Fact-checked by Grok 2 weeks ago

Polar low

A polar low is an intense, short-lived mesoscale cyclone that forms over polar ocean regions during winter, typically measuring 200–1,000 km in diameter and featuring a warm core embedded in a cold air mass, with gale- to storm-force winds and heavy snowfall.^[1]^[2]^[3] These systems arise primarily from cold air outbreaks over relatively warmer sea surfaces, where sensible and latent heat fluxes destabilize the atmosphere, triggering deep convection and vortex development akin to a miniature tropical cyclone.^[1]^[2] They occur mainly from October to April in the northern hemisphere's Arctic seas, such as the Norwegian, Barents, and Greenland Seas, and less frequently in the Antarctic, with 12–15 events annually over the Norwegian and Barents Seas peaking in December–March.^[1]^[4] Polar lows exhibit a comma-shaped cloud structure visible in satellite imagery, often with an eye-like feature in mature stages due to conditional instability of the second kind (CISK) mechanisms, and they typically last less than two days before decaying upon landfall or as heat fluxes diminish.^[2]^[4] Winds typically average 20-25 m/s (strong gale to near-storm force), reaching hurricane strength (over 32.7 m/s) in about 25% of cases, particularly on the western side of the low, leading to rapid weather shifts, blizzards, waves up to 9 m, and risks like ship icing or rogue waves.^[1]^[3]^[5] Impacts include disruptions to maritime traffic, airport closures, avalanche hazards in coastal areas, and threats to offshore oil and gas operations, as seen in events like the 2001 Vannøya polar low that capsized a boat off Norway or the 1986 Japanese low that derailed a train.^[1]^[3] Forecasting polar lows remains challenging due to their small scale, rapid intensification, occurrence in data-sparse high-latitude oceans, and the need for high-resolution models (under 10 km) to capture air-sea interactions accurately.^[4]^[3] Detection relies heavily on polar-orbiting satellites for infrared and microwave imagery, supplemented by geostationary data when systems move southward, though sparse surface observations complicate verification.^[4] Climate change may alter their frequency, with projections suggesting a potential decrease in the North Atlantic but northward shifts near retreating sea ice edges, underscoring their evolving role in polar weather hazards.^[3]

Overview and Characteristics

Definition and Classification

A polar low is defined as an intense, short-lived mesoscale cyclone that develops over polar ocean regions poleward of the main polar front, typically during wintertime cold air outbreaks from sea ice or continental masses. These systems have diameters ranging from 200 to 1000 km and lifespans of 3 to 36 hours, often producing gale-force surface winds exceeding 17 m/s (Beaufort scale 8 or higher), heavy snowfall, and hazardous marine conditions.^[6] Classification of polar lows is primarily based on their structural and dynamical characteristics, including size, intensity, and dominant formation processes. Intensity criteria emphasize sustained surface winds of at least 17 m/s, with central pressure drops often around 10-20 hPa, distinguishing them as significant mesoscale features. Size classifications group them as small (200-500 km) or larger (up to 1000 km) systems. Dynamically, they are categorized into convective types, driven primarily by symmetric or conditional instability in a cold air mass; baroclinic types, involving frontal-like structures and geostrophic deformation; and hybrid types that combine both mechanisms, as outlined by key researcher Erik A. Rasmussen in his foundational work. These schemes, refined in collaborative studies, aid in identifying polar lows from satellite imagery and reanalysis data, though no formal World Meteorological Organization standard exists beyond general mesoscale cyclone guidelines.^[6]^[7]^[8] Polar lows are differentiated from similar phenomena by their polar maritime origin and lack of a persistent, deep warm core characteristic of tropical cyclones. Unlike extratropical cyclones, which are synoptic-scale (over 1000 km) and strongly frontal, polar lows form in relatively homogeneous cold air masses without extensive baroclinic zones. They also differ from "Arctic hurricanes," a colloquial term sometimes applied to their most intense convective forms, by their transient nature and dependence on cold outbreaks rather than prolonged oceanic heating; similarly, medicanes (Mediterranean tropical-like cyclones) occur in subtropical waters with warmer sea surface temperatures. This distinction underscores their unique role as meso-beta scale disturbances in high-latitude environments.^[9] The term "polar low" emerged in the meteorological literature during the 1970s, as researchers began systematically documenting these high-latitude vortices through early satellite observations, replacing earlier ad hoc names like "instability lows" or "comma clouds." This naming convention, popularized by Scandinavian and North Atlantic studies, reflected their low-pressure nature and polar confinement, facilitating focused research into their mesoscale dynamics.^[8]^[6]

Physical Properties

Polar lows are mesoscale cyclones characterized by diameters typically ranging from 200 to 1000 km, with an average size of approximately 300 km based on global climatological analyses.^[10]^[11] Their lifetimes are short, usually spanning 12 to 32 hours, with an average duration of about 20 hours derived from reanalysis data spanning 1979 to 2020.^[10] These systems exhibit rapid intensification, often featuring central pressures 5 to 20 hPa lower than surrounding pressures, though intense cases can show deepenings up to 10 hPa over 12 hours.^[12]^[13] In terms of intensity, polar lows commonly produce maximum sustained near-surface winds of 20 to 30 m/s, equivalent to gale to storm force, with averages around 22 m/s for peak winds in observed events.^[12]^[14] Central sea-level pressures typically fall between 970 and 990 hPa for the most vigorous systems, though many exhibit minima around 985 to 995 hPa.^[15]^[16] Occasional cases reach hurricane-force winds exceeding 32 m/s, underscoring their potential for severe weather.^[17] Polar lows display considerable variability in their physical attributes, ranging from weaker comma-shaped cloud features with modest winds to intense vortices featuring well-defined spiral cloud bands and stronger circulations.^[18] Climatological datasets from 1980 to 2020 indicate that a majority of identified systems achieve near-gale or stronger winds (≥15 m/s), with regional differences influencing size and intensity—smaller and shorter-lived in confined seas like the Sea of Japan (average 255 km diameter, 12-20 hours) compared to open ocean basins.^[10] Energetically, these cyclones are primarily powered by the release of latent heat through convective processes, supplemented by surface sensible heat fluxes from underlying warm ocean waters, which together drive the system's dynamics via interactions with potential vorticity anomalies.^[19]^[20]

