Milky seas are a rare form of marine bioluminescence where the nocturnal ocean surface produces a widespread, uniform and steady whitish glow. Mariners have compared their appearance to a daylit snowfield that extends to all horizons. Encountered most often in remote waters of the northwest Indian Ocean and the Maritime Continent, milky seas have eluded rigorous scientific inquiry, and thus little is known about their composition, formation mechanism, and role within the marine ecosystem. The Day/Night Band (DNB), a new-generation spaceborne low-light imager, holds potential to detect milky seas, but the capability has yet to be demonstrated. Here, we show initial examples of DNB-detected milky seas based on a multi-year (2012–2021) search. The massive bodies of glowing ocean, sometimes exceeding 100,000 km2 in size, persist for days to weeks, drift within doldrums amidst the prevailing sea surface currents, and align with narrow ranges of sea surface temperature and biomass in a way that suggests water mass isolation. These findings show how spaceborne assets can now help guide research vessels toward active milky seas to learn more about them.
Milky seas1,2,3,4 are understood as a kind of marine bioluminescence5 arising from a saprophytic relationship between luminous bacteria and microalgae that expresses on the macroscale. The bacterial colonies begin to glow when their populations attain a critical concentration (~ 108 cells mL−1), with quorum sensing of a bacteria-secreted autoinducer triggering the bioluminescent response1,6. This process usually occurs on the microscopic scale, causing discrete particles to glow steadily; here, for the assumed purpose of luring a fish, whose gut offers an ideal habitat to sustain the growing bacterial colony, to consume the particle7,8. When the same process occurs en masse—scaled up to billions upon trillions of colonized particles distributed across thousands of square km of ocean surface, the visual effect is a steadily and uniformly glowing sea.
Our main awareness of milky seas draws primarily from mariner accounts2 with 235 sightings catalogued over the period 1915–1993 (~ 3 per year), concentrated in (and biased toward) the major shipping lanes. Additional previously unreported encounters are recounted in Supplementary Discussion 1. Although reported sporadically across the world’s ocean, milky seas are most common to the northwest Indian Ocean and the waters around Indonesia—areas characterized by deep upwelling, high primary production, and warm surface waters. A commonality among the ship reports is a widespread and steady glow in the absence of mechanical stimulus (e.g., breaking waves or ship wake). These characteristics distinguish milky seas from other, more common displays of ocean surface bioluminescence caused by dinoflagellates, which produce only a localized, transient flash of light (~ 0.1 s, approximately 10-times brighter than luminous bacteria), and whose sparkle serves as a burglar-alarm defense mechanism to startle away predators or draw the attention of larger predators5—an intent opposite to the postulated bacterial function of host attraction.
Despite an abundance of highly productive waters worldwide9, milky seas are rare. The lone research vessel encounter happened by chance in the Arabian Sea, east of Socotra, in July 19853. Their water samples identified the luminous bacterium V. harveyi (a free-living species common to these waters10) colonizing upon the microalgae Phaocystis. This finding led to the hypothesis of milky seas forming in association with large surface slicks of organic material. In January 1995, the S.S. Lima11 traversed a milky sea ~ 90 km offshore that was later confirmed from space4,12 by the Defense Meteorological Satellite Program (DMSP) Operational Linescan System (OLS). Despite its poor quality, the OLS imagery revealed a ~ 15,400 km2 comma-shaped luminous region whose boundaries matched the S.S. Lima’s entry and exit coordinates. The glowing swath of ocean persisted for several consecutive nights, wrapping slowly around the eastern side of a cold-core eddy.
For lack of detailed observations, many elementary questions about milky sea structure, composition, and formation processes remain unanswered. Addressing these questions requires a practical way to identify, intercept, and measure milky seas in situ. Earth-orbiting satellites, capable of surveying the global ocean, could serve as an alert and targeting system for milky seas. However, the crude imagery quality of low-light sensors like the OLS is insufficient to identify events proactively and independent of surface confirmation.
