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Storms, Floods, and the Science of Atmospheric Rivers

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Abstract

Imagine a stream of water thousands of kilometers long and as wide as the distance between New York City and Washington, D. C., flowing toward you at 30 miles per hour. No, this is not some hypothetical physics problem—it is a real river, carrying more water than 7-15 Mississippi Rivers combined. But it is not on land. It's a river of water vapor in the atmosphere. Atmospheric rivers (ARs) are narrow corridors of water vapor transport in the lower atmosphere that traverse long swaths of the Earth's surface as they bind together the atmospheric water cycle (Figure 1). The characteristic (indeed defining) dimensions of these ARs are (1) integrated water vapor (IWV) concentrations such that if all the vapor in the atmospheric column were condensed into liquid water, the result would be a layer 2 or more centimeters thick; (2) wind speeds of greater than 12.5 meters per second in the lowest 2 kilometers; and (3) a shape that is long and narrow, no more than 400-500 kilometers wide, and extending for thousands of kilometers, sometimes across entire ocean basins.
VOLUME 92 NUMBER 32
9 AUGUST 2011
PAGES 265–272
EOS, TranSacTiOnS, amErican GEOphySical UniOn
Eos, Vol. 92, No. 32, 9 August 2011
Imagine a stream of water thousands of
kilometers long and as wide as the distance
between New York City and Washington,
D.C., flowing toward you at 30miles per
hour. No, this is not some hypothetical phys-
ics problem—it is a real river, car rying more
water than 7–15Mississippi Rivers combined.
But it is not on land. It’s a river of water
vapor in the atmosphere.
Atmospheric rivers (ARs) are narrow cor-
ridors of water vapor transport in the lower
atmosphere that traverse long swaths of the
Earth’s surface as they bind together the
atmospheric water cycle (Figure1). The char-
acteristic (indeed defining) dimensions of
these ARs are (1)integrated water vapor
(IWV) concentrations such that if all the
vapor in the atmospheric column were con-
densed into liquid water, the result would be
a layer 2 or more centimeters thick; (2)wind
speeds of greater than 12.5 meters per second
in the lowest 2kilometers; and (3)a shape
that is long and narrow, no more than 400–
500 kilometers wide, and extending for thou-
sands of kilometers, sometimes across entire
ocean basins.
Research during the past decade ha s doc-
umented the importance of ARs to the over-
all workings of the midlatitude global water
cycle. Moreover, their presence and charac-
teristics are at the root of the most extreme
precipitation and flooding in areas where
these features encounter mountains. At the
same time, ARs make important contribu-
tions to how much snow and water will be
available in these regions. Thus, understand-
ing their behavior may be the key to deter-
mining how changing climate patterns influ-
ence extreme precipitation and floods. Over-
all, the need to understand ARs opens up a
new set of grand challenges for water cycle,
water supply, and flood prediction science.
Observations of Atmospheric Rivers
Zhu and Newell [1998] helped coin
the term “atmospheric river” based on its
narrow ness and importance to the water
cycle. They found that at any given time, an
average of more than 90% of the total pole-
ward atmospheric water vapor transport
through the middle latitudes is concentrated
in four to five narrow regions that total less
than 10% of the circumference of the Earth
at that latitude. These features are gener-
ally located in the warm sectors of midlati-
tude cyclones, ahead of cold fronts. They
continually form, move, and evolve with
storms in the midlatitude storm tracks, some-
times drawing tropical water vapor and heat
directly into the middle latitudes [e.g., Stohl
etal., 2008; Ralph etal., 2011].
Since the seminal work of Zhu and Newell
[1998], the prevalence and role of ARs in the
water cycle and in continental weather have
become ever more clear, partly because of
the advent of microwave remote sensing
from polar- orbiting satellites, especially the
Special Sensor Microwave Imager (SSM/I),
which provides frequent global measure -
ments of IWV over the Earth’s oceans, mea-
surements that previously were available
above only the relatively few sites where
weather balloons and related instruments
were deployed. The imager works very well
over oceans and, since its spatiotemporal
coverage became adequate in about 1998,
has focused growing attention on ARs (see
Figure1a) in ways that previous water vapor
data could not.