Formation and Development

Environmental Preconditions

Polar lows require specific large-scale environmental conditions to initiate their development, primarily involving marine cold air outbreaks (MCAOs) where frigid Arctic air masses are advected southward over relatively warm ocean surfaces. These outbreaks typically feature northerly flows of polar air, often originating from sea ice-covered regions, encountering sea surface temperatures (SST) that are 15–25°C warmer than the initial air temperature, which destabilizes the marine atmospheric boundary layer through enhanced sensible and latent heat fluxes. This air-sea temperature difference exceeds a threshold of approximately 13 K near ice margins to sustain sufficient convective available potential energy for genesis, with observed means around 8 K in downstream modified air masses during events.^[21]^[22] The synoptic-scale configuration further preconditions the environment by establishing high-pressure blocking patterns over continental areas or ice sheets, such as Greenland, which divert cold air equatorward and create low-level baroclinicity. These setups are marked by geopotential height anomalies at 500 hPa around -140 to -160 gpm below climatology, indicating troughs that channel the outbreaks, alongside horizontal temperature gradients of 1–2 K per 100 km that promote unstable stratification in the lower troposphere. Low static stability, with values near 0.005 s⁻¹, complements this baroclinicity to favor initial disturbance growth.^[21]^[23] Oceanic features play a pivotal role, particularly the edges of sea ice and marginal ice zones in the Nordic Seas, Barents Sea, and Labrador Sea, where abrupt transitions from ice to open water amplify air-sea contrasts and convergence zones. High relative humidity layers (80–90% between 950–850 hPa) in these regions further support moisture availability, with near-surface winds often exceeding 15 m/s to initiate fluxes. These conditions are most conducive during the winter season (November–March in the Northern Hemisphere), when diminished solar heating intensifies outbreaks and temperature disparities, aligning with peak polar low frequency in the coldest months.^[9]^[21]^[22]

Dynamical Mechanisms

Polar lows intensify through a combination of baroclinic and convective processes that release latent heat and organize mesoscale circulations in marine polar air streams.^[24] These mechanisms are triggered by initial disturbances in environments of low static stability and strong vertical wind shear, leading to rapid cyclogenesis over periods of 12–24 hours.^[23] One early theory posits that polar lows develop via conditional instability of the second kind (CISK), where low-level convergence enhances convection, and the resulting latent heat release further strengthens the circulation in a positive feedback loop. In this framework, proposed by Rasmussen in 1979, cumulus clouds act as heat sources proportional to the cyclone's intensity, driving intensification in a two-layer quasi-geostrophic model. However, Emanuel (1986) critiqued CISK's applicability, arguing that polar lows lack sufficient convective available potential energy for sustained growth without baroclinic forcing, though it may contribute in hybrid scenarios. Symmetric instability, often in its moist form, provides another pathway, particularly in regions with steep isentropic surfaces and reduced static stability, promoting slantwise convection along frontal zones.^[24] This instability extracts energy from horizontal temperature gradients, leading to organized ascent and vortex formation when the moist potential vorticity becomes negative.^[24] Studies indicate that symmetric instability is prevalent in forward-shear configurations, where the vertical wind shear aligns with the low's propagation, facilitating comma-shaped cloud structures during the mature stage.^[23] The dominant modern understanding emphasizes moist baroclinic instability, where latent heat release along developing fronts amplifies initial perturbations in shallow baroclinic layers.^[24] Terpstra et al. (2015) demonstrated through idealized simulations that moisture reduces the static stability, allowing growth rates up to 1.5 day⁻¹, comparable to observed polar low development.^[24] This process is governed by the moist potential vorticity equation, simplified for mesoscale development as:

\frac{Dq_m}{Dt} = -\mathbf{v} \cdot \nabla q_m + \frac{\partial}{\partial z} \left( \kappa \frac{\partial q_m}{\partial z} \right) + S

where q_m is moist potential vorticity, the first term represents advection, the second diffusion, and S sources including diabatic heating from latent heat release.^[27] Latent heat release plays a central role in the thermodynamic energy equation, providing the primary heating term that sustains intensification:

\frac{D\theta}{Dt} = \frac{Q}{c_p \Pi} + \text{other terms},

with Q = L_v \cdot P, where L_v is the latent heat of vaporization, P the precipitation rate, \theta potential temperature, and \Pi the Exner function.^[28] This heating, often exceeding 10 K day⁻¹ in convective cores, tilts baroclinic zones and enhances frontogenesis.^[24] Development typically proceeds in stages: an initial baroclinic wave perturbation, often from upper-level troughs, grows under moist conditions, organizing convection into a vortex.^[29] This transitions to rapid cyclogenesis via frontogenesis, with surface winds reaching 25–30 m s⁻¹ as the low matures.^[23] In strong-shear environments (>1.5 × 10⁻³ s⁻¹), forward or reverse shear configurations dominate, promoting asymmetry and spiral cloud bands.^[23] Recent refinements highlight hybrid mechanisms blending baroclinic growth with convective feedback, supported by high-resolution modeling. Stoll et al. (2021) used idealized simulations to show that moist baroclinic instability explains 60–70% of intensification in observed cases, with convection dominating later stages.^[23] Coupled atmosphere-ocean models from the 2020s, such as those by Wu (2021), reveal that air-sea heat fluxes modulate growth, reducing biases in pressure falls by up to 5 hPa.^[30] These studies underscore the role of low-level shear in transitioning from baroclinic to vortex-dominated dynamics.^[29] Recent studies as of 2024 continue to affirm moist baroclinic instability as the dominant mechanism, with hybrid convective feedbacks in later stages, supported by idealized simulations and global climatologies.^[9]