The Day/Night Band (DNB), part of the Visible Infrared Imaging Radiometer Suite (VIIRS13), offers new hope for the autonomous detection of milky seas. The DNB is a low-light visible/near-infrared (500–900 nm spectral bandpass; Fig. 1) scanning radiometer offering global coverage once per day, built-up from composites of its 3060 km-wide imagery swath. It is carried on two National Oceanic and Atmospheric Administration (NOAA) operational satellites: the Suomi National Polar-orbiting Partnership (Suomi NPP; launched in October 2011) and the Joint Polar Satellite System series (JPSS; its first member, NOAA-20, launched in November 2017). These two satellites fly in the same 834 km altitude sun-synchronous orbital plane, displaced ½ orbit (~ 50 min) from one another, providing a ~ 1330 local daytime overpass and corresponding ~ 0130 local nighttime overpass. Global DNB data are available from NOAA in near real-time—within 1–2 h of observation—or in real-time when collected via direct-readout by a terrestrial receiver that is within line-of-sight of the satellite.
The DNB offers several key advances over the OLS, including higher spatial resolution (0.742 km pixels vs. ~ 5 km for the OLS), 256-times greater detail in brightness gradation, and calibration that permits quantitative analyses14. Importantly, the DNB’s noise-floor (i.e., where the signal-to-noise ratio, SNR, is ~ 1) is 5 × 10–11 W cm−2 sr−1. This sensitivity is roughly one-hundred times greater than that of the OLS, and enables detection of light that is about ten-thousand times fainter than reflected moonlight and ~ 1 billion times fainter than reflected sunlight.
Despite these advances, the DNB has several limitations from the standpoint of milky sea detection. Moonlight, which is 2–3 orders of magnitude brighter than bioluminescent signals, dominates roughly half the nights of the ~ 29.5 day lunar cycle. Figure 1 shows that the DNB’s spectral response is also sensitive to mesospheric airglow emissions15, which occur as both reflected light off the clouds and as direct upwelling emissions to space16. Atmospheric gravity waves modulate the intensity of the latter17, forming patterns of brightness having spatial scales similar to those expected from milky seas. However, unlike milky seas, cloud and airglow patterns are ephemeral and do not persist over multiple nights. The DNB’s spectral response overlaps only partially with the blue/green-light bioluminescent emissions (Fig. 1), offering about 2-times less overlap to those emissions than the OLS4 and ~ 4 times less than the human eye’s scotopic (dark-adapted) vision response. There is decreasing sensitivity from nadir toward scan-edge of the DNB image swath, due to a physically decreasing detector size18 and an increasing path through the airglow19. These many caveats raised doubts as to whether the DNB would be able to detect milky seas at all.
We processed DNB imagery from three key regions per the historical record of mariner sightings2—the northwest Indian Ocean (5° S–20° N, 40–70° E) and Indonesian waters surrounding Java (15° S–0°, 100–115° E) and the Banda Sea (11–1° S, 120–135° E). Our search window spanned 2012–2021, during the periods December–March and July–September corresponding to the peak modes of ship sightings. Data processing and detection criteria are described in “Methods” section.
Our search yielded 12 DNB-detected events (listed in Table 1) whose properties met the strict criteria for milky seas. Physically unexplainable in terms of thermal emissions (which would require scene temperatures exceeding 600 K), uncorrelated with clouds/airglow, invisible during the day, and persistent over multiple consecutive nights, these luminous bodies drifted and evolved in ways that were consistent with the analyzed ocean surface currents. The start and end dates of detection were in many cases bound by the observable periods as defined by the lunar cycle. Here, we highlight three exemplary cases, with additional details for all cases summarized in Supplementary Discussion 2.
Socotra, July/August 2013
On 31 July 2013, the Suomi NPP DNB detected a luminous body with well-defined boundaries (Fig. 2), located east of Socotra in the northwest Indian Ocean, at (14.0° N, 57.0° E). Uncorrelated with the observed cloud field (Fig. 2a–c), the body drifted northeast with the currents at ~ 0.44 m s−1, stretching and curving in a manner consistent with the analysed ocean-surface currents (Fig. 2d–f), which showed a clockwise-rotating eddy located to its south.
Whereas DNB imagery showed only dark ocean during the daytime overpasses of the same location, these glowing waters persisted on successive nights over a two-week period. By 2 August the milky sea covered ~ 9000 km2 (involving roughly 5 × 1021 to 5 × 1022 luminous bacteria, per “Methods” section). The DNB lost sight of the milky sea on 14 August due to moonlight, and it was not seen again in the following moon-free period.