In the years since then, a growing number
of field experiments and related studies have
PAGES 265–266
Storms, Floods, and the Science
of Atmospheric Rivers
BY F. M. RALPH AND M. D. DETTINGER
Fig. 1. Analysis of an atmospheric river (AR) that hit California on 13–14October 2009. (a)A
Special Sensor Microwave Imager (SSM/I) satellite image from 13–14October showing the AR
hitting the California coast; color bar shows, in centimeters, the amount of water vapor present
throughout the air column at any given point if all the water vapor were condensed into one
layer of liquid (vertically integrated water vapor). (b)Rain gage data for 12:00 UTC on 14Octo-
ber 2009 showing the total amount of precipitation (in inches) that occurred over the previous
24hours. (c)Discharge for Nacimiento River (site indicated by red triangles in other panels);
data are from U.S. Geological Survey stream gage 11148900. (d)Statewide streamflow historical
ranking of 14October 2009, compared to discharges on the same day of the year recorded by
gages with more than 30years of data.
Eos, Vol. 92, No. 32, 9 August 2011
explored the physical characteristics and
effects of ARs, focused mostly over the east-
ern Pacific Ocean and western North Amer-
ica (a bibliography of AR- related research
papers and many additional resources on
ARs are available at http:// www .esrl .noaa
.gov/ psd/ atmrivers/). Research aircraft obser-
vations in two ARs above the eastern North
Pacific in the winter s of 1998 and 2005 [Ralph
etal., 2005, 2011] showed that they trans-
ported water vapor at about 13–26cubic
kilometers per day, a rate equivalent to 7.5–
15times the average daily discharge of the
Mississippi River into the Gulf of Mexico.
A Closer Look at Rainfall
From Atmospheric Rivers
Because ARs transport so much water
vapor, they represent a significant source of
precipitation to coastal regions. For exam-
ple, a recent numerical model study [Smith
etal., 2010] estimated that roughly 20 –40%
of the water vapor transported a shore by
an AR crossing over northern California
was rained out there. This rainout happens
because when ARs make landfall on the
West Coast of North America (as well as on
other continents [e.g., Stohl etal., 2008]),
they are forced up and over coastal moun-
tains, where they cool and condense large
part s of their heavy burden of vapor [e.g.,
Neiman etal., 2008; Leung and Qian, 2009].
In a recent example, an AR event pro-
duced more than 410 millimeters (16.5
inches) of rainfall at one site in coa stal Cal-
ifornia on 14–15October 2009 (Figure 1).
This particular AR had a very long fetch,
spanning most of the North Pacific (Fig-
ure1a), and upon making landfall depos-
ited more than 200 millimeters of rain along
a swath of coastal California several hun-
dred kilometers wide (Figure1b). Significant
streamflow resulted, including a 5- meter rise
in water level on the Nacimiento River over
12hours (Figure1c), with the flows crest-
ing at 525 cubic meters per second (18,600
cubic feet per second). Record- high daily
streamflows (for that date of year) were also
observed at many other stations in central
and northern California (Figure 1d).
It should be noted that this peak flow of
the Nacimiento River exceeded the annual
peak flow in 28 of the past 40years and did
so in spite of the very dry conditions preced-
ing this storm. This event exhibits key attri-
butes found in other extreme ARs [e.g., Nei-
man etal., 2008; Ralph etal., 2011], including
very large IWV values, indications of entrain-
ment of tropical water vapor (from the west-
ern Pacific in this case, incorporating rem-
nants of a western Pacific typhoon), and the
fact that it stalled over parts of the West Coast
in ways that amplified the storm’s impacts.
Historically, AR storms have been the
sources of many (and, in some areas, most)
floods in the Pacific coast states. For exam-
ple, all storms that resulted in declared
flood conditions on the Russian River of cen-
tral California from 1998 to 2005 arose from
landfalling ARs [Ralph etal., 2006]; similar
relations appear to exist between ARs and
major flooding in most rivers from Califor-
nia to Washington State. In addition to their
roles as producers of extreme storms and
flood hazards, it is important to mention that
ARs also are major contributors to western
(especially California) water supplies [Det-
tinger etal., 2011; Guan etal., 2010]. Indeed,
the half dozen or so ARs per year that make
landfall in California have contributed an
average of one third to one half of all the
state’s precipitation, with a single typical AR
storm yielding perhaps 2.5 –5 cubic kilome-
ters of precipitation, or roughly 10% of the
annual average runoff of the entire Sacra-
mento River basin.
