Title: Sea Level Rise and Small Glaciers
1Sea Level Rise and Small Glaciers
- The math and physics behind the science
2The Math is There
- See many claims about climate change.
- Rarely get to see the derivations leading to
those claims. - This lecture will show the math that lets us
predict sea-level rise due to melting mountain
glaciers. - Primarily based on
- Bahr, Meier and Peckham, The physical basis of
glacier volume-area scaling, 1997. - Bahr, Global distributions of glacier properties
A stochastic scaling paradigm, 1997.
3Cant Show Everything
- My goal is to convince you that climate change
science is based on real math and physics. - No arm waving necessary!
- So Ill derive the technique but wont finish the
actual application. - Actual application requires analyzing oodles of
satellite images and other data. - Well derive the math that shows how to analyze
those images. - Alas, only have one hour.
4Background
- People pump greenhouse gasses into atmosphere.
- Sun shines on Earth.
- Greenhouse gasses trap the resulting heat.
- Earth heats up.
- Glaciers melt.
- Melting water flows into oceans.
- Oceans rise.
- Entire island nations disappear underwater.
- Maldives, etc.
- Also Venice, US Gulf Coast, Bangladesh,
Indonesia, etc.
5How much?
- Approx 1.7mm/year.
- Seems small, but adds up.
- From 1900 to 2100, thats approximately 0.5 m.
- Church and White (2006).
- 80 of the 1200 Maldives Islands are less than 1m
above current sea level. - No more beaches, no more islands.
- Kiss paradise goodbye. ?
Photo from National Geographic
6Sea Level Rise Contributors
- Its not just melting glaciers.
- Sea level changes due to
- Thermal expansion of the ocean.
- Melting ice caps and ice sheets.
- Melting mountain glaciers.
- And host of other processes post-glacial
rebound, groundwater pumping, ENSO (short term
and localized), etc.
7Sea Ice Not a Contributor
- Polar sea ice is melting at a distressing rate.
- Important harbinger of things to come.
- Polar bears endangered.
- But doesnt change sea level.
- Sea ice is floating ice on the ocean surface.
- Its like ice cubes in your glass of water.
- When the ice cubes melt, the glass doesnt
overflow.
8Land Ice is the Culprit
- Thermal expansion and glacier water (flowing from
land into the oceans) causes most of the rise. - On decade and century time scales.
- Well focus on glacier component.
9Greenland and Antarctica
- Greenland and Antarctic ice sheets are huge
reservoirs of land ice. - But takes a long time to transport their water to
the ocean. - Water melts at the surface.
- Percolates down into the ice sheet.
- Much of it refreezes in the firn (old snow)
before reaching ocean. - Some of it lubricates the bottom of the glacier
and makes it flow faster. - But can only flow out through a limited number of
outlet glaciers. Restricted nozzles.
10Skiing Across Greenland in the Name of Science
Neil Humphrey (left), Tad Pfeffer (right), and me
(photographer).
11Measuring Percolation in Greenland
We cored a transect of Greenland to look for
meltwater that refreezes in the firn before
reaching the ocean.
12Icebergs From Illilusat (Jakobshavn) Outlet
Glacier
Ice flows out of the Greenland Ice Sheet and into
the Atlantic, breaking off as icebergs.
13But Mountain Glaciers are the Canaries
- Small mountain glaciers are very susceptible to
warming. - Small is a bit of a misnomer. Some are bigger
than Rhode Island. - They melt rapidly (decadal time scales).
- Of all the melting ice, 60 comes from these
small mountain glaciers. - Meier et al. Science, 2007.
14Need Volume of Mountain Glaciers
- How much can mountain glaciers contribute to sea
level? - 160,000 mountain glaciers.
- Meier and Bahr (1996)
- Each ones volume has to be measured.
- Aurgh! Measuring even one glacier takes a lot of
money, time, and people.
15Measuring Glacier Volume
- Can only see the surface of a glacier.
- So have to drill holes everywhere through the
glacier to measure volume. - Or have to use ground penetrating radar.
16Weve Done That On Friendly Glaciers
Here we are drilling through the Worthington
Glacier, AK.
17But Most Glaciers Look Like This
18And This
Lets see you pull a drill or radar across
160,000 of these!
19Need Remote Sensing!
- Want a satellite to take a picture of a glacier
and say That glacier is 100 km3. - And That glacier over there is 1643 km3.