Suomi NPP’s daytime chlorophyll-a (Chla) retrievals, a proxy for the amount of organic material in the surface waters, showed structural similarities to the milky sea, but were more widespread (Supplementary Fig. S1). Moreover, the most elevated regions of Chla (> 1 mg m−3) occurred not directly atop, but adjacent to the most luminous waters—a recurring property among the cases documented in this research which may indicate regions of algal stress where (potentially luminous) bacteria would proliferate. On several nights, a faint signature of the luminous body was detectable beneath analyzed cloud cover; its light scattering upward through the clouds in a way similar to the behaviour of city lights in DNB imagery.
Somali Sea, January 2018
On 12 January 2018, both Suomi NPP and NOAA-20 captured a luminous structure offshore of southern Somalia. Over the next 5 days it stretched into a narrow filament that paralleled the Somali coast, mirroring the behaviour of other winter-mode Somali Sea cases described in Supplementary Discussion 2. Over 18–23 January, the luminous filament extended east/northeast, forming a comma-shape (Fig. 3a–c), with a sharply-defined southeastern edge and gradually fading brightness on its northwestern side. By 20 January, it spanned ~ 15,000 km2, suggesting involvement of roughly 8 × 1021 to 8 × 1022 bacteria. Its scale, shape, time, and location were similar to the Lima-sighted milky sea4,14, as well as to a subset of the surface reports in Supplementary Discussion 1.
Comparing the luminous body to satellite retrievals of Sea Surface Temperature (SST; Fig. 3d) showed its eastern boundary aligned with the edge of an oceanic front, residing within relatively cool (298–299 K) waters that extended northeast from the Somali coastal upwelling zone. These cooler SSTs corresponded to elevated Chla values in the range of ~ 0.5–1.0 mg m−3 (Fig. 3e). As in the 2013 Socotra case, the area of elevated Chla was more extensive than the luminous region. Ocean surface currents (Fig. 3f) showed the body’s eastern boundary embedded within counter-clockwise flow and drifting north/northwest at ~ 0.8 m s−1.
Java, July–September 2019
The DNB detected a large milky sea in the east Indian Ocean, immediately south of Java, Indonesia in 2019. The event spanned two complete moon-free cycles (26 July–9 August, and 25 August–7 September). On the night of 25 July, the DNB detected a luminous anomaly south of Surakarta, Java, near 9.5° S, 111° E. The detection amidst moderate moonlight conditions suggested a particularly strong source of emission. Imagery on subsequent moonless nights confirmed that the initial detection was in fact part of a much larger milky sea, spanning ~ 100,000 km2—approximately the same size as Iceland. A milky sea of this scale suggests involvement of roughly 6 × 1022 to 6 × 1023 luminous bacteria, which would qualify as the largest event on record. Undetectable during the day, the contiguous feature reappeared in nightly imagery throughout the two observable moon-free periods (Fig. 4).
Situated within quiescent, low-shear waters (Supplementary Fig. S2) between counter-clockwise-spinning warm-core eddies to its southeast and southwest (Fig. 4), this massive milky sea rotated clockwise like a cog between gears, its centre near 9.0° S, 110.0° E. By 30 July, its northern boundary approached within 25 km of the Java coast, and a 500 km2 area of its core was so bright that certain infrared-detected cumulus clouds appeared in the DNB imagery as dark, attenuating objects in contrast to the glowing waters below them (Supplementary Fig. S3).
The DNB radiances measured in the brightest areas of these luminous waters approached Crescent- to Quarter-Moon illumination levels. Based on scotopic vision sensitivity to bioluminescent emission (Supplementary Fig. S4) and direct comparisons against legacy OLS imagery (Supplementary Fig. S5), portions of this milky sea may have appeared visually bright to dark-adapted human vision—perhaps even attaining the classical snowfield effect described in the historical mariner accounts.
After losing sight of the luminous body on 10 August due to moonlight contamination, the DNB recaptured it on 25 August and tracked it for 2 weeks thereafter, as described in Supplementary Discussion 2. The longevity of this event, which lasted for at least 45 nights, by far eclipsed all other cases encountered in this study—indicating that significant milky seas offer a reasonable time window for reaching them if a rapid-response team is on the ready.