Internal Structure

Horizontal Features

Polar lows exhibit distinctive horizontal structures observable in satellite imagery, primarily characterized by organized cloud patterns that reveal their mesoscale vortex nature. These patterns often appear as comma-shaped cloud bands or spiral arms wrapping around the low's center, formed by bands of intense convection spiraling cyclonically outward in a manner reminiscent of tropical cyclones.^[31]^[32] In more intense cases, a clear central "eye" emerges, typically 50-100 km in diameter, surrounded by a wall of deep cumulonimbus clouds, with the eye featuring minimal cloud cover and subsiding air.^[20] These features arise from the interaction of cold air outbreaks with warm ocean surfaces, leading to localized convection that organizes into these coherent structures.^[12] Surface wind fields in polar lows are typically asymmetric, with maximum speeds concentrated in the right sector relative to the system's direction of motion, often exceeding 15-20 m/s and reaching gale force (17 m/s or higher) near the center.^[2]^[20] The associated sea-level pressure patterns display tight isobar gradients around the low's core, with central pressures as low as 975-980 hPa in observed cases, creating steep pressure drops over distances of 100-200 km that drive the intense winds.^[20] These asymmetries stem from environmental wind shear and the low's propagation, resulting in stronger inflow and outflow on one side of the vortex.^[33] At the mesoscale, polar lows comprise embedded convective cells within a larger vortex, with individual cells typically 10-50 km in diameter contributing to the overall organization, while the encompassing system spans 200-600 km horizontally.^[6] This structure features a ring of deep convection encircling the eye, with smaller-scale vortices sometimes nested inside, enhancing the low's intensity through cooperative ascent.^[20] Variability exists between Arctic and Antarctic polar lows, influenced by regional geography; Arctic systems often show greater asymmetry due to proximity to land and sea ice edges, whereas Southern Ocean examples tend toward more symmetric forms owing to the uniform open-ocean environment, with larger overall diameters (around 300-400 km) and slightly weaker peak winds.^[10]

Vertical and Thermodynamic Structure

Polar lows exhibit distinct vertical wind shear profiles, characterized by a pronounced low-level jet with speeds typically reaching 20-30 m/s near the surface, confined to the lowest 1-3 km of the atmosphere, while upper-level winds provide weak support due to the quasi-barotropic structure aloft.^[34]^[33] This configuration arises in environments with reverse shear, where the low-level jet forms on the warm side of a baroclinic zone, enhancing surface heat fluxes without the deep upper-level divergence seen in mid-latitude cyclones. Unlike mid-latitude systems, polar lows lack a warm conveyor belt, relying instead on cold air advection and limited upper-tropospheric interaction, which contributes to their shallow, mesoscale nature.^[35] The temperature profiles within polar lows often support conditional symmetric instability (CSI), with slantwise neutral surfaces promoting organized slantwise convection along isentropic layers.^[36] These profiles feature low static stability (Brunt-Väisälä frequency N \approx 0.005 s^{-1} ) and significant equivalent potential temperature (\theta_e) gradients, typically around 2 K per 100 km, driving the release of latent heat in moist-baroclinic environments.^[35] Soundings reveal nearly moist adiabatic lapse rates from about 830 hPa to the tropopause, reflecting adjustment by deep convection and resulting in a warm core at low levels with a surrounding cold ring.^[34] Thermodynamic balances in polar lows are dominated by diabatic heating from condensation, which outweighs adiabatic cooling and sustains intensification through enhanced baroclinicity.^[35] Sensible heat fluxes from the ocean surface play a key role, often exceeding latent heat contributions in some cases (ratios of 2.6-2.2), while moisture convergence fuels precipitation along warm fronts.^[34] This energy cycle can be described by the moist static energy (MSE), defined as

\text{MSE} = c_p T + g z + L q,

where c_p is the specific heat at constant pressure, T is temperature, g is gravity, z is height, L is the latent heat of vaporization, and q is specific humidity; high MSE near the center (e.g., associated with 5.68 mb vapor pressure at 0°C) drives pressure falls up to 70 hPa.^[34] Observational data from dropsondes and radar confirm the shallow circulation of polar lows, typically extending to 5-7 km, with cloud tops averaging 5.7 km but reaching up to 9 km in some cases.^[37]^[34] Dropsondes deployed during field campaigns, such as those over the Norwegian Sea, reveal mid-level warming in the warm seclusion region, with thermal fronts showing \theta gradients of 3 K per 50 km in the lower 500-1000 m, alongside ice-dominated cloud structures (96-100% ice phase) and supercooled liquid water more prevalent in the eye.^[33]^[37] Radar-lidar observations further highlight higher ice water content and larger crystal sizes near cloud tops in spiraliform types compared to comma-shaped forms.^[37]

History and Research

Early Discoveries

The initial recognition of polar lows as distinct meteorological phenomena emerged in the mid-20th century through scattered ship reports and surface observations in high-latitude seas. In the 1950s, Norwegian meteorologists documented intense small-scale depressions in the Barents Sea based on reports from maritime traffic and weather ships, which described sudden gale-force winds and rapid pressure drops during cold-air outbreaks. These events were initially termed "instability lows" by Peter Dannevig in 1954, who analyzed surface charts showing such systems embedded in northerly polar air flows over Norwegian waters.^[8] The advent of satellite imagery in the 1960s marked a turning point, revealing numerous previously undetected "small intense depressions" across the Nordic Seas through aerial reconnaissance and early visible-band photos. British meteorologists formalized the term "polar low" in the 1964 Handbook of Weather Forecasting, defining it as small-scale cyclones or troughs within the polar air stream, distinguishing them from larger synoptic systems. Early case studies, such as Harrold and Browning's 1969 analysis of a polar low using radiosonde data and synoptic charts, highlighted their baroclinic nature and comma-shaped cloud patterns observed via emerging satellite data.^[8] Norwegian research in the 1970s advanced documentation through dedicated studies of outbreaks in the Nordic Seas, relying on weather ship networks for pressure and wind measurements. A notable event was the extreme polar low in the Barents Sea in early January 1975, which produced severe gales and was analyzed as an archetype of instability-driven intensification using limited in-situ data. These investigations, including Rabbe's 1975 work on "Arctic instability lows," emphasized their maritime origins and short lifecycles.^[38]^[8] Early recognition faced significant challenges due to sparse observations before widespread satellite coverage, leading to frequent confusion with occluded fronts in traditional synoptic analysis. Meteorologists often misattributed polar lows to remnants of larger frontal systems, as surface ship reports alone could not resolve their mesoscale structure or convective elements, delaying a clear conceptual framework until the late 1970s.^[8]