- And
- How?
- Measure surface area (easy with satellite) and
convert to volume (cant measure from satellite). - Use fancy scaling (math) analysis.
20Scaling Example
- Suppose I told you glaciers look like square
boxes. - All you can see is the surface of the box.
10 km
- Whats the volume of the glacier (box)?
21Right, And Satellites Could Do the Same Thing
- Use satellite to measure surface area, then
convert that to a volume. - Area width length
- Volume width length height
- Volume Area height
- And if a glacier looks like a box, then
- width length height
- height (Area)1/2
- So Volume (Area)3/2
Called a scaling relationship
22Problem Glaciers Dont Look Like Boxes
- Glaciers look like misshapen rectangles on a good
day. - Many look like networks.
- Like rivers or trees.
- Glaciers have fractal topologies!
- Bahr and Peckham (1996).
- Thats a very complex shape where a small part of
the shape looks like a miniature representation
of the whole glacier.
23Whats a Fractal?
- Visually, a part looks like the whole.
- A classic fractal the Sierpinski gadget.
This part looks like the whole picture when
expanded!
24Fractal Topology
Break off one branch of the glacier network and
that branch looks like the whole glacier
(mathematically speaking).
Columbia Glacier. Photo courtesy Tad Pfeffer.
25Can We Scale Fractal Glaciers?
- Yes! They have complex shapes, but they do have
a characteristic shape. - Consider human body.
- Everyone is built slightly differently.
- But humans have a characteristic
- shape.
- E.g., Arm span roughly equals height
- width ? (height)1.0
- Called a scaling relationship.
- 1.0 is called the scaling exponent.
- In general, when solving other problems,
- scaling exponents can be any fractional
- number like 1.3 or 2.4.
Consider a spherical cow
26Glacier Scaling
- Want volume from (fractal) area.
- Area width length
- Volume width length thickness
- Assume width is proportional to length.
- There is no reason for a glacier to prefer
growing left or right versus forward or back. - Then
- Area ? length2
- Volume ? length length thickness
Close, but not entirely true width ? length0.6
(Bahr, 1997), but that detail isnt important
here and doesnt change our later results.
27Length-Thickness Scaling
- Suppose we can find a scaling relationship
between thickness and length. - thickness ? lengthp (for some p).
- Volume ? length length lengthp lengthp2
(length2)(p2)/2 - Volume ? (Area)(p2)/2
- Aha! If we can find a length-thickness
relationship, then can calculate the glacier
volume. - So we use physics and calculus to find the
correct scaling exponent p for thickness ?
lengthp.
28Need Glaciers Characteristic Length-Height
Scaling
- Start with physics forces acting on glaciers.
- Then represent with math.
- Then derive scaling relationships from the math.
- Then use satellites to measure area.
- Use scaling relationships to convert to volume.
- That gives estimate of amount of water that will
flow into oceans and cause sea level rise.
29Some Glacier Physics
- Glaciers flow downhill under the influence of
gravity. - Just like water in a river but much slower.
- Think of honey oozing off of a tilted plate.
30Glacier Flow
Surface of glacier
Mountain under the glacier
31Hows It Really Flow?
- Gravity creates forces.
- To calculate these forces we use
- Conservation of mass
- Conservation of momentum (force balance)
- Well start with conservation of mass.
32Hang Onto Your Hats!
- Ok, here comes the math that I promised!
- Its easy.
- Some of it may look scary.
- But Ill never use anything more than simple
algebra, derivatives, and integrals.
33Conservation of Mass
- Imagine a small box cut out of the glacier.
- The amount of ice flowing into the box has to
equal the amount of ice flowing out of the box. - Ice is incompressible, so no extra ice can be
shoved into the box and/or stored in the box. - i.e., no mass disappears.
34Small Box Cut Out of Glacier
35Mass In and Out of Box
- mass in mass out
- How much mass flows in per second?
- Its the velocity (v) times the mass.
- The mass is density (r) times volume.
r vy(yDy)
y-axis
yDy
r vx(xDx)
r vx(x)
y
r vy(y)
x-axis
x Dx
x
And theres also a z component, r vz.
36Mass Balance
- Sum of all the mass in and out must equal zero.
- mass conservation
Why DxDy? Because the mass is flowing in on that
whole side of the box. And thats the area of
the side. (Also ensures that each term has units
of mass.)
