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Dan Isaak US Forest Service Research Cutting Climate Change Down to Size Through Crowd sourcing, Collaborations, Better Monitoring and Models

Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

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Page 1: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Dan Isaak

US Forest Service Research

Cutting Climate Change Down to Size Through Crowd sourcing, Collaborations, Better Monitoring and Models

Page 2: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Common Perception: Cold-Water Fish World is Ending…

•Meisner 1988 •Keleher & Rahel 1996 •Eaton & Schaller 1996 •Reusch et al. 2012 •Rahel et al. 1996 •Mohseni et al. 2003 •Flebbe et al. 2006 •Rieman et al. 2007 •Kennedy et al. 2008 •Williams et al. 2009 •Wenger et al. 2011 •Almodovar et al. 2011 •Etc.

Huge declines predicted: 50%-100%

Page 3: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Common Perception: Cold-Water Fish World is Ending…

•Meisner 1988 •Keleher & Rahel 1996 •Eaton & Schaller 1996 •Reusch et al. 2012 •Rahel et al. 1996 •Mohseni et al. 2003 •Flebbe et al. 2006 •Rieman et al. 2007 •Kennedy et al. 2008 •Williams et al. 2009 •Wenger et al. 2011 •Almodovar et al. 2011 •Etc.

But we’ve been predicting doom

for almost 30 years

Page 4: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Air Temp ≠ Stream Temp

Riparian differences

Wildfires

Groundwater buffering

r² = 0.26

5

10

15

20

8 12 16 20 24

Stre

am T

em

pe

ratu

re (

˚C)

PRISM Air Temperature (˚C) Glaciation

Page 5: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Stream reach patterns

Climate model (air temp & precip) Regional patterns

Stream temperatures & flow

VIC

Taking Climate Into the Water Where Fish Live

Page 6: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Stream reach patterns

Climate model (air temp & precip) Regional patterns

Stream temperatures & flow

VIC

Taking Climate Into the Water Where Fish Live

Page 7: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Air Sensors (~$50) for microclimate models

Stream discharge

Stream Temperature

$130 = 5 Years of Data

$299 sensor

Better Information Flows From Better Monitoring, Databases & Models…

Standard Protocols

Page 8: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Better Biological Databases Needed Who All Lives Here?

Aquatic eDNA Revolution Will Change That

Amphibians

Non-game fish

Mollusks Bugs

Page 9: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

A “Virtuous Cycle” of Information

Many stakeholders

Mountains of data Research develops/maintains

open-access databases

“Boots-on-the-Ground”

Page 10: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

>150,000,000 hourly records >20,000 unique stream sites

A Western Example with Temperature Data

>100 agencies

Page 11: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

High-Resolution Stream Scenarios

• R2 = 0.91 • RMSE = 1.0ºC

1-km resolution 500,000 kilometers

Page 12: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Website: Distributes Information in Useful Digital Formats (ArcGIS & .pdfs & Excel)

1) GIS shapefiles of stream temperature scenarios

3) Temperature data summaries

2) GIS shapefiles of stream temperature model prediction precision

+ = Thermograph = Prediction SE

Google “NorWeST” or go here… http://www.fs.fed.us/rm/boise/AWAE/projects/NorWeST.shtml

Page 13: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Temperature Applications

Coordinated Interagency monitoring

Data access accelerates temperature research

Regulatory temperature standards

Too Hot!

Too cold!

Species distribution models & climate assessments

Page 14: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

923 sites in NorWeST database with >10 year records

Database Query: Stream Warming Rates?

+0.11°C/decade

Page 15: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Database Query: Monitoring Gaps? Large rivers lacked temperature data

NoRRTN: 240 sites on 80 rivers

Page 16: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

BIG FISH Databases

Wenger et al. In Review. Description of realized thermal niches from massive biological & temperature databases. EcoSphere

Thermal Criteria For Dozens of Species Fr

eq

ue

ncy

of

Occ

urr

en

ce

NorWeST Stream Temperature (S1)

13,000 sample

sites

Page 17: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Precise Species Distribution Models to Highlight Climate Refugia BIG FISH DATA

Temperature & other

predictor variables

Isaak et al. 2015. The cold-water climate shield: Delineating refugia for preserving native trout through the 21st Century. Global Change Biology 21: 2540-2553

Occurrence probability maps

Page 18: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Bull Trout Occurrence Probability Map

5,332 >0.1 habitats 1,325 >0.5 habitats 348 >0.9 habitats

1980s

Precise local information

Page 19: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

2,712 >0.1 habitats 460 >0.5 habitats 62 >0.9 habitats

Metolius

Walla Walla

Flathead

Upper Salmon

North Cascades

Worst case

scenario!

Bull Trout Occurrence Probability Map 2080s

Page 20: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Precise Climate Information Empowers Local Decision Makers

Regional models are too coarse

High-resolution landscape models

…instead of here I’m going to invest here…

Climate boogeyman

less scary

Page 21: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Crowd-Sourcing is a Powerful Tool for Better Science & Broader Engagement

Management Decisions

Coordinated Management

Responses

GCM

Data Collected by Local Bios & Hydros

Landscape/ Network

Page 22: Cutting climate change down to size through crowd sourcing, … · 2016-06-28 · Google “NorWeST” or go ... EcoSphere. Thermal Criteria For Dozens of Species . Frequency of Occurrence

Additional Resources… Websites (Google Search On…) 1) SSN/STARS – statistical modeling of data on networks 2) NorWeST – regional stream temperature database & climate scenarios 3) Forest Service Stream Temperature

Publications & protocols…

Software…

Data…