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Vegetation Modeling with FATES:the Functionally Assembled Terrestrial Ecosystem Simulator

Important differences from big-leaf CLM:

• Environment and competition determine biogeography, so…

• Biogeography can change through time

Page 5: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

1. Define PFT parameterizations

1. Benchmark against site-level observations

1. Replicate fundamental niche resulting from climate and soils for each PFT

1. Replicate realized niche resulting from competition, i.e. observed biogeography

Initial FATES Modeling Goals

Page 6: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Defining PFTs for California: Understanding Plant Strategies

1. Growth characteristics• Vcmax• leaf longevity• evergreen/deciduous• needle leaf/broad leaf• specific leaf area

2. Drought stress tolerance• soil moisture that stomata

close• stem p50 (FATES-Hydro)

• rooting distribution• leaf p50 (FATES-Hydro)

2. Allometry• tissue allocation

3. Fire resistance• bark thickness• resprouting (to be added)

Page 7: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Benchmarking Fluxes at a Tower SiteInitialized, Static Stand Structure

Page 8: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Iterative Process of Defining PFTs

Fundamental niche

If fundamental niche is not correct, revisit definitions

Realizedniche

competition(multiple PFTs)

PFT definitions

empirical dataparameter sensitivity test results

species categorization

If not achieving coexistence, revisit PFT

definitions and re-run fundamental niche **

** May need to prescribe fire/disturbance

Page 9: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Southern Sierra Study Area

• 4 tower sites

• 4km x 4km resolution• climate forcing from

Abatzolgou & Brown 2012

• Started with 2 PFTs:• pine & oak

• Single-PFT Run (fundamental niche)

• Multiple-PFT Run (realized niche)Adapted from Klos et al., 2018

Subalpine forest

Page 10: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Ponderosa Pine Fundamental NicheStarted from Bare Ground

Current Strategies for Improvement:

1. Soil depth2. Rooting depth3. Cold stress

mortality

Page 11: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Coexistence: Realized NichesStarted from Bare Ground

• Soil depth• Rooting depth• Cold stress mortality• Physiology parameters

Page 12: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

FATES Model Development Opportunities for CA Ecosystems

Klos et al., 2018

Subsurface water storage and root access

Crown fire and complex terrain

Post-disturbance recovery:• seedling germination and

survival• resprouting

Beetle Outbreaks

Page 13: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Project Decisions

Time and Resources

Rigorous Sensitivity Testing

Model Development

Benchmarking

Benefits of Community Development• Specialized expertise• Regular communication• Division of labor

Page 14: Precursors to Understanding Coexistence Understanding ...€¦ · Polly Buotte, Lara Kueppers, Charlie Koven, Junyan Ding Precursors to Understanding Coexistence with CLM-FATES in

Initial Science Questions

• What are the relative effects of physiology, allometry, and stand structure on GPP and transpiration?

• How might forest type and structure affect flux responses to drought?

• What was the contribution of anthropogenic climate change to the area/magnitude of tree mortality in the recent drought?