Studies of Atmospheric Rivers
From the West Coast
The dual roles of ARs as hazards and
water resources in many coastal regions may
become a more pressing issue under anthro-
pogenic climate change, which may alter
both hazardous and productive aspects of
these storms [Dettinger, 2011]. For example, in
view of the havoc that these storms wreak on
the Pacific coast states, understanding and
predicting them on time scales from days to
decades, and at spatial scales from mountain
ranges like the Sierra Nevadas and Cascades
to indiv idual river basins, present major chal-
lenges for West Coast meteorologists, clima-
tologists, and hydrologists. Although research
to address the roles of ARs elsewhere is
mostly just beginning, AR research has been
vigorous and productive on the West Coast
for more than a decade.
Over the past decade several studies led by
the National Oceanic and Atmospheric Admin-
istration (NOAA) (see http:// hmt .noaa .gov/)
have explored the inner workings of ARs and
the effects they produce, through intense field
campaigns and the use of new meteorologi-
cal and hydrometeorological sensors includ-
ing radar and sounding assets, research air-
craft, and other remote sensing tools as well
as numerical models. As understanding of the
scales and impacts of ARs has grown, scien-
tific efforts have expanded to include other
agencies on federal, state, and local levels,
including the U.S. Geological Survey (USGS),
the U.S. Army Corps of Engineers, NASA, Cali-
fornia’s Department of Water Resources and
the California Energy Commission, and local
agencies around San Francisco Bay and in
fire- scarred areas of southern California. By
now, a wide- ranging collection of studies are
currently under way on the West Coast to elu-
cidate various aspects of AR phenomena and
their impacts on the West Coast.
One study is the Hydrometeorolog y
Test bed - West (HMT- West), led by the Phys-
ical Sciences Division of NOAA’s Earth
System Research L aboratory. HMT- West
includes long- term geographically focused
field research, as well as innovative moni-
toring and modeling to improve scientific
understanding and short- term prediction
of extreme precipitation events and flood-
ing associated with ARs. Efforts have been
focused around the Russian and American
river basins of central California.
Another is the Enhanced Flood Response
and Emergency Preparednes s (EFREP)
program led by California’s Department of
Wate r Re sour ces, NOA A, and Scripps Inst itu-
tion of Oceanography. EFREP seeks to fos-
ter development and deployment of state-
wide monitoring, modeling, and decision
support programs that make key findings
from HMT- West ope rati onal, for better dete c-
tion, monitoring, and prediction of ARs and
their impact s. A key component is a “picket
fence” of four evenly spaced coa stal obser-
vatories to monitor ARs, statewide observa-
tional networks of soil moisture and IWV,
and 10snow- level radars, all with associated
decision support capabilities.
The CalWater project, led by the Califor-
nia Energy Commission, NOAA, and Scripps,
completed a major field campaign last win-
ter that is providing data for research initia-
tives to address details of the interactions of
ARs with topography, aerosols, and air pollu-
tion. Another goal is to critically assess ARs
in climate models to quantify several key
uncertainties in climate projections of pre-
cipitation for California [Dettinger, 2011].
A major project led by the USGS Multi-
Hazards Demonstration Project, called
ARkStorm, has developed a storm emergency
scenario being used in hazards assessments
and activities aimed at improving emergency
preparedness and public awareness of the
potential for catastrophic AR storms in Cali-
fornia. Their scenario, based on the most
recent AR science, rivals the largest storms
and floods in California’s history and allows
researchers to explore possible responses to
historic levels of flooding, landslides, wind
damage, water pollution, and attendant infra-
structure and economic disruptions.
Outside of California, in 2009 a major
storm damaged an Army Corps of Engi-
neers dam near Seattle that protects a heav-
ily developed area from flooding. After that,
dam operators could not use the full flood
storage capacity of the reservoir (although
repairs have now restored much of this
capacity). To mitigate the risk of flood dam-
ages from 2009 to 2011, NOAA and the
Corps applied concepts and tools for bet-
ter monitoring of ARs that had been devel-
oped in California. AR-related obser vations
were deployed to Washington State to pro -
vide actionable information on AR storms
approaching the area above the dam.
