Title: Collaborative Research on Sunlight
1- Collaborative Research on Sunlight
- and the Arctic Atmosphere-Ice-Ocean System
- CRREL
- Don Perovich (lead PI) and John Weatherly
- UAF
- Hajo Eicken, Tom Weingartner, and Jeremy Harbeck
- UW
- Bonnie Light, Rebecca Woodgate, Ron Lindsay, Kay
Runciman - September 2005 August 2008
2Motivating questions Evidence of operative
ice-albedo feedback processes? Are mechanisms
that produce polar amplification of global
warming in GCMs commensurate with
observations? Has the AIOS approached a
tipping point as suggested by model simulations
(e.g., Lindsay and Zhang, 2005)? What is the
role of the atmosphere (cloud cover,
precipitation) in modifying the response of the
cryosphere to variations in external forcing?
What is the role of the ocean (through import and
storage of solar heat in the mixed layer) in
transporting and sequestering solar energy?
3- Goals
- Pan-Arctic maps of shortwave flux variables and
parameters for 1982 present - Surface shortwave flux (spatial and temporal
variability) - Snow deposition on sea ice
- Surface albedo
- Quantification of oceanic uptake and transport of
solar heat through the Arctic system from
oceanographic mooring data over the past 15 years
(Woodgate et al., 2005) and satellite-derived sea
surface temperature maps - Synthesis of these data sets, GCM simulations and
research findings
4VARIABLE SOURCES TIME PERIOD
Radiation atmospheric variables Radiation atmospheric variables Radiation atmospheric variables
Incident solar irradiance NCEP reanalysis, satellite data (ERBE, CERES, ISCCP), GCM simulations 1979-2004
Surface albedo Modeling, dataset integration, AVHRR Pathfinder 1979-2004
Cloud cover Satellite data (ISCCP), GCM simulations 1983-2004
Surface air temperature POLES data set, satellite data, NCEP reanalysis 1970s-2004
5State of the ice cover State of the ice cover State of the ice cover
Ice extent SMMR, SSM/I QuikSCAT 1979-2004 1999-2005
Ice concentration SMMR, SSM/I 1979-2004
Snow depth NCEP reanalysis, field expts., coastal weather stations, GPCP 1970s-2000s
Ice thickness Field expts., submarine sonar data, satellites 1970s-2000s
Ice melt rates Field expts., models 1970s-2000s
Pond fraction Field expts., pond hydrology model, "national asset satellites 1970s-2000s
FY / MY fractions Ice concentration Ice types SSM/I(for freezing season) SMMR, SSM/I (for freezing season) QuikSCAT (for freezing season) 1987-2004 1978-2003 1999-2005
Open water fraction RGPS (summer only) 1998-1999
Ice motion RGPS SSMI (Oct-May) AVHRR 1996-2000 1978-1997 1978-2003
Ice type - surface roughness Field expts. (incl. Russian monitoring flights), ICESat 1970s-1990s 2003-2004
Date of onset of melt freezeup Accurate timing of melt/freeze SMMR, SSM/I QuikScat (1999-2005) 1979-2004 1999-2005
Biogenic/sediment inclusions Field expts., remote sensing 1980s-2000s
6Optical properties of snow, ice, water biogenic/sediment inclusions Optical properties of snow, ice, water biogenic/sediment inclusions Optical properties of snow, ice, water biogenic/sediment inclusions
Extinction coefficients Field expts., lab expt., modeling
Scattering coefficients Lab expts., modeling
Phase functions Lab expts., modeling
Absorption coefficients Lab expts.
State of the upper ocean State of the upper ocean State of the upper ocean
Influx of heat from Bering Sea Oceanogr. moorings, CTD cruises, satellite SSTs 1990-2004
Influx of heat from Atlantic European VEINS ASOF Programs 1997-2005
Influx of heat from rivers R-ArcticNet, temperature from field expts. 1970s-2000s
Surface hydrochemistry US-Russian Arctic Hydrochem. atlas, field expts. 1970s-2000s
Thermohaline properties of upper 50 m Environmental Working Group Atlas, Polar Science Center Hydrographic Climatology (psc.apl.washington.edu/Climatology.html) 1970s-2000s
7- So far
- 1. Easy things
- Meetings
- Grid (25km x 25km EASE, 1982-2005)
- web page for status, updates
- http//synthesis.apl.washington.edu
- acquire data (ERA-40 downwelling Fr, SSMI ice
concentrations) - define a simplified subproblem assume the ice is
opaque - 2. Not-so easy things
- difficult decisions about difficult data (ice
concentration) - GRL manuscript (now in review)
8The simplified subproblem Increasing solar
heating of the Arctic Ocean and adjacent seas,
1982-2005 Variability and ice-albedo feedback
(GRL, submitted) - not a budget, just a
term - estimate solar heating into the
ocean - Frw Fr (1-a) (1-C) -
assumption that ice is opaque ? minimum
estimate - problems with C and melt ponds ?
overestimate - a is constant, and appropriate
only for open water - every day, every grid
cell - only areas that have ice during the
period of observation - instantaneous and
cumulative
9Map of mean total annual solar input averaged
over 1982 2005 (units are in MJ m2)
10Maps showing the anomaly of solar heat input into
the ocean for 1984, 1995, 1996, and 2005 (units
are in MJ m2).
