Exploring diel vertical migration and spatiotemporal variation of zooplankton backscattering strength using an acoustic Doppler current profiler instrument in the Halmahera Sea, Indonesia

Authors

DOI:

https://doi.org/10.2298/ABS240205009M

Keywords:

acoustic backscatter, acoustic Doppler current profiler, diel vertical migration, Halmahera Sea, Zooplankton

Abstract

Paper description:

  • To examine the characteristics of zooplankton distribution in the Halmahera Sea, Indonesia, an acoustic Doppler current profiler (ADCP) that can detect the presence and behavior of zooplankton spatially and temporally from deep to near-surface sea was used.
  • Obtained ADCP data were converted to decibels using sonar equations.
  • Acoustic data showed zooplankton’s diel vertical migration (DVM) pattern, with downward migration starting before sunrise and upward before sunset. High acoustic backscatter values were not attributed to a single zooplankton species.
  • ADCP is an effective tool for detecting the presence and behavior of zooplankton by providing broad coverage with high-resolution data.

Abstract: Given its critical role in marine ecosystems, this study comprehensively examined zooplankton distribution and behavior in the Halmahera Sea. The temporal and spatial dynamics of zooplankton acoustic backscatter values were analyzed using a 153.6 kHz vessel-mounted acoustic Doppler current profiler (ADCP). Analysis was supplemented by biological sampling with a bongo plankton net. Further evaluation included the analysis of oceanographic and bathymetric data. The acoustic, oceanographic, and biological sampling data were obtained from the Jala Citra I “Aurora” survey expedition in 2021, while the bathymetry data were obtained from the General Bathymetric Charts of the Ocean (GEBCO). The raw ADCP data, represented as digital counts, were transformed into mean volume backscattering strength (MVBS) expressed in decibels (dB) using sonar equations to yield a measure proportional to zooplankton biomass. Temporal observations revealed a diel vertical migration (DVM) pattern in zooplankton aggregation, characterized by movements responding to the daily solar cycle. Spatial observations indicated a higher zooplankton density in semi-enclosed waters than in open water. The high values of acoustic backscatter are not attributed to a single species of zooplankton. Biological sampling identified that Oncaea spp. and Oithona spp., a species from the Cyclopoida order, exhibit the highest abundance. The study concludes that the ADCP, based on acoustic backscatter measurements and data sampling, is an effective tool for detecting the presence and behavior of zooplankton.

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References

Hickman AE, Holligan PM, Moore CM, Sharples J, Krivtsov V, Palmer MR. Distribution and chromatic adaptation of phytoplankton within a shelf sea thermocline. Limnol Oceanogr. 2009;54(2):525-36. https://doi.org/10.4319/lo.2009.54.2.0525

Guerra D, Schroeder K, Borghini M, Camatti E, Pansera M, Schroeder A, Sparnocchia S, Chiggiato J. Zooplankton diel vertical migration in the Corsica Channel (North-Western Mediterranean Sea) detected by a moored acoustic doppler current profiler. Ocean Sci. 2019;15(3):631-49. https://doi.org/10.5194/os-15-631-2019

Sulistiowati D, Tanjung RHR, Lantang D. Keragaman dan kelimpahan plankton sebagai bioindicator kualitas lingkungan di Perairan Pantai Jayapura. J Biologi Papua. 2016;8(2):79-96. Indonesian.

Steinberg DK, Carlson CA, Bates NR, Goldthwait SA, Madin LP, Michael AF. Zooplankton vertical migration and the active transport of dissolved organic and inorganic carbon in the Sargasso Sea. Deep Sea Res I. 2000;47:137-58. https://doi.org/10.1016/S0967-0637(99)00052-7

Katija K. Biogenic inputs to ocean mixing. J Exp Biol. 2012;215:1040-9. https://doi.org/10.1242/jeb.059279

Dwinovantyo A, Manik HM, Prartono T. Application of acoustic Doppler current profiler (ADCP) to observe diel vertical migration of zooplankton. J Phys Conf Ser. 2018;1075(1):012016. https://doi.org/10.1088/1742-6596/1075/1/012016

Dwinovantyo A, Manik HM, Prartono T, Susilohadi S, Mukai T. Variation of zooplankton mean volume backscattering strength from moored and mobile adcp instruments for diel vertical migration observation. Appl Sci. 2019;9(9):1851. https://doi.org/10.3390/app9091851

Schiano E, Pensieri S, Bozzano R, Picco P. Analysis of long time series of ADCP backscatter data in the Ligurian Sea to investigate the zooplankton variability. In: OCEANS 2013 MTS/IEEE Bergen: The Challenges of the Northern Dimension; 2013. p. 6608040. https://doi.org/10.1109/OCEANS-Bergen.2013.6608040

Gruber P, Felix D, Storti G, Lattuade M, Fleckenstein P, Deschwanden F. Acoustic measuring techniques for suspended sediment. IOP Conf Ser Earth Environ Sci. 2016;49(12):122003. https://doi.org/10.1088/1755-1315/49/12/122003

Dwinovantyo A. Deteksi dan kuantifikasi hamburbalik akustik sedimen tersuspensi dan zooplankton menggunakan instrumen acoustic Doppler current profiler. [dissertation]. [Bogor]: IPB University; 2019. 153p. Indonesian.

Inoue R, Kitamura M, Fujiki T. Diel vertical migration of zooplankton at the S1 biogeochemical mooring revealed from acoustic backscattering strength, J Geophys Res Oceans. 2016;121:1031-50. https://doi.org/10.1002/2015JC011352

Buchholz F, Buchholz C, Reppin J, Fischer J. Diel vertical migrations of Meganyctiphanes norvegica in the Kattegat: Comparison of net catches and measurements with Acoustic Doppler Current Profilers. Helgol Mar Res. 1995;49:849-66. https://doi.org/10.1007/BF02368407

Lorke A, McGinnis DF, Spaak P, Wüest A. Acoustic observations of zooplankton in lakes using a Doppler current profiler. Freshwat Biol. 2004;49:1280-92. https://doi.org/10.1111/j.1365-2427.2004.01267.x

Heywood KJ. Diel vertical migration of zooplankton in the Northeast Atlantic. J Plankton Re. 1996;18(2):163-84. https://doi.org/10.1093/plankt/18.2.163

Lee K, Mukai T, Lee DJ, Iida K. Classification of sound-scattering layers using swimming speed estimated by acoustic doppler current profiler. Fish Sci. 2014;80:1-11. https://doi.org/10.1007/s12562-013-0683-9

Fachrudy MA, Munir R, Mandang I. Analisis spasial pergerakan massa air di Laut Halmahera dan Laut Banda menggunakan metode empirical orthogonal function (EOF). J Geosains Kutai Basin. 2018;1(1):1-9. Indonesian.

Rejeki HA, Betsi, Andariwan YM. Variations of Indonesian throughflow transport in Maluku and Halmahera Sea related to the occurrence of El Nino southern oscillation. J Kelautan. 2021;14(3):243-53. http://doi.org/10.21107/jk.v14i3.12083

Alodia G, Nurhidayat, Sobarudin DP, Adrianto D, Dwinovantyo A, Solikin S, Hanafi M, Pamumpuni A, Kurniawan IA, Poerbandono. Green CM, McCaig AM. Discovery of a conical feature in Halmahera waters, Indonesia: traces of a late-stage hydrothermal activity. Geosci Lett. 2023;10:47. https://doi.org/10.1186/s40562-023-00302-w

Yuliana, Ahmad F. Komposisi jenis dan kelimpahan zooplankton di Perairan Teluk Buli, Halmahera Timur. Agrikan. 2017;10(2):44-50. Indonesian. https://doi.org/10.29239/j.agrikan.10.2.44-50.

Primana D, Dwiyana O, Amarona MQ, Bachrodin I. Menguak Kekayaan Bawah Laut Indonesia: Ekspedisi Jala Citra 1 - 2021 “Aurora” di Perairan Laut Halmahera. Jakarta: PT Kompas Media Nusantara; 2022. 212p. Indonesian.

Gordon RL. Acoustic Doppler Current Profiler: Principles of Operation a Practical Primer. San Diego: RD Instruments; 1996. 57p.

Luo J, Ortner PB, Forcucci D, Cummings SR. Diel vertical migration of zooplankton and mesopelagic fish in the Arabian Sea. Deep Sea Res 2 Top Stud Oceanogr. 2000;47:1451-73. https://doi.org/10.1016/S0967-0645(99)00150-2

Simmonds EJ, MacLennan DN. Fisheries Acoustics: Theory and Practice, Second Edition. Oxford: Blackwell Science; 2005. 437p.

Manik HM. Acoustic observation of zooplankton using high frequency sonar. Ilmu Kelautan. 2015;20(2):61-72. https://doi.org/10.14710/ik.ijms.20.2.61-72

Lee K, Mukai T, Lee D, Iida K. Verification of mean volume backscattering strength obtained from acoustic doppler current profiler by using sound scattering layer. Fish Sci. 2008;74:221-9. https://doi.org/10.1111/j.1444-2906.2008.01516.x

Cisewski B, Hatun T, Kristiansen I, Hansen B, Larsen KMH, Eliasen SK, Jacobsen JA. Vertical migration of pelagic and mesopelagic scatterers from adcp backscatter data in the southern Norwegian Sea. Front Mar Sci. 2021;7(542386):1-15. https://doi.org/10.3389/fmars.2020.542386

Vogel M, Symonds D, Xiao N, Cook T, Abbott C. Real-time deepwater current profiling system. In: MTS/IEEE Oceans 2001. An Ocean Odyssey. Conference Proceedings; 2001. p. 269-74. https://doi.org/10.1109/OCEANS.2001.968738

RD Instruments. Calculating Absolute Backscatter. Technical Bulletin ADCP-90-04. San Diego: RD Instruments. 1990.

Mullison J. Backscatter estimation using broadband acoustic doppler current profilers - updated. In: Proceedings of the ASCE Hydraulic Measurements & Experimental Methods Conference; 2017 Jul 9-12; Durham, NH. Durham, NH, USA: ASCE; 2017.

Proud R, Cox MJ, Wotherspoon S, Brierley AS. A method for identifying sound scattering layers and extracting key characteristics. Methods Ecol Evol. 2015;6(10):1190-8. https://doi.org/10.1111/2041-210X.12396

Satapoomin S. Carbon content of some common tropical Andaman Sea. J Plankton Res. 1999;21(11):2117-23. https://doi.org/10.1093/plankt/21.11.2117

Kiørboe T, Sabatini M. Reproductive and life cycle strategies in egg-carrying cyclopoid and free spawning calanoid copepods. J Plankton Res. 1994;16(10):1353-66. https://doi.org/10.1093/plankt/16.10.1353

Magurran AE. Ecological Diversity and Its Measurement. Wales: Springer-Science+Business Media, BV 1983. 175 p.

Mackenzie KV. Nine-term equation for sound speed in the oceans. J Acoust Soc Am. 1981;70(3):807-12. https://doi.org/10.1121/1.386920

Ainslie MA, McColm JG. A simplified formula for viscous and chemical absorption in sea water. J Acoust Soc Am. 1997;103(3):1671-2. https://doi.org/10.1121/1.421258

Zhou M, Zhu Y, Tande KS. Circulation and behavior of euphausiids in two Norwegian sub-Arctic Fjords. Mar Ecol Prog Ser. 2005;300:159-78. https://doi.org/10.3354/meps300159

Pujiyati S, Hamuna B, Hisyam M, Srimariana ES, Natih INM. Distributions of environmental parameters and plankton's volume backscattering strength at Yos Sudarso Bay, Jayapura, Indonesia. Egypt J Aquat Res. 2021;48(1):37-44. https://doi.org/10.1016/j.ejar.2021.08.001

Purwandana A, Purwangka F. Profil densitas akustik perikanan di Perairan Lamalera, Nusa Tenggara Timur pada bulan Juli 2011. Ilmu Kelautan. 2013;18(2):97-104. https://doi.org/10.14710/ik.ijms.18.2.97-104 Indonesian.

Nie L, Li J, Liu Y, Sun P, Ye Z, Zhang H, Zhu L, Ma S, Zhang W, Tian Y. Spatial and temporal characteristics of winter diel vertical migration of zooplankton and nekton in the East China Shelf Seas based on multi-frequency echosounder. J Geophys Res Oceans. 2023;128:e2023JC020426. https://doi.org/10.1029/2023JC020426

Sidabutar HC, Rifai A, Indrayanti E. Kajian lapisan termoklin di Perairan Utara Jayapura. J Oceanogr. 2014;3(2):135-41. Indonesian.

Gordon AL. Oceanography of the Indonesian Seas and their throughflow. Oceanogr. 2005;18(4):14-27. https://doi.org/10.5670/oceanog.2005.01

Furusawa M. Effects of noise and absorption on high frequency measurements of acoustic-backscatter from fish. Int J Oceanogr. 2015: 589463. http://doi.org/10.1155/2015/589463

Krey K. Area distribusi dan variasi morfologi ular putih (Micropechis ikaheka) di Papua. Natural. 2009;8(1):22-8. Indonesian.

Burd BJ, Thomson RE. Seasonal patterns in deep acoustic backscatter layers near vent plumes in the Northeastern Pacific Ocean. FACETS. 2019;4:183-209. https://doi.org/10.1139/facets-2018-0027

Heywood KJ, Scrope-Howe S