Satellite retrievals of ocean surface properties for the 2019 Java case (Fig. 5) showed cooler waters and elevated Chla along the Java coast. A stream of higher Chla (> 2 mg m−3), embedded within a tongue of these cooler waters, extended southward and immediately east of the luminous body, following the flow of the south-eastern eddy (Fig. 5b). At this time, the luminous waters were confined to a narrow range of SST over 298 ± 1 K (~ 25 ± 1 °C) and moderate Chla over 1 ± 0.5 mg m−3, demarcated from the surrounding waters at abrupt boundaries defined by coastal upwelling to the north and the two eddies to the south.
Figure 6 relates DNB radiance, SST, and Chla for 10 nights (27 July–5 August) of the 2019 Java case, centred on the luminous body. DNB radiances correlated positively with Chla over 0.5–1.5 mg m−3, and negatively with SST over 297–299 K. The brightest milky sea waters corresponded to asymptotic SST values of ~ 298 K and Chla of ~ 1.2 mg m−3, respectively, and notably, did not overlap with the strongest parts of the algal bloom. The SST values, hovering around 298 K for most DNB-detected cases in this study, may hold significance, as this temperature regime promotes rapid growth of V. harveyi and P. leiognathi over a wide range of ocean salinity values20.
Based on historical ship reports and the distribution of DNB-detected events reported here (Fig. 7), modes of peak milky sea activity in the northwest Indian Ocean resonate with the southwest (summer) and northeast (winter) monsoons2. Strong upwelling of cool, nutrient-rich waters along the Somali coast during these modes is understood to play an important preconditioning role for primary production. Maritime Continent region events are less common and demonstrate no clear monsoonal linkage. If these milky seas resemble their northwest Indian Ocean counterparts, other physical mechanisms promoting enhanced upwelling and primary production must be at play.
Here, the Indian Ocean Dipole (IOD21) offers a plausible explanation. Like the El Niño, the IOD is an aperiodic basin-scale air-sea coupled oscillation characterized by an east–west SST gradient between the western equatorial (50–70° E, 10 S–10° N) and southeastern (90–110° E, 10S–10° N) regions of the Indian Ocean, with an accompanying basin-scale solenoidal circulation in the atmosphere. The IOD begins in early-to-mid austral summer and peaks in the late-fall/early-winter. During its positive phase, the IOD corresponds to warm/wet conditions with warm pooling waters on the western side of the Indian Ocean, and cool/dry conditions with strong easterly winds on the eastern side. These winds generate upwelling of cool, nutrient-rich coastal waters which drift offshore with the currents, leading to algal blooms over a broad region22, and potentially, conditions favourable for milky sea genesis.
In mid-2019, the IOD was in a strong positive phase—the largest since the 1997–1998 season23. Associated strong upwelling throughout the eastern Indian Ocean produced Chla concentrations in the fall of 2019 that were 70–80% higher than the same period of a normal year, and the bloom lasted until the spring of 2020. These conditions may have primed the entire Indonesian region for milky sea activity. Supporting this hypothesis, concurrent to the 2019 Java event was another DNB-detected event in the Banda Sea, ~ 2000 km away (Supplementary Discussion 2). The simultaneity raises suspicion of a regional-scale causality like the IOD. The aperiodic nature of the IOD may also help to explain the relative infrequency of Maritime Continent milky sea reports compared to those of the northwest Indian Ocean, which follow an almost clock-like modality with the Indian Monsoon.
A natural flask?
The current hypothesis for milky sea morphology—the surface-slick—cannot explain many mariner accounts of the uniform glow persisting under wind-roughened seas (where slicks would break up), light emanating from below the surface even as bucket samples of water were drawn, and the lack of a dark ship wake (which would disrupt a slick). The ensemble of accounts suggests that milky sea light can emanate from the water volume as opposed to being confined to a biofilm skin-layer.