37Divide By the Volume
- If divide by the volume, should look familiar
Why, those are just derivatives! (Remember the
definition of a derivative?)
38Make the Box Really Small
- In the limit of a very small box
- i.e., take limit as DxDyDz approaches 0.
- Called the Continuity Equation.
- Its just mass conservation.
39But Mass Is Lost!
- What if we consider a box at the surface?
- It snows and melts at the surface.
- Mass is lost at the surface!
- Let b be the mass added or lost at the surface.
- Now add up all the boxes from the bottom to the
top of the glacier.
40Adding Up a Column of Boxes
b
Snow melts at the surface at rate b.
41Adding Up the Boxes
- Remember that a sum and an integral are the same
thing! - So the sum of the boxes is
42The Mass Conservation Equation
- Assume that the glacier has a thickness of h.
- In other words, our stack of boxes has a height
h. - Then integral becomes
What happen to the vz term? Its now b! Its
the amount of stuff leaving vertically through
the surface. And this also shrinks the height of
the glacier so we subtract dh/dt.
Technically, dh/dt comes from a dr/dt term in
the continuity equation. See me for details.
43Ack! I Dont Get It!
- Dont panic! Thats ok.
- Trying to convince you that the climate change
science isnt pulled out of thin air. - So my goal is to show you the math and leave out
as little as possible! - If this derivation seems mysterious, its online
where you can peruse again. Or see me. Id love
to explain it in gory detail! - You can still follow the rest of this lecture if
you accept that the equation has been properly
derived.
44Ugh, Make it Simpler!
- For simplicity, well assume theres a nice
well-defined average velocity so that the
integral goes away.
45Still a Mess! Can we simplify?
- Yes, do a scaling analysis.
- Use a technique called nondimensionalization or
stretching symmetries. - If the equation is true for all glaciers, then it
has to be true for glaciers of different sizes. - So lets try stretching each variable as if we
are trying to create a bigger glacier from the
current glacier. - Multiply each variable by a constant.
- This should give back the same equation, but for
a bigger glacier.
46Stretching
length
- Lets stretch
- the variable x by a factor of la. i.e.,
xstretched la x - the variable y by a factor of lb. i.e.,
ystretched lb y - the variable vx by a factor of lc.
- the variable vy by a factor of ld.
- etc.
- In other words, we multiply each variable by that
amount. - Its like we are saying, make the glacier longer
by a factor of la , and make the glacier wider
by a factor of lb , etc.
width
47Rescale and Factor
- The original equation
- Rescale each variable
- Factor out the constants
48Stretching Symmetries
- Note that the exact same original equation has to
apply to the bigger glacier. - In other words, the last equation (on previous
slide) has to be the same as the first equation
(on previous slide). - That can only happen if
- So we have the requirements that
- f e c - a
- f e d - b
49Scaling the Variables
- Now we can really simplify!
- lf lec-a is the same as
- And separating,
Values for the bigger glacier
Values for the original smaller glacier
50Scaling Relationship
- So for any two glaciers this ratio has to be the
same! - Big glaciers, small glaciers its all the same.
- Must be some constant.
- So all of that work reduces to
51But Wait, Theres More
- That was just mass conservation.
- Now we have to do momentum conservation!
- These are two of the most important principles in
physics. - We need both to completely describe the flow of a
glacier.
Also need energy conservation but on mountain
glaciers, the temperature is largely constant and
irrelevant.
52Forces on the Box
- Remember our little box cut out from the glacier?
- Ice in the box flows due to forces.
- Gravity
- Pressure from overlying ice.
- If I squish one side of a balloon, then the
balloon bulges out on all the other sides. - Same with the box. If I poke at one side, then
ice oozes out the other sides. - Well analyze the forces on the box to see how
the ice flows.
53Normal and Shear Forces
- Two kinds of forces normal and shear.
- Normal is straight on.
- Like pressure.
- Shear is along the side.
- Like putting hand on a
- book and pushing sideways.
Technically we are dealing with stress, or force
per unit area. But Im going to gloss over that
for the moment.
54Shear Forces
- Shearing a book or deck of cards.
55Notation
- Let sxy be the forces on the x side of the cube
acting in the y direction.
56All the Forces
And ditto on the other faces of our box i.e.,
we will also have szx, syz, etc.