Finally, the Winter Storms and Pacific
Atmospheric Rivers (WISPAR) project, jointly
led by NOAA, NASA, and Nor throp Grum-
man, performed field experiments in early
2011 using a high- altitude, long- endurance
drone aircraft, the Global Hawk, to make off-
shore observations of several ARs over the
Pacific Ocean. The field campaign included
deploying a newly developed dropsonde s ys-
tem to document in detail the structure of
water vapor transport in ARs.
Eos, Vol. 92, No. 32, 9 August 2011
Details of these and other investigations
are available at http:// www .esrl .noaa .gov/
psd/ atmrivers/.
A Scientific Challenge
As is illustrated here, and as was high-
lighted in a special session on ARs at the
2010 AGU Fall Meeting (see http:// hmt .noaa
.gov/ news/ 2011/ 012511 .html), ARs have
become a focus of research and devel-
opment aimed at better physical under-
standing, monitoring, short- term forecasts
and warnings, and climate projections.
Recognizing ARs is key to forecasting
extreme precipitation and flooding in the
Pacific coast states and is now included
in forecaster training by NOA A and other
agencies.
Because of the vast amounts of water that
they transport and deliver, ARs are proba-
bly just as important in many other regions
of the globe where they have been less stud-
ied. For example, recent flood catastrophes
in Nashville, Tenn. (May 2010), and North and
South Carolina (October 2010) were associ-
ated with ARs making landfall from over the
Gulf of Mexico and Atlantic. The central role
of ARs in water cycle dynamics outside the
tropics, increasing pressure on limited water
resources, and changing exposures to flood
risks due to development and climate changes
all demand improved scientific understanding
and forecasts of ARs. Providing those improve-
ments makes ARs a grand challenge for water
cycle science, with important implications for
flooding and water supply.
References
Dettinger, M. (2011), Climate change, atmospheric
rivers, and floods in California—A multimodel
analysi s of storm frequency and magnitude
changes, J.Am. Water Resour. Assoc., 47(3),
514–523, doi:10.1111/ j.1752-1688 .2011 .00546.x.
Dettinger, M. D., F. M. Ralph, T. Das, P.J. Neiman,
and D. R. Cayan (2011), Atmospheric r ivers,
floods and the water resources of California,
Water, 3(2), 445–478, doi:10.3390/ w3020445.
Guan, B., N. P. Molotch, D. E. Waliser, E.J. Fetzer,
and P. J. Neiman (2010), Extreme snowfall
events linked to atmo spher ic rivers and surface
air temperature via satellite mea surements,
Geophys. Res. Lett., 37, L20401, doi:10.1029/
2010GL044696.
Leung, L. R., and Y. Qian (2009), Atmospheric riv-
ers induced heav y precipitation and flooding in
the wester n U.S. simulated by the WRF regional
climate model, Geophys. Res. Lett., 36, L03820,
doi:10.1029/ 2008GL036445.
Neiman, P. J., F. M. Ralph, G. A . Wick, J.Lundquist,
and M.D. Dettinger (2008), Meteorological char-
acterist ics and overland precipitation impacts
of atmospher ic rivers affecting the West Coast
of North America based on eight years of SSM/I
satellite observat ions, J. Hydrometeorol., 9(1),
22–47, doi:10.1175/ 2007JHM855.1.
Ralph, F. M., P. J. Neiman, and R. Rotunno (2005),
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northeastern Pacific Ocean from CALJET-1998
and PACJET-2001: Mean vertical- profile and
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Ralp h, F. M., P. J. Neim an, G. A . Wick, S .I.
Gutm an, M.D. D ett inger, D.R. Cay an, and
A.B. White (2006), Flooding on Califor-
nia’s Ru ssian R iver : Role of atmo spheric
rivers, Geophys. Res. Lett., 33, L13801,
doi:10.1029/2006GL026689.
Ralph, F. M., P. J. Neiman, G. N. Kiladis, K.Weick-
mann, and D. W. Reynolds (2011), Amulti-
sca le ob ser vationa l case study of a Pac ific
atmospheric river exhibiting tropical- extra-
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wave, Mon. Weather Rev., 139(4), 1169–1189,
doi:10.1175/ 2010MWR3596.1.
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Kingsmill (2010), Water vapor fluxes and oro-
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associated with a land- falling atmospheric
river, Mon. Weather Rev., 138(1), 74–100,
doi:10.1175/2009MWR 2939.1.