Modern Advances and Key Studies

In the 1980s, theoretical understanding of polar low formation advanced significantly with the introduction of the Conditional Instability of the Second Kind (CISK) model by Erik Rasmussen, which posited that polar lows develop as extratropical disturbances driven by conditional instability through interactions between convection and large-scale dynamics. This framework emphasized the role of latent heat release in sustaining mesoscale vortices over cold seas, building on earlier convective ideas but incorporating extratropical influences.^[39] By the 1990s, research shifted toward baroclinic theories, recognizing the importance of environmental baroclinicity in initiating and amplifying polar lows, as explored in studies by Montgomery and Farrell, who described an initial baroclinic growth phase followed by symmetric instability.^[40] This transition highlighted how polar lows often emerge from shallow baroclinic zones near sea ice edges, challenging the purely convective CISK paradigm and integrating geostrophic adjustments.^[27] The 2010s saw the emergence of hybrid moist-baroclinic frameworks, which combine moist processes with baroclinic instability to explain diverse polar low structures, as demonstrated in numerical simulations showing enhanced growth under moist conditions.^[35] Key observational breakthroughs included the Norwegian Polar Lows Project (1983–1986), a coordinated field campaign involving aircraft, buoys, and ships that documented multiple polar low events in the Nordic Seas, providing the first comprehensive in-situ data on their kinematics and thermodynamics.^[41] More recently, during the International Polar Year (2007–2008), the IPY-THORPEX initiative deployed dropsondes from research aircraft to probe polar low interiors, yielding high-resolution profiles of temperature, humidity, and winds that validated model representations of convective and baroclinic processes.^[42] Modeling advancements have improved polar low simulation through high-resolution numerical weather prediction (NWP) systems, such as the AROME-Arctic model operating at 2.5 km grid spacing, which captures mesoscale features like vortex intensification and surface fluxes more accurately than coarser resolutions.^[43] In the 2020s, climate modeling efforts using CMIP6 ensembles have assessed polar low sensitivity to warming, revealing potential decreases in frequency and intensity due to reduced sea ice contrasts, though with regional variability in the Barents Sea.^[44] Recent studies have addressed longstanding gaps in formation pathways and detection, identifying five moist-baroclinic configurations based on wind shear orientations, as analyzed in reanalysis data from 2021.^[35] Additionally, machine learning approaches, including deep neural networks applied to satellite imagery, have enhanced automated detection of polar lows and polar mesoscale cyclones, overcoming challenges like class imbalance and scale variability in datasets from 2020 onward.^[45] A 2024 review of polar low research highlights advances since 2021, including the development of subseasonal forecasting methods using the Polar Genesis Index (PGI) for predicting polar low activity and continued refinement of hybrid formation mechanisms amid climate change uncertainties.^[9]

Distribution and Climatology

Geographical Patterns

Polar lows predominantly form in the Northern Hemisphere, with the primary hotspots concentrated in the Nordic Seas, encompassing the Norwegian Sea, Barents Sea, and Greenland Sea. These regions have the highest density of polar low activity, driven by frequent cold air outbreaks over relatively ice-free waters adjacent to sea ice edges or continental masses.^[46] Secondary areas of occurrence include the Labrador Sea and the Bering Sea, where polar lows develop under similar marine conditions but with lower overall frequency compared to the Nordic Seas.^[10] Climatological analyses using ERA5 reanalysis data indicate an average of about 12 polar low events per year across the Nordic Seas during the 2000–2009 period, with fewer events concentrated in the Barents Sea each winter season.^[47]^[22] In the Southern Hemisphere, polar lows are less frequent and primarily occur over the Southern Ocean, particularly near the Antarctic Peninsula, the Weddell Sea, the Amundsen and Bellingshausen Seas, and off the coast of Wilkes Land.^[46]^[48] The reduced occurrence relative to the Northern Hemisphere stems from extensive sea ice coverage, which acts as a buffer limiting cold air outbreaks and baroclinic instability over open water.^[10] These events contribute significantly to mesocyclone activity in regions like the Drake Passage and East Antarctic coast, where they can represent 40–100% of total mesoscale cyclones during winter months.^[48] Polar low tracks typically propagate southeastward at speeds of 5–15 m/s, following the prevailing low-level winds during cold air outbreaks, though speeds can reach up to 20 m/s depending on the synoptic environment.^[49] In the Nordic Seas, topographic features such as the Scandinavian Mountains influence development by enhancing vorticity through flow blocking and channeling, preconditioning the atmosphere for polar low genesis downstream over the Norwegian and Barents Seas.^[46]^[50] Zonal variations show higher polar low occurrence in marginal seas adjacent to sea ice or land, such as the Nordic Seas and Labrador Sea, compared to the open ocean, where events are rarer due to greater distances from instability sources and faster decay of mesoscale features.^[10] This pattern reflects the dependence on localized baroclinicity near ice edges, with density peaking at 4 days per year in the Nordic Seas versus lower values (e.g., 2 days per year) in more expansive open ocean areas like the Bering Sea's western sector.^[22] Frequency estimates vary due to differences in detection criteria and data sources, with older satellite-based studies reporting lower numbers and recent reanalyses higher values.^[31]

Seasonal Frequency and Long-Term Trends

Polar lows display a distinct seasonal cycle, with the majority forming during the cold season in each hemisphere due to the availability of marine cold air outbreaks over open water adjacent to sea ice or cold continents. In the Northern Hemisphere, occurrences peak from November to March, with the highest frequency in December and January, accounting for over 80% of annual events; activity is negligible from June to August. In the Southern Hemisphere, the peak extends from April to October, though the season is somewhat longer and less intense compared to the north, with minimal events from December to February. Diurnal variations in polar low development are generally minimal, as their formation is driven more by synoptic-scale cold air advection than daily cycles.^[10] Interannual variability in polar low frequency is notable and often linked to large-scale atmospheric patterns such as phases of the North Atlantic Oscillation (NAO). During positive NAO phases, enhanced westerly flow reduces cold air outbreaks, leading to fewer events in regions like the Nordic Seas, whereas negative NAO phases favor more frequent outbreaks and thus higher polar low counts. Recent ERA5-based climatologies from 1979 to 2020 indicate an average of approximately 330 polar lows per year across the Northern Hemisphere, with 20–40 events per winter season in key basins such as the Nordic and Barents Seas; similar but slightly lower numbers apply in the Southern Hemisphere.^[51]^[52]^[10] Long-term trends reveal a complex picture influenced by observed climate variability and future projections. Historical data show mixed findings, with some studies indicating no significant overall trend in Northern Hemisphere frequency from 1979 to 2020 and others reporting a positive trend, particularly in regional activity like the Nordic Seas due to variable sea ice conditions.^[10]^[52]^[9] Climate model projections suggest a potential decrease in polar low frequency of about 10% per decade through the 21st century, driven by Arctic amplification effects that reduce cold air outbreaks and increase atmospheric stability; for instance, high-resolution simulations indicate over 60% fewer events by 2100 under high-emissions scenarios. Concurrently, remaining polar lows may exhibit increased intensity, with stronger winds and precipitation, as warmer sea surface temperatures enhance latent heat release. Recent analyses as of 2024 emphasize these shifts, attributing them to declining sea ice extent and altered baroclinicity, though uncertainties persist in Southern Hemisphere projections due to model biases in Antarctic sea ice.^[10]^[52]^[9]

