Feature-aligned N-BEATS with Sinkhorn divergence (ICLR '24)
How and why our climate is changing in the Hudson Valley
1. 1
How + why climate is changing
in the Hudson Valley
Libby Zemaitis
M.S. Climate Science & Policy, M.B.A. Sustainable Business
Climate Outreach Specialist, Hudson River Estuary Program / Cornell WRI
Bard College
February 23, 2016
2. 2
Roadmap
• Hudson River Estuary Program
• Basics of climate science
• Climate hazards, risks and projections
• Recap
3. 3
Hudson River Estuary Program
Six core benefits
• Clean water
• Resilient communities
• Vital estuary ecosystem
• Fish, wildlife & habitats
• Natural scenery
• Education & access
Ladder of stewardship:
Engage, inform, empower
5. 5
Climate is the longer-term average of our
weather
• “You dress for the weather and build a
house for the climate”
• Variability and shifts over time
• The only constant is change
• Trend of warming atmosphere leading to
more extreme water and temperature
distribution at surface
6. 6
Our climate changes according to major
earth system dynamics
• Milankovitch cycles
• Atmospheric composition
• Carbon Cycle
• Feedbacks
• Ocean-atmosphere interactions / water cycle
8. 8
Our carbon cycle acts as Earth’s thermostat
New carbon entering our atmosphere is proportional to
the quantity of fossil fuels we burn
9. 9
The composition of our atmosphere
determines our ability to reflect and absorb
solar radiation
The Greenhouse Effect is a basic and measurable physical phenomenon, like gravity
10. 10
Recent trend: carbon dioxide increasing
in our atmosphere
Atmospheric carbon is 400 ppm for the
first time in a million years
11. 11
Atmospheric carbon concentration linked with
surface temperature
We have detailed records of our atmosphere from
ice cores going back 800,000 years
15. 15
New York climate models
• Downscaled to regional level
from global models
• Models have become very
robust
• Annual measurements track
with predictions, so far
17. 17
New York is experiencing
three primary climate
hazards
• increasing temperatures
• rising sea level
• changing precipitation patterns
18. 18
Our average annual temperature has risen
faster than national and global averages
Since 1970:
• Global annual average temperature up 1.4°F
• US annual average temperature up 1.8°F
• New York annual average temperature up nearly 2°F
• New York winter temperatures up almost 5°F
*2015 the hottest year on record
*last month the hottest January on record
19. 19
y = 0.0262x - 1.346
R² = 0.3749
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AnnualMeanTemperature(F)
Year
Annual mean temperature in
Poughkeepsie has been increasing
Local evidence
20. 20
New York could become similar
to South Carolina today by the
end of the century
32. 32
We can mitigate and adapt productively to
our changing climate
Climate mitigation = reducing the
magnitude of climate change
Climate adaptation = reducing our
vulnerability to climate change
40. 40
Recap
• Our climate system is complex and changing
• Global warming presents varying regional & local climate
change impacts
• Our climate is changing more rapidly in NY
• Communities can adapt to and thrive under climate change by
becoming resilient
• Hudson Riverfront communities are stepping up as leaders in
flood adaptation
41. 4141
Section Sub Title
Thank You
Libby Zemaitis
Climate Outreach Specialist, Hudson River Estuary Program
Libby.zemaitis@dec.ny.gov | (845) 256-3153
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