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Author Information
F. M. Ralph, Physical Sciences Division, Earth Sys-
tem Research Laboratory, NOAA, Boulder, Colo.;
E- mail: marty.ralph@ noaa .gov; and M.D. Dettinger,
USGS and Scripps Institution of Oceanography,
LaJolla, Calif.
A scientist works late to finish up yet
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These days, re search solicitations from
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To help scientists, research programs,
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Maximizing Outreach Efforts
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PAGES 266–267
... Области с ИВА > 20 мм, более 2000 км в длину и менее 1000 км в ширину, согласно методике [6], определяются как атмосферные реки. В качестве исходных для критериальной оценки АР можно использовать данные реанализа и/или модельные оценки [7]. ...
... Четвертый подход связан с выявлением гидрологических экстремумов, например, экстремальных осадков, наводнений [5][6][7]14] или оползней [4]. После выделения экстремумов производится оценка состояния атмосферы с использованием, например, параметров ИВА или IVT, или удельной влажности в сочетании с данными о скорости и направлении ветра, чтобы установить возможное наличие атмосферной реки в исследуемой области [7]. ...
... Четвертый подход связан с выявлением гидрологических экстремумов, например, экстремальных осадков, наводнений [5][6][7]14] или оползней [4]. После выделения экстремумов производится оценка состояния атмосферы с использованием, например, параметров ИВА или IVT, или удельной влажности в сочетании с данными о скорости и направлении ветра, чтобы установить возможное наличие атмосферной реки в исследуемой области [7]. Так, в работе [14] проводится анализ возможных будущих стихийных катаклизмов в регионе Сан-Франциско в условиях глобального климатического потепления, в частности, исследуется одновременное возникновение атмосферных рек и внетропических циклонов. ...
... Since the pioneering work by Zhu and Newell in the late 1990s [1], atmospheric rivers (ARs) have been identified as a key component of the Earth's water cycle [2][3][4]. These transient, narrow, and elongated bands transport water vapor and heat poleward from the tropics, feeding the warm conveyor belt of extratropical cyclones and frontal precipitation [5,6]. ...
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... In order to compare the AR dry intrusion contribution directly to the total STT O 3 flux in the NH, we would need to track all ARs in the NH simultaneously-a specific task that we reserve for future work. We give a rough approximation by considering that 4-5 ARs occur simultaneously around the globe (Ralph & Dettinger, 2011). If half of these are active in the Northern Hemisphere, we approximate that the total STT O 3 flux due to dry intrusions following ARs is 3.6-4. ...
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Atmospheric rivers accompanying Pacific storm systems play an important role in supplying moisture to the West Coast. Heavy precipitation associated with these systems falls not only along the west-facing slopes of the Coastal Range but also along the windward slopes of the interior Sierra Mountains. Simulations of the 29-31 December 2005 storm in northern California using the Weather Research and Forecasting (WRF) model were able to realistically resolve the structure and strength of the water vapor fluxes over ocean and land. The cross-barrier, southwesterly water vapor fluxes, peaking near 700 kg m(-1) s(-1) at the coast, dominated the airmass transformation over the northern California mountain complex. However, there was also significant northward water vapor flux along the base of the Sierras. The combination of a narrow, short-lived water vapor source from the atmospheric river, the gap in terrain facilitating flow around the coastal mountains, and the occurrence of a strong barrier jet at the base of the Sierras all contributed to the northward along-barrier water vapor fluxes within the storm. The coincident timing of the maximum water vapor flux into the central valley with the period when the barrier jet was well developed yielded up valley fluxes >300 kg m(-1) s(-1) for several hours. For the 29-31 December 2005 Pacific storm, the flow around the coastal terrain and up valley replenished about a quarter of the depleted water vapor lost over the coastal mountains.
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Narrow bands of strong atmospheric water vapor transport, referred to as ``atmospheric rivers'' (ARs), are responsible for the majority of wintertime extreme precipitation events with important contributions to the seasonal water balance. We investigate relationships between snow water equivalent (SWE), precipitation, and surface air temperature (SAT) across the Sierra Nevada for 45 wintertime AR events. Analysis of assimilated and in situ data for water years 2004-2010 indicates that ARs on average generate ˜4 times daily SWE accumulation of non-AR storms. In addition, AR events contributed ˜30-40% of total seasonal SWE accumulation in most years, with the contribution dominated by just 1-2 extreme events in some cases. In situ and remotely sensed observations show that SWE changes associated with ARs are closely related to SAT. These results reveal the previously unexplored significance of ARs with regard to the snowpack and associated sensitivities of AR precipitation to SAT.