Impacts and Hazards

Weather and Environmental Effects

Polar lows generate intense precipitation, primarily in the form of snow showers and hail, often organized into squall lines that deliver heavy accumulations over short periods. These convective bands can produce snowfall rates exceeding several centimeters per hour in the most vigorous systems, contributing to rapid whiteout conditions and reduced visibility. The associated moisture is drawn from the underlying ocean, where enhanced evaporation and sea spray further cool the surface waters by transferring latent heat to the atmosphere.^[46]^[12]^[53] The storms' gale-force winds, typically reaching 15–21 m/s with gusts up to 35 m/s in extreme cases, drive significant wave heights of 5–10 m or more, creating hazardous rough seas that exacerbate turbulence, particularly over marginal ice zones where waves interact with broken pack ice. These winds enhance momentum transfer to the ocean surface, amplifying wave growth through fetch extension as the low propagates. Over ice edges, the resulting shear generates additional turbulence, fragmenting sea ice and promoting its redistribution.^[54]^[10]^[5] Temperature anomalies during polar lows feature localized surface warming from the release of latent heat in updrafts, contrasting with cooling aloft due to evaporative processes in the convective towers. This vertical structure intensifies instability, sustaining the low's development. Regarding sea ice, the storms promote ocean heat loss of up to several hundred W/m² through turbulent fluxes, leading to surface cooling that favors new ice formation and dense water production at ice edges, though intense cases may temporarily enhance melt via mechanical breakup.^[55]^[56] Broader environmental interactions include sea spray generation, which injects salt aerosols into the lower atmosphere, potentially influencing cloud microphysics and radiative properties over polar regions. The cyclonic winds may also drive localized upwelling, bringing nutrient-rich deeper waters to the surface and stimulating phytoplankton blooms in open leads.^[53]^[57]

Human and Societal Consequences

Polar lows present substantial risks to maritime activities in the Nordic Seas, where intense winds exceeding 30 m/s, rough seas, and rapid icing can compromise vessel stability and lead to capsizing or sinkings, particularly for fishing boats and smaller ships. A notable incident occurred in late February 1987, when the Norwegian Coast Guard vessel KV Nordkapp accumulated over 110 tons of ice during a polar low in the Barents Sea, severely threatening its operational capacity and illustrating the dangers of sea-spray icing in cold outbreaks. Another example is the October 2001 event near Vannøya island, where gale-force winds from a polar low capsized a local boat, underscoring the hazards to fishing operations in exposed waters.^[58]^[59]^[3] Aviation over polar regions faces severe disruptions from polar lows due to moderate-to-severe turbulence and icing, which endanger aircraft on transpolar routes and low-level flights. These conditions often result in flight diversions, delays, or suspensions, as pilots avoid the vortex cores where updrafts and supercooled droplets pose critical threats. Airports in northern Norway have experienced closures during polar low passages, halting regional connectivity and stranding passengers amid blizzards and wind shear.^[12]^[60] Coastal communities in the Arctic experience amplified impacts from polar lows through storm surges and wave action that exacerbate erosion and flooding, endangering infrastructure like homes, roads, and ports. These events can drive water levels several meters above normal, leading to inundation of low-lying settlements and accelerated shoreline retreat rates of up to 1-2 meters per year in vulnerable areas. Economic repercussions include repair costs estimated at several million USD per major event, affecting local economies reliant on fishing and tourism in regions like northern Norway and Svalbard.^[61]^[62] Increasing Arctic shipping volumes, growing by approximately 7% annually since the early 2010s, elevate societal vulnerability to polar low hazards by expanding vessel exposure in high-risk zones like the Barents and Norwegian Seas. Recent 2020s assessments highlight the need for enhanced adaptation measures, including improved forecasting integration into route planning and reinforced vessel designs under the Polar Code, to mitigate risks to expanding commercial and resource extraction activities.^[63]^[64]

Observation and Forecasting

Detection Techniques

Satellite remote sensing plays a central role in detecting polar lows, leveraging both infrared and microwave imagery to identify cloud structures, wind patterns, and atmospheric moisture anomalies even under opaque cloud cover. Infrared sensors, such as those on MODIS and AVHRR, capture cloud-top temperatures and convective features, enabling the visualization of polar low vortices through their spiral cloud bands and cold overshoots, as demonstrated in analyses of events over the Chukchi and Beaufort Seas.^[65] Microwave instruments like SSM/I and SSMIS provide complementary data on total atmospheric water vapor and surface winds, detecting polar lows via anomalies exceeding 2 kg/m² in water vapor relative to surroundings and wind speeds above 15 m/s, which is particularly useful for identifying systems obscured by high clouds.^[66] Automated algorithms enhance this process by tracking vortices in satellite-derived fields, such as those processing microwave brightness temperatures to isolate mesoscale features.^[67] In-situ observations offer direct measurements but are constrained by the remoteness of polar regions. Buoy networks, including those deployed during field campaigns like LOFZY in 2005, record sea-level pressure drops of 2-3 hPa and near-surface temperature changes at polar low centers, helping validate remote sensing data.^[68] Ship-based radiosondes and surface observations capture subcloud layer winds up to 19 m/s and vertical profiles of cloud layers extending to 2.5 km, while aircraft dropsondes from research flights measure core pressures as low as 1006.8 hPa and heat fluxes exceeding 500 W/m² in frontal bands.^[68] Radar coverage remains limited due to sparse infrastructure in Arctic and Antarctic seas, restricting its use to occasional coastal or shipborne systems for detailed precipitation and wind mapping.^[69] Reanalysis products like ERA5 facilitate retrospective detection by integrating diverse observations into consistent datasets, identifying polar lows through criteria such as relative vorticity maxima exceeding 25 × 10^{-5} s^{-1} at 850 hPa and mesoscale diameters under 430 km.^[10] These methods reveal approximately 30-45 events per winter season in key regions like the Nordic and Barents Seas, based on pressure minima and vorticity tracking over 1979-2020.^[66]^[10] Emerging technologies in the 2020s are improving resolution and coverage for polar low observations. Drone-based platforms enable autonomous in-situ profiling of winds and thermodynamics in remote Arctic areas, complementing traditional aircraft during campaigns to capture fine-scale structures.^[70] Hyperspectral satellites, such as EnMAP launched in 2022, offer enhanced spectral resolution for distinguishing cloud microphysics and sea ice interactions in polar lows, providing data at 30 m spatial scales for better vortex delineation.^[71]