11Maps showing the anomaly of solar heat input into
the ocean for 1984, 1995, 1996, and 2005 (units
are in MJ m2).
12Map of the linear trend of annual solar heat
input to the ocean, with units of percent per
year.
13Figure 4. Time series of solar heat input for a
50 x 50 km area centered on 75 N, 165 W.
14Whats next? ICE COVER snow albedo during
melt Advective terms, specifically Bering
Sea Putting all the pieces together . . .
15Interface with PP project PAR? plan use
ERA-40 broadband data and Perovich obs. (in prep)
Spatial coverage? Only ice covered areas
leaves out parts of Norweigan, Barents, E.
Greenland? Temporal coverage?
16- The reviews for the sunlight paper are below. The
short story is major revisions. As you will see
the reviewers kind of liked it, but wanted more.
The good news is that they didn't really
challenge the SSMI ice concentrations. The bad
news is that they do want more discussion
regarding the ERA-40 incidents. Some of the
suggestions are fairly straightforward, but there
are a few that will be a little complicated. In
particular, we need to1. Discuss uncertainties
in ERA-40 incident.2. Discuss possible issues in
transition between ERA-40 and ECMFW.3.
Demonstrate temporal behavior of incident and ice
concentration. Establish the cause of the
increase (i.e. changes in concentration). To do
this I suggest dropping the current Figure 2 and
replacing it will a figure like the attached
(only with more curves) that demonstrates that
the incident fluctuates, but hasn't shown a
strong trend, while concentration does should a
trend.4. Further consideration and discussion of
heat input through Bering Strait.5. Do we add
1979-1981? Do we have those years? - Reviewer 1 (Formal Review) This is an
interesting and well written paper. The
connection between the changing Arctic sea ice
and solar heat input is an important aspect of
the polar climate system. I must admit, though,
that I am a little disappointed with their
analysis. The authors say in the abstract "A
synthetic approach was taken, combining
satellite-derived ice concentrations, incident
irradiances....and field observations of albedo
over the Arctic Ocean and the adjacent seas". But
then a constant value for the albedo was used
and, more importantly, they did not distinguish
between the variability and trends in incident
solar radiation and the variability and trends in
ice concentration. If incident solar radiation is
not really changing or varying then all trends
and patterns are perfect reflections of just
changes in ice concentration (something that has
been studies before). They say in the discussion
that the "increase in heat input was primarily
due to reductions in summer ice extent" p.9,
line 180f but do not quantify this. All the
figures show solar heat input, but it would be
interesting to see how much of those trends and
patterns results from trends inincident solar
radiation (mainly from changes in cloud cover I
would assume) and how much results from trends in
sea ice concentration. There is probably also a
correlation between incident solar radiation and
ice concentration. Less sea ice may lead to
increased cloud cover. The lack of seprating
variations in solar radiation and in ice
concentration is, in my opinion, a major weakness
of this manuscript but it should be something
that could easily be done with the data set they
collected. A minor point is that I am wondering
whether there is an offset between the ECMWF and
ERA-40 solar radiation data. People may have
looked at this already so a reference may be
sufficient. Figure 2 shows heat input "from
four selected years" p.7, line 137 ."Selected"
always sounds suspicious. If, as they say, heat
input was generally below average in the 80s and
above average in the 2000s, I suggest to show the
actual averaged 80s and 2000s data (if this makes
sense). In summary, I suggest the paper to be
accepted with some revisions. As said above, a
separation of the effects of incident solar
radiation and sea ice concentration should make
the manuscript significantly more valuable. - Reviewer 2 (Formal Review) General Overall
I think that this is a potentially useful paper
which adds to our understanding of Arctic sea ice
loss. However, I think that it needs further work
before publication can be recommended, primarily
to clarify some of the techniques, assumptions
and uncertainties, and to address what I feel are
some mis-interpretations. Specific 1)
Abstract and introduction The authors are
glossing over the issue of sea ice thinning. That
sea ice extent is decreasing is clear. However,
the direct observational evidence of systematic
thinning is not as convincing. Submarine sonar
data certainly provide some evidence of thinning,
but these data are spotty. The cited paper by
Rothrock et al. 2003 was in part modeling
based, and as I recall, provided some evidence to
at least some thickening after the late 1990s. It
certainly makes sense that reductions in extent
have been accompanied by thinning, especially due
to the observed loss of perennial ice, but the
authors need to be very careful of making blanket
statements. 2) Introduction, para 1 The ACIA
citation should be replaced by, or attended by
reference to the study of Zhang and Walsh 2006,
J. Climate, who looked at sea ice trends over
the period of observations from the IPCC-AR4