57All the Forces in the x-Direction
y-axis
syx (yDy)
y Dy
sxx (x)
sxx (xDx)
y
syx (y)
x-axis
x Dx
x
And ditto on the other faces of our box i.e.,
we will also have szx(x) and szx(xDx).
58Conservation of Momentum
- Take the sum of all the forces in the
x-direction. - Tells us how much the ice will move through the
box in the x-direction.
Why DxDy? Because this force is acting on every
part of the xy face of the box. So have to add
the force for every point on that face.
g is gravity! And r is the density of ice. We
are considering the force due to gravity acting
in the x-direction. F ma. In this case, the
acceleration is gravity g, and the mass is given
by the density times the volume of ice, DxDyDz.
59Recognize the Derivatives?
- Divide by the volume of the box DxDyDz.
These are just derivatives! (Remember the
definition of derivatives?)
60Let the Box Get Really Small
- Now take the limit as the box gets really small.
- This is the net force, Fnet ma.
- But wait, glaciers dont accelerate! They move
waaay too slowly. The change in velocity is
miniscule, negligible, insignificant. In other
words, a 0.
61Force Balance Equations
- So the net force is zero!
- And ditto in y- and z-directions.
62Ack! I Am Soooo Lost!
- Again, trying to be complete.
- Want to convince you that climate change science
is backed by the real thing. - No arm waving necessary.
- But if unhappy, feel free to accept the above
equations and then move on! - Can review this stuff in grad school we need
people like you studying climate change science!
63Again, What a Mess!
- Can we simplify?
- Yes, do stretching analysis again!
- We find a whole bunch of scaling relationships.
- Most important is
- Wheres that a come from? Its the component of
gravity in the x direction.
64Huh? A Little Intuition Please!
- g sin a is the component of gravity acting
along the glacier.
65Intuition
- So is just the component of the
gravitational force acting along the bottom of
the glacier. - The shear.
- Note sin a a
66Strain Rates
- The shear force causes the glacier to move by
deforming. - Each unit of force causes a certain amount of
deformation. - Glaciers dont accelerate, but they do have a
velocity. - The rate of deformation is measured as strain
rate. Its the change in velocity over a
distance.
67Strain Rate Pictures
- For normal strain rates, deformation is only in
one direction - For shears, there is deformation in two
directions, so - Think of it as the rate at which the ice gets
stretched (or compressed).
68Non-Linear Glacier Flow Law
- Let be the rate of deformation caused by sxz.
- Experiments (and theory) show that
(where n 3).
The full form of the flow law is more
complicated and contains deviatoric stresses,
but this is exact for shear terms.
69Substitute
- Now we can substitute the strain rate for the
stress. - Remember that the angle a is just rise over
run. So
70Combine Mass and Momentum
- Finally, we can combine the derivations from mass
and momentum conservation! - Recall,
- And
- Together,
71Need to Use An Observation
- From data, we know that the amount of melting at
the surface increases as a parabola with distance
down a glacier. - Bahr and Dyurgerov (1999).
72Thickness Scales With Length
- Substituting gives
- This is like the persons height scaling with
their arm span. But the scaling exponent is
different. - (n3)/(2n2) instead of 1.
73Volume and Area
- Finally we can get volume from surface area!
(Recall that n 3.)
74THATS IT!
- Weve just derived the volume from the surface
area.
That aint no standard box! Remember the box
was Volume Area1.5.
p.s. Scaling constant (0.034 in units of km to a
nasty power) comes from some observations.
75And Data Backs It Up!
- Remember I said we did field work on a few nice
glaciers? - Heres a log-log plot of volume versus area for
144 glaciers. - The regression is 1.36, very close to the
theorys 1.375. - From Bahr, Meier, and Peckham (1997).
76And Sea-Level Rise?
- So now, satellites can measure surface area of
each glacier. - All 160,000.
- Then the area of each glacier is converted to a
volume with the volume-area scaling relationship. - Then this tells us how much ice can melt into the
oceans! - 0.1 to 0.25 meters by 2100.
- Meier et al., Science, 2007.
- Phew!
77So Now You Know
- Ok, now you know the kind of math and physics
that goes behind the climate change science. - But this is only a very small part of the big
picture! - You can spend a long time learning all the
details of the climate models.
78We Need More People Doing This Kind of Climate
Change Science!
Interested?