Prediction Methods and Challenges

Predicting the development of polar lows relies primarily on high-resolution numerical weather prediction (NWP) models that capture mesoscale dynamics. The European Centre for Medium-Range Weather Forecasts (ECMWF) Integrated Forecasting System (IFS), operating at approximately 9 km horizontal grid spacing and 137 vertical levels, explicitly resolves polar low structures larger than about 100 km in diameter, enabling forecasts up to several days ahead. Ensemble prediction systems, such as ECMWF's 51-member ensemble and the MetCoOp Ensemble Prediction System (MEPS) at 2.5 km resolution, account for uncertainty in initial conditions and model physics, improving probabilistic forecasts of polar low tracks and intensity by sampling perturbations in atmospheric variables.^[72] These methods integrate data from satellites and sparse in-situ observations to initialize models, with ensemble spreads highlighting regions of high forecast uncertainty, such as during marine cold air outbreaks.^[73] For short-term nowcasting (0-6 hours), techniques extrapolate patterns from satellite imagery and weather radar data to track evolving polar low features like comma clouds or spiral rainbands. Geostationary and polar-orbiting satellites, such as Meteosat and Suomi NPP, provide infrared and microwave observations that reveal convective structures, allowing simple advection-based extrapolation for immediate warnings.^[74] Emerging AI and machine learning classifiers, trained on datasets from the 2010s to 2020s including synthetic aperture radar (SAR) images and reanalysis products like ERA5, recognize polar low signatures with high accuracy, enhancing pattern-based nowcasts by predicting short-term evolution without full dynamical simulations. In 2025, ECMWF operationalized its Artificial Intelligence Forecasting System (AIFS), providing machine learning-driven ensemble forecasts at approximately 25 km resolution that improve representation of mesoscale features like polar lows in data-sparse regions.^[9]^[75] These tools feed detection outputs from satellite and radar into rapid-update models, bridging the gap between observation and medium-range forecasts. Forecasting polar lows faces significant challenges, particularly in initializing the marine boundary layer where heat and moisture fluxes drive convective instability. Sparse observations over polar oceans lead to errors in representing surface temperature contrasts and turbulent fluxes, often resulting in poor simulation of the unstable boundary layer essential for polar low genesis.^[59] Model resolutions below 10 km are required to resolve these mesoscale processes adequately, yet many operational global models still underperform at coarser grids, limiting explicit convection and air-sea coupling.^[72] Intensity is frequently underpredicted by 20-30% in standard NWP due to these initialization issues and parameterization shortcomings, leading to forecast failures in up to 20% of cases despite improved tracking.^[76] Recent advances in data assimilation have bolstered predictability, with four-dimensional variational (4D-Var) methods in systems like ECMWF incorporating satellite radiances (e.g., from AIRS and FY-3D MWHS-II) to refine initial states and reduce boundary layer biases.^[77] These techniques assimilate observations over a time window, improving representation of upper-level troughs and baroclinicity that precondition polar low formation.^[78] Studies from 2024 highlight the need for enhanced forecasting under climate scenarios, where projected decreases in polar low frequency in traditional formation regions but potential emergence in new areas near retreating sea ice edges demand coupled ocean-atmosphere models and AI-augmented ensembles to address growing uncertainties in a warming Arctic.^[9]