models. The ACIA study made use of an earlier
generation of models. 3) Introduction, para. 1,
sentences 3 and 4 The discussion here is
muddled. It is argued that a concurrent reduction
in summer sea ice and increased hemispheric
warming is the results of increased heating of
open water. This makes no sense to me. Is the
intended argument that general warming (from
greenhouse gas loading) leads to ice loss, and
that ice loss is then further enhanced by
increased solar heating? The next sentence,
arguing that ice loss then "drives further
warming at the global scale", doesn't really make
much sense unless the authors invoke the "Arctic
amplification" of surface air temperature change,
which is more of an indirect effect of increased
solar heating in that with less ice at summer's
end, and more heat in the upper ocean, there will
be larger heat losses from the ocean to the lower
atmosphere in autumn and winter. 4)
Introduction, para. 1, near bottom Be careful
with terminology. The Stroeve et al paper looked
at ice extent (the region with at least 15 ice
cover), not ice area. Extent and area are
different things. Also, be more specific and
state that the Stroeve et al. paper looked at the
IPCC-AR4 models. 5) Introduction, para. 2 For
the non specialist, briefly define "leads" and
"polynyas". 6) Introduction, last para. It is
stated that use is made of "measurements of the
optical properties of water and ice during
summer". Ho so? All I see in the Methods section
that follows is the use of an assumed open ocean
albedo of 0.07. 7) Methods, para. 1 Equation 1
has been corrupted in the .pdf version I have.
Double check that it is correct. While mention is
made that only solar energy incident on the open
ocean is being considered, and that no attempt is
made to address penetration of radiation through
ice the ice, it would might help the reader to
have another sentence to make it crystal clear
that nothing is being said here about changes in
the albedo of the sea ice itself. 8) Methods,
para. 2 There is discussion of the impacts of
different sea ice data sets on solar heating.
However, unless I've missed something, the ERA-40
downwelling solar radiation data seem to be
accepted without any discussion of possible
biases. All reanalyses have problems with Arctic
cloud cover, which in turn will strongly impact
on the surface shortwave flux. I recall that John
Walsh (who the authors know) has done some work
on this. A climate "jump" might also be
introduced when piecing together the ERA-40
records (1982-2001) with fluxes from the ECMWF
operation model. This needs to be addressed.
Finally, why the odd starting year of 1982? The
modern satellite data stream for data
assimilation in ERA-40 began in 1979, and is also
the start of the SMMR record. 9) Results, para.
2, bottom Why is the year to year variability in
the incident solar flux modest? Presumably this
is because cloud cover shows little variability?
This goes back to questions raised above
regarding the quality of the ERA-40 (and also
operational ECMWF) fields. 10) Discussion,
para. 4 I'm all for the idea that lateral
melting in summer is important in the ice-albedo
feedback. On the other hand, I think the authors
could be a little more clear in discussing
seasonal aspects of the feedback mechanism. The
way I might frame this is that even in a
greenhouse-warmed world, there is little/no solar
radiation over the Arctic ocean in autumn/winter.
Hence, much of the heat that is picked up by the
ocean in summer is just lost right back to the
atmosphere (and to space). The autumn/winter
ocean heat loss to the lower atmosphere is
actually the climate model "fingerprint" of
Arctic amplification of surface air temperature.
However, the fact that it represents ocean heat
LOSS could itself be viewed as a negative
feedback as far as the sea ice cover is
concerned. On the other hand, by warming the
lower atmosphere, there is more downward longwave
radiation to the surface as well, which works the
other way. Which process wins? The point is that
toperpetuate a strong feedback, you have to hang
on to some to the extra heat gained in spring and
summer through the long autumn and winter season.
Maybe what one needs to do to hang onto some of
the ocean heat is to actually grow some ice to
shut down the heat loss? 11) Discussion, page
5 The author's need to take a closer look at the
evidence for increased heat transport through
Bering Strait. My read of the Woodgate et al.
paper is that the more obvious signal is high
variability, rather than some general trend. As I
recall, the heat flux seems to have increased
between 2001-2004, but fluxes in 2001 were the
lowest of the record. In turn, it was the fairly
weak evidence of increased heat flow through
Bering Strait that (at least in part) led Shimada
et al. to argue instead for a link with
redirection of Pacific Surface Water from the
shelf slope into the Arctic Ocean. Mention should
also be made of the potential role of "pulses" of
warm water through into the Arctic Ocean from the
Atlantic side see Polyakov et al., Geophys. Res.
Lett, 2005, vol. 32 and the unresolved issue of
how one gets this heat up to the surface through
the strong halocline There is a recent review
paper in "Science" Serreze et al., 2007, vol.
315 that summarizesthese issues.