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A 20-year regional climate simulated by the Weather Research and Forecasting model has been analyzed to study the influence of the atmospheric rivers and land surface conditions on heavy precipitation and flooding in the western U.S. The simulation realistically captured the mean and extreme precipitation, and the precipitation/temperature anomalies of all the atmospheric river events between 1980-1999. Contrasting the 1986 President Day and 1997 New Year Day events, differences in atmospheric stability have an influence on the spatial distribution of precipitation. Although both cases yielded similar precipitation, the 1997 case produced more runoff. Antecedent soil moisture, rainfall versus snowfall, and existing snowpack all seem to play a role, leading to a higher runoff to precipitation ratio for the 1997 case. This study underscores the importance of the atmospheric rivers and land surface conditions for predicting heavy precipitation and floods in the current and future climate of the western U.S.
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A new algorithm is applied to study water vapor fluxes in the troposphere using wind and moisture data from the European Centre for Medium-Range Weather Forecasts. The fluxes are divided into filamentary structures known as tropospheric rivers and what are termed here broad fields. The results show that the tropospheric rivers may carry essentially the total meridional transport observed in the extratropical atmosphere but may occupy only about 10% of the total longitudinal length at a given latitude. The transient fluxes in traditional studies do not catch the filamentary structures completely and may therefore underestimate the fraction of transport assigned to moving systems, as well as omitting the geographical concentration. The mean flow and eddy fluxes evaluated by the new algorithm are considered to be more physically realistic.
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Dettinger, Michael, 2011. Climate Change, Atmospheric Rivers, and Floods in California – A Multimodel Analysis of Storm Frequency and Magnitude Changes. Journal of the American Water Resources Association (JAWRA) 47(3):514-523. DOI: 10.1111/j.1752-1688.2011.00546.x Abstract: Recent studies have documented the important role that “atmospheric rivers” (ARs) of concentrated near-surface water vapor above the Pacific Ocean play in the storms and floods in California, Oregon, and Washington. By delivering large masses of warm, moist air (sometimes directly from the Tropics), ARs establish conditions for the kinds of high snowlines and copious orographic rainfall that have caused the largest historical storms. In many California rivers, essentially all major historical floods have been associated with AR storms. As an example of the kinds of storm changes that may influence future flood frequencies, the occurrence of such storms in historical observations and in a 7-model ensemble of historical-climate and projected future climate simulations is evaluated. Under an A2 greenhouse-gas emissions scenario (with emissions accelerating throughout the 21st Century), average AR statistics do not change much in most climate models; however, extremes change notably. Years with many AR episodes increase, ARs with higher-than-historical water-vapor transport rates increase, and AR storm-temperatures increase. Furthermore, the peak season within which most ARs occur is commonly projected to lengthen, extending the flood-hazard season. All of these tendencies could increase opportunities for both more frequent and more severe floods in California under projected climate changes.
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In September 2005, an extreme precipitation event occurred on the Norwegian southwest coast, which produced flooding and landslides and caused considerable infrastructure damage and loss of human life. We found that this event was triggered by the transport of tropical and subtropical moisture associated with two former hurricanes, Maria and Nate, which both underwent transition into extratropical cyclones. The two former hurricanes generated a large stream of (sub)tropical air which extended over more than 40° of latitude and across the North Atlantic Ocean and carried a large amount of moisture originally associated with hurricane Nate; a so-called atmospheric river or moisture conveyor belt. The mountains along the Norwegian coast caused a strong orographic enhancement of the precipitation associated with the moist air. A Lagrangian moisture tracking algorithm was employed to show that the evaporative source of the precipitation falling over Norway was distributed over large parts of the North Atlantic Ocean, and indeed included large contribution from the subtropics and smaller ones from the tropics. The moisture tracking algorithm was also applied over a 5-year period. It was found that (sub)tropical sources can contribute substantially to the precipitation falling in southwestern Norway throughout the year. Thus other transport mechanisms than hurricanes are important, too, for moving (sub)tropical moisture so far north. The (sub)tropical moisture source is relatively more important during the positive phase of the North Atlantic Oscillation, as well as for stronger precipitation events.