Satellite observations and ancillary data for the DNB-identified milky seas suggest that the luminous areas corresponded to isolated water masses of uniform SST and moderate Chla—situated in the doldrums between eddies, straddling stronger adjacent currents, and aligned with the cool-side of oceanic fronts. Such waters, if bounded from below by the thermocline and laterally by density or shear layers, and if containing a blend of organic nutrients at temperature and pH levels favorable to luminous bacteria proliferation, could serve as a kind of isolated incubator for milky seas—analogous to how bacteria can be grown within the controlled environment of a flask in a laboratory.
Even a few bacteria can produce light detectable to highly sensitive photometers24,25, but typically they do not begin to emit such light until they reach critical populations of ~ 108 cells mL−1; then they turn on rapidly (within hours) and emit steadily. This critical population is a proxy for autoinducer reaching concentrations sufficient to trigger bacterial quorum sensing. In a milky sea scenario, diffusion of autoinducer from super-critical bacterial populations within the confines of the natural flask could trigger a bioluminescent response from sub-critical bacterial populations nearby—producing a glowing volume of water. Alternatively, a process such as marine snow that involves bacteria-colonized organic particles could achieve the volumetric emission effect within the flask medium.
The flask hypothesis would reconcile cases where the surface-slick idea breaks down. For example, a well-mixed, isolated layer could maintain its bulk properties if it encountered a swell, or if winds roughened its surface. Since the bulk properties of a well-mixed volume would not be modified dramatically by a vessel disrupting its surface, it could maintain its steady glow in the ship’s wake as well.
The path forward
To evaluate these process, composition, and structural hypotheses, including the natural flask as proposed here, we must be able to sample milky seas in situ across space and time. Research vessels properly equipped to collect water column measurements of temperature, organic content, chemistry, and bioluminescence production from the surface to a depth of at least 30 m, would enable these evaluations. Observations collected at various horizontal locations within, at the perimeters, and outside of a milky sea, would provide important context to the satellite imagery.
Gaining access to remote events poses an inherent challenge to advancing milky sea research. Various modes of detecting oceanographic-scale bioluminescence, including autonomous underwater vehicles (AUVs) equipped with bathyphotometers26,27, could enable multi-week sampling of target areas that are logistically difficult or unsafe to access and monitor on a regular basis. Deploying these assets to the right place in time will rely on our dark-adapted eyes in the sky to light the way.
On moonless nights (for the ~ 0130 local time sun-synchronous satellite orbit, a period spanning from two nights after Last Quarter lunar phase until two nights after First Quarter), DNB data (in-band radiance units of W cm−2 sr−1) were log10-scaled and displayed as imagery over the range [− 10.5, − 9.0]. Nightly sequences of these images were examined for contiguous structures exceeding the background (SNR > 3) and distinct from the infrared-based VIIRS-identified cloud field.
Candidates identified as anomalous were then monitored for multi-night persistence to further distinguish them from ephemeral clouds and airglow. Daytime DNB imagery was used to confirm these same areas as being dark ocean, ruling out a reflective suspension (e.g., sediments). Motion and evolution of the luminous bodies were compared against short-term forecasts (up to 12 h) of sea surface currents from the U.S. Navy Hybrid Coordinate Ocean Model (HYCOM; www.hycom.org) model. Surface deformation fields28 derived from the HYCOM currents, including total strain, relative vorticity, the Okubo-Weiss parameter, and the effective Coriolis frequency, were computed to analyse the water state vis-à-vis the observed morphology of the luminous bodies and determine their relationship to surrounding waters (Supplementary Discussion 2).
For cases from 2018 onward, DNB imagery from the Suomi NPP and NOAA-20 satellite pair (180° opposing-azimuth views at 50 min separation) were checked for advection and parallax shift. Atmospheric features (e.g., clouds and airglow) can produce large (> 10 km) spatial displacements when viewed obliquely from opposing azimuth angles due to parallax shift and drift over the 50 min sampling interval. In contrast, ocean surface (milky sea) features drifting at < 1 m s−1 produce small (< 0–3 km) displacements due to zero parallax and small advection over this same interval (e.g., Supplementary Fig. S6).
Operationally-produced VIIRS retrievals of SST29 and Chla30 were used to relate the DNB-observed luminous bodies to oceanic structure (e.g., fronts and eddies) and algal blooms, respectively. When available, ship lights (also detectable by the DNB31) were inspected for signs of clouds (e.g., Supplementary Fig. S7); in clear-sky conditions, ship lights in DNB imagery appear as distinct point sources, while intervening clouds diffuse these lights due to multiple scattering.