References

[1]
Polar lows explained - BarentsWatch.no
Nov 11, 2013 · Polar lows arise when frigid air from the Arctic icecap or cold landmasses flows out over the warmer sea. Drawing heat and moisture from the ...
[2]
POLAR LOW - Meteorological Physical Background
A Polar Low is a meso-scale cyclone with a warm core only existing in a cold airmass at quite a distance from the polar front. They occur in the winter period ...
[3]
The Challenges of Forecasting Small, But Mighty, Polar Lows - Eos.org
Sep 3, 2021 · Polar lows are often associated with severe weather like heavy snow showers and strong winds that can reach hurricane force. Thus, they ...<|control11|><|separator|>
[4]
Polar lows - EUMETSAT - User Portal
Polar lows are wintertime phenomena, that occur mainly from October to April. Because of their northerly position, their small scale, and their appearance in ...
[5]
[PDF] Polar Lows and Other High Latitude Weather Systems - ECMWF
Introduction. Polar lows are mesoscale (less than 1,000 km diameter), short-lived (lifetime usually less than 24 hours) active depressions occurring over ...
[6]
Polar Lows over the Nordic Seas: Improved Representation in ERA ...
Based on these properties, polar lows were classified into three types, as follows: baroclinic, convective, or hybrid (i.e., polar lows that move from ...
[7]
[PDF] Polar Lows - Assets - Cambridge University Press
Dannevig (see Section 1.2) defined instability lows (polar lows) as small but intense vortices which form in cold air outbreaks over the sea, occasionally ac-.<|control11|><|separator|>
[8]
Polar low research: recent developments and promising courses of ...
Mar 5, 2024 · Polar lows (PLs) are intense maritime mesoscale weather systems that develop during marine cold air outbreaks at high latitudes.Abstract · Introduction · Other advances in PL research · Discussion
[9]
A global climatology of polar lows investigated for local differences ...
Apr 11, 2022 · The horizontal scale of the polar low is approximately between 200 and 1000 km and has surface winds near or above gale force (15 m s−1).
[10]
[PDF] An objective global climatology of polar lows based on reanalysis data
Oct 18, 2018 · The horizon- tal scale of the polar low is approximately between 200 and 1000km and has surface winds near or above gale force.” Some PLs are ...
[11]
Polar Low - EUMeTrain
Polar lows are small, but fairly intense maritime cyclones that form poleward of the polar front (Rasmussen and Turner, 2003).
[12]
Polar Low Genesis and Intensification Mechanisms Near the Ice ...
The dry PL central pressure is about 9 hPa weaker than the CTRL with ∼995 hPa compared with the 988 hPa of the CTRL simulation. The weaker development in the ...
[13]
High-Resolution Simulation of Polar Lows over Norwegian and ...
Jan 22, 2021 · The most well-known definition of a polar low was formulated by Rasmussen and Turner (2003): “A polar low is a small, but fairly intense ...Missing: coined | Show results with:coined
[14]
Developing a methodology for user‐oriented verification of polar low ...
Aug 18, 2024 · In this section we describe the diagnostics and metrics applied in the evaluation of polar low characteristics. In the following we use ...
[15]
Analysis of the Development Mechanisms of a Polar Low over the ...
Polar lows (PLs) are maritime mesoscale cyclones associated with severe weather. They develop during marine cold air outbreaks near coastlines and the sea ...<|control11|><|separator|>
[16]
Development of Polar Lows in Future Climate Scenarios over the ...
Polar lows (PLs) are intense mesoscale cyclones that form over polar oceans during colder months. Characterized by high wind speeds and heavy precipitation, ...
[17]
Polar Low Workshop in - AMS Journals
The term “polar low” should be used for intense maritime mesocyclones with scales up to about 1,000 km with a near-surface wind speed exceeding 15 m s–1. POLAR ...
[18]
Re‐examining the roles of surface heat flux and latent heat release ...
Jun 30, 2016 · In fact, polar lows often initiate through mainly baroclinic processes before surface fluxes, convection, low static stability, and latent ...<|control11|><|separator|>
[19]
[PDF] Polar lows as arctic hurricanes
the polar low center had warmed up to and system with uniform grid spacing in the radial become saturated at the observed sea surface and vertical ...
[20]
Full article: Environmental conditions for polar low formation and ...
Jun 5, 2019 · Polar low is a small, but fairly intense maritime cyclone that forms poleward of the main baroclinic zone (the polar front or other major ...
[21]
https://www.tandfonline.com/doi/full/10.1080/16000870.2019.1618131
[22]
https://doi.org/10.5194/wcd-3-483-2022
[23]
https://doi.org/10.5194/wcd-2-19-2021
[24]
https://doi.org/10.1002/qj.2507
[25]
[PDF] Polar Low Dynamics - Projects at Harvard
Dec 15, 1992 · The equations (2.3) comprise two prognostic equations for the interior potential vorticity (2.3. a) and boundary potential temperature (2.3.
[26]
https://doi.org/10.1175/1520-0493(1986)114
[27]
https://projects.iq.harvard.edu/files/brian_f_farrell/files/polar_low_dynamics_1992.pdf
[28]
https://doi.org/10.1111/j.1600-0870.1989.tb00362.x
[29]
Can Polar Lows be Objectively Identified and Tracked in the ...
In both cases, the cloud vortexes characteristic of polar lows can be identified in the satellite images. Comma-shape or spiraliform cloud patterns have ...
[30]
[PDF] A SATELLITE-DERIVED CLIMATOLOGY OF POLAR LOW ...
Jan 23, 1990 · They are single air mass storms, appearing as comma or spiral-shaped cloud masses on satellite imagery (Reed. (1986), reported in Rasmussen ...Missing: arms | Show results with:arms
[31]
Structure of a shear‐line polar low - Sergeev
Aug 28, 2016 · Satellite remote-sensing instruments provide estimates of cloud composition, surface winds, and radiative fluxes. ... pressure field (Figure 3(c)) ...
[32]
[PDF] Polar lows as arctic hurricanes
The experiments also show that the deep, cold cut-off lows which create favorable thermodynamic environments for polar lows also inhibit their development ...
[33]
Polar lows – moist-baroclinic cyclones developing in four different ...
Jan 15, 2021 · Polar lows (PLs) are intense mesoscale cyclones with a typical diameter of 200–500 km and a short lifetime of 6–36 h that develop in marine ...Missing: secondary | Show results with:secondary
[34]
The effect of vertical and slantwise convection on the simulation of ...
Two polar low cases during February 1984 are simulated with a mesoscale ... Conditional symmetric instability-a possible explanation for frontal rainbands.
[35]
[PDF] New Insights Into the Vertical Structure of Clouds in Polar Lows ...
We highlight the cloud phase, describe the vertical distribution of ice mass and crystal size, and stress some differences between spiraliform and comma‐shaped ...
[36]
Investigation of the Barents Sea Upper Layer Response to the Polar ...
The present paper is focused on reproducing the extreme polar low observed over the Barents Sea in early January 1975, on the metocean hindcast data and on ...
[37]
An Investigation of a Polar Low with a Spiral Cloud Structure
North Atlantic traditionally called polar lows are not comma clouds and an example of a non-comma polar low will be discussed in the following. The purpose of ...Missing: coined | Show results with:coined
[38]
[PDF] POLAR LOWS - ECMWF
This minimum is a result of redistribution of PV toward lower levels caused by release of latent and sensible heat. Figure 16 a and b shows a W-E cross-section.
[39]
The Norwegian Polar Lows Project - jstor
As a probable cause for this he mentioned the many types of polar lows including baroclinic as well as convectively driven systems. References. Brown, R. A., ...
[40]
Can CAPE Maintain Polar Lows? in - AMS Journals
Several following investigations concluded that CISK could contribute to some polar low developments (Craig and Cho 1988; Økland 1987). Emanuel (1986) ...
[41]
A well‐observed polar low analysed with a regional and a global ...
Feb 13, 2020 · The capability of the weather-prediction model AROME-Arctic for simulating a well-observed polar low ... convective cells. The maximum ...
[42]
Development of Polar Lows in Future Climate Scenarios over the ...
Aug 15, 2024 · Polar lows are intense cyclones with high winds and heavy precipitation. Climate warming is expected to decrease their intensity, but the ...
[43]
Machine learning methods for the detection of polar lows in satellite ...
In our study, we propose a deep learning approach for the detection of PLs and PMCs in remote sensing data, which addresses class imbalance and scale filtering ...
[44]
Polar Lows
### Summary of Polar Lows from Oxford Research Encyclopedia of Climate Science, 2020
[45]
[PDF] A climatological study of polar lows in the Nordic Seas
The first known infrared satellite image of a polar low was obtained on 5 January. 1970, when a polar low over the northern part of Britain was observed by ...
[46]
Southern Ocean mesocyclones and polar lows from manually ...
Jul 19, 2017 · Polar lows are mostly located over the East Antarctica coast and the Drake Passage where they contribute between 40 and 100% of the total ...
[47]
Polar low tracks over the Nordic Seas: a 14-winter climatic analysis
PL characteristics (size and lifespan) and tracks (direction and propagation speed) differ according to WRs. PLs forming during the negative phase of NAO ...Missing: topography mountains
[48]
https://agupubs.onlinelibrary.wiley.com/doi/full/10.1002/2017GL074053
[49]
Revisiting the Relationship between Polar Lows and Weather ...
We find that weather regimes have strong impacts on polar low activity through the modulation of key environmental conditions.
[50]
The Response of Northern Hemisphere Polar Lows to Climate ...
Jan 31, 2022 · Polar lows (PLs) are small, intense cyclones that form at high latitudes during the winter. Their high wind speeds and heavy precipitation ...Missing: definition World
[51]
Impact of sea spray‐mediated heat fluxes on polar low development
May 9, 2024 · The influence of sea spray on the development of polar lows (PLs) is found to be closely tied to the intensity of the PLs.
[52]
Polar Low - Weather Events - EUMeTrain
On average, max observed wind is 21 m/s (severe gale), but about one in four have storm force winds. The strongest polar low recorded had more than 35 m/s over ...Missing: gusts | Show results with:gusts
[53]
Waves in polar lows - Orimolade - 2016 - AGU Journals - Wiley
Aug 13, 2016 · The significant wave heights in polar low situations have been estimated using a 1-D wave prediction model. The polar low speed, its horizontal ...Missing: gusts | Show results with:gusts
[54]
What's a Polar Low? | Reigate Grammar School Weather Station
Jan 29, 2015 · An important feature of a polar low is the formation a warm core. Charts below show this as milder surface temps at 950hPa and the theta e chart ...
[55]
Polar Lows and Their Effects on Sea Ice and the Upper Ocean in the ...
Jun 26, 2024 · When polar lows form at the sea ice edge, they induce marine cold air outbreaks that lead to large heat loss from the ocean. This heat loss ...
[56]
Effects of Sea Spray on Large-Scale Climatic Features over the ...
Sea spray promoted ocean evaporation and heat transport, resulting in air and ocean surface cooling and strengthened westerly winds.
[57]
Marine Operations in the Norwegian Sea and the Ice-Free Part of ...
The Arctic Seas are attractive for shipping, fisheries, and other ... Polar low tracks over the Nordic Seas: A 14-winter climatic analysis. Tellus ...
[58]
The challenges of forecasting small, but mighty, polar lows
Sep 3, 2021 · Polar lows are not only found in the North Atlantic but also are common in the North Pacific and in the Southern Ocean. In Japan, for example, ...
[59]
Arctic Storms: Improving Forecasts of Dangerous Polar Lows
Jul 1, 2025 · The weather associated with polar lows can lead to road and airport closures, and there is also a risk of snow avalanches. For instance, in ...
[60]
Analysis of storm surge events along the Norwegian coast - Frontiers
Feb 7, 2023 · Possibly a cyclone or a polar low could have been missed by the TRACK algorithm or SkS could have been caused purely by other phenomena. 4 ...
[61]
Climate impacts to Arctic coasts | U.S. Geological Survey - USGS.gov
Along the Arctic coast of Alaska, coastal erosion is widespread and threatens communities, defense and energy-related infrastructure, and coastal habitat. As ...
[62]
Arctic shipping trends during hazardous weather and sea-ice ...
Sep 15, 2023 · We find that Arctic shipping has grown by 7% per year over the past decade, despite the hazardous weather and sea-ice conditions that pose risks to vessels ...
[63]
Climate Change and Challenges of Navigation in the Arctic
Apr 30, 2024 · Such phenomena as polar lows – short-lived atmospheric low-pressure systems – also known as extreme marine storms, are being recorded more often ...
[64]
Satellite Multi-Sensor Data Analysis of Unusually Strong Polar Lows ...
Dec 26, 2022 · A cloud top temperature of about 250 K evidences that the convective penetration in the cells is lower than in the PL2 and PL3. At 17:05 UTC ...2.1. Satellite Measurements · 2.2. Era5, Merra-2 And Cfsv2... · 3. Results And Discussion
[65]
Polar low climatology over the Nordic and Barents seas based on ...
Jun 16, 2015 · Satellite passive microwave data are used for polar low detection; Usage of these data allows revealing polar lows covered by upper clouds ...Missing: techniques | Show results with:techniques
[66]
Arctic Polar Low Detection and Monitoring Using Atmospheric Water ...
Jun 6, 2011 · An approach for detecting and tracking polar lows (PLs) is developed based on satellite passive microwave data from two sensors: Special Sensor ...Missing: techniques | Show results with:techniques
[67]
A Polar Low Pair over the Norwegian Sea in - AMS Journals
Buoys, ship, and aircraft measurements as well as satellite imagery are applied to analyze the polar low bulk properties, the horizontal and vertical structure, ...
[68]
Improving satellite-based monitoring of the polar regions - Frontiers
Feb 16, 2023 · We present a comprehensive review of the current status of remotely sensed and in situ sea ice, ocean, and land parameters acquired over the Arctic and ...
[69]
Emerging Technologies and Approaches for In Situ, Autonomous ...
Sep 9, 2022 · While ships and moorings will remain critical to Arctic observing, this paper focuses on exploring the capabilities provided by smaller ...
[70]
The EnMAP spaceborne imaging spectroscopy mission: Initial ...
Dec 15, 2024 · The EnMAP mission encompasses global coverage from 80° N to 80° S through on-demand data acquisitions. Data are free and open access with 30 m spatial ...
[71]
[PDF] Polar lows - A challenge for predicting extreme polar weather
Jun 27, 2013 · There are several different types of PLs, and Rasmussen and Turner (2003) give a generalized description of a PL as a small, but fairly intense ...
[72]
Initial Condition Sensitivity of Polar Low Intensity and Location Determined Using Ensemble Sensitivity Analysis
### Summary of Key Points on Initial Condition Sensitivity, Boundary Layers, and Resolution for Polar Low Forecasting
[73]
Satellite Inputs to Numerical Weather Prediction (NWP) - eoPortal
Numerical Weather Prediction (NWP) is a technique that combines current observations of Earth's atmosphere and oceans with mathematical models to forecast ...<|control11|><|separator|>
[74]
Assessment of simulations of a polar low with the Canadian ...
Polar lows (PLs), which are intense maritime polar mesoscale cyclones, are associated with severe weather conditions. Due to their small size and rapid ...
[75]
Improving Arctic Polar Low Forecasting through FY-3D MWHS-II ...
Sep 11, 2025 · Direct assimilation of the FY-3D MWHS-II radiance data enhances forecasts of ocean surface winds, pressure, PL tracks, and coastal precipitation ...
[76]
Aeolus Winds Improve Arctic Weather Prediction - AGU Journals
Oct 24, 2024 · In this study, we use a series of observing system experiments to examine how currently assimilated “operational” wind products and Aeolus winds ...