Rough estimates of total bacterial cell population for milky seas assumed a quorum sensing threshold1 range of ~ 107 to 108 cells mL−1. This threshold range was adjusted upward by a factor 5.6 to account for the relatively lower (~ 11%) detection efficiency of the DNB band-pass to a luminous bacterial emission source4. Per the hypothesis of a surface slick, the estimates of total population assume that bacteria reside in a 1 cm-thick biofilm of surface water, and use the DNB-observed areal extent of the milky sea. Considering the variations among strains and species of luminous bacteria, their non-linear production rate and sensitivity to autoinducer, and stability of the autoinducer itself, these total cell population estimates should be considered as very rough.
To gauge relative sensitivity between the DNB sensor and dark-adapted (scotopic) human vision, their respective spectral response functions were convolved with a representative luminous bacterial emission spectrum (V. fischeri) and compared. While the human-to-DNB responsivity ratio of 4.15 does not provide a direct translation between the appearance of DNB imagery and the visual perception of a milky sea, it does indicate the potential improvement of a future DNB-like sensor optimized for bioluminescence detection.
Nealson, K. H. & Hastings, J. W. Bacterial bioluminescence: Its control and ecological significance. Microbiol. Rev. 43, 496–518 (1979).
Herring, P. & Watson, M. Milky Seas: A bioluminescent puzzle. Mar. Observ. 63, 22–30 (1993).
Lapota, D. et al. Observations and measurements of planktonic bioluminescence in and around a milky sea. J. Mar. Exp. Mar. Biol. Ecol. 119, 55–81 (1988).
Miller, S. D., Haddock, S. H. D., Elvidge, C. D. & Lee, T. F. Detection of a bioluminescent milky sea from space. Proc. Nat. Acad. Sci. 102(14), 181–184 (2005).
Haddock, S. H. D., Moline, M. A. & Case, J. F. Bioluminescence in the Sea. Annu. Rev. Mar. Sci. 2, 443–493 (2010).
Nealson, K. H. & Hastings, J. W. Quorum sensing on a global scale: Massive numbers of bioluminescent bacteria make milky seas. Appl. Environ. Microbiol. 72(4), 2295–2297. https://doi.org/10.1128/AEM.724.2295-2297.2006 (2006).
Robison, B. H., Ruby, E. G. & Morin, J. G. Luminous bacteria associated with the gut contents of midwater fishes. West. Soc. Nat. 58, 55 (1977).
Ruby, E. & Morin, J. Luminous enteric bacteria of marine fishes: A study of their distribution, densities, and dispersion. Appl. Environ. Microbiol. 38, 406–411 (1979).
Sigman, D. M. & Hain, M. P. The biological productivity of the ocean. Nat. Educ. Knowl. 3(10), 21 (2012).
Ramaiah, N. & Chandramohan, D. Ecology and biology of luminous bacteria in the Arabian Sea. In Oceanography of the Indian Ocean (ed. Desai, B. N.) 11–23 (A.A. Balkema, 1992).
Briand, J. P. Bioluminescence, Indian Ocean. Mar. Observ. 66, 12–13 (1996).
Miller, S. D., Haddock, S. H. D., Elvidge, C. D. & Lee, T. F. 2006: 20,000 leagues over the seas: The first satellite observations of a bioluminescent milky sea. Int. J. Remote Sens. 27, 5131–5143 (2006).
Goldberg, M. D., Kilcoyne, H., Cikanek, H. & Metha, A. Joint polar satellite system: The United States next generation civilian polar-orbiting environmental satellite system. J. Geophys. Res. Atmos. 118, 13463–13475 (2013).
Miller, S. D. et al. Illuminating the capabilities of the Suomi national polar-orbiting partnership (NPP) visible infrared imaging radiometer suite (VIIRS) day/night band. Remote Sens. 5, 6717–6766 (2013).
Ingham, M. F. The light of the night sky and the interplanetary medium. Rep. Prog. Phys. 34, 875–912 (1971).
Miller, S. D. et al. Suomi satellite brings to light a unique frontier of environmental imaging capabilities. Proc. Nat. Acad. Sci. 109(39), 15706–15711 (2012).
Miller, S. D. et al. Upper atmospheric gravity wave details revealed in night glow satellite imagery. Proc. Nat. Acad. Sci. 112(49), 6728–6735. https://doi.org/10.1073/pnas.1508084112 (2015).
Schueler, C. F., Lee, T. F. & Miller, S. D. VIIRS constant spatial-resolution advantages. Int. J. Remote Sens. 34(16), 5761–5777 (2013).
Liao, L. B., Weiss, S., Mills, S. & Hauss, B. Suomi NPP VIIRS day-night band on-orbit performance. J. Geophys. Res. Atmos. 118, 12705–12718. https://doi.org/10.1002/2013JD020475 (2013).
Zhou, K. et al. Effect of combined function of temperature and water activity on the growth of Vibrio Harveyi. Braz. J. Microbiol. 43, 1365–1375 (2012).
Saji, N. H., Goswami, B. N., Vinayachandran, P. N. & Yamagata, T. A dipole mode in the tropical Indian Ocean. Nature 401, 360–363. https://doi.org/10.1038/43854 (1999).
Shi, W. & Wang, M. A biological Indian Ocean dipole event in 2019. Sci. Rep. 11, 2452 (2021).
Doi, T., Behera, S. K. & Yamagata, T. Predictability of the super IOD event in 2019 and its link with El Niño Modoki. Geophys. Res. Lett. https://doi.org/10.1029/2019GL086713 (2020).
Booth, C. R. & Nealson, K. H. Light-emission by luminous bacteria in the open ocean. Biophys. J. 15, A56 (1975).
Haas, E. Bioluminescence from single bacterial cells exhibits no oscillation. Biophys. J. 31, 301–312 (1980).
Shulman, I. et al. Can vertical migrations of dinoflagellates explain observed bioluminescence patterns during an upwelling event in Monterey Bay, California?. J. Geophys. Res. 117, C01016. https://doi.org/10.1029/2011JC007480 (2012).
Messié, M., Shulman, I., Martini, S. & Haddock, S. H. D. Using fluorescence and bioluminescence sensors to characterize auto- and heterotrophic plankton communities. Prog. Oceanogr. 171, 76–92 (2019).
Noh, S. & Nam, S.-H. Observations of enhanced internal waves in an area of strong mesoscale variability in the southwestern East Sea (Japan Sea). Sci. Rep. 10, 9068. https://doi.org/10.1038/s41598-020-65751-1 (2020).
Petrenko, B., Ignatov, A., Kihai, Y., Stroup, J. & Dash, P. Evaluation and selection of SST regression algorithms for JPSS VIIRS. J. Geophys. Res. 119, 4580–4599 (2014).
Wang, M. & Son, S. VIIRS-derived chlorophyll-a using the ocean color index method. Rem. Sens. Environ. 182, 141–149 (2016).
Elvidge, C. D., Zhizhin, M., Baugh, K. & Hsu, F.-C. Automatic boat identification system for VIIRS low light imaging data. Rem. Sens. 7, 3020–3036. https://doi.org/10.3390/rs703020 (2015).
NASA Worldview (https://worldview.earthdata.nasa.gov/), part of the NASA Earth Observing System Data and Information System (EOSDIS), facilitated the search for milky seas. We thank Dr. Richard Bankert (NRL, retired) for support of DMSP/OLS data access, Jennifer Redding for assistance in ship contacts, CDR Kenneth Wos (NRL) and Jeff Hawkins (NRL, retired) for assistance in historical Navy ship logs, and Joseph Metzger (NRL) for assistance with HYCOM data. The scientific results and conclusions, as well as any views or opinions expressed herein, are those of the authors and do not necessarily reflect those of NOAA or the Department of Commerce.
The funding was provided by the National Oceanic and Atmospheric Administration's Joint Polar Satellite System Program Office and also by the Office of Naval Research through the Naval Research Laboratory in Monterey.
The authors declare no competing interests.
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Miller, S.D., Haddock, S.H.D., Straka, W.C. et al. Honing in on bioluminescent milky seas from space. Sci Rep 11, 15443 (2021). https://doi.org/10.1038/s41598-021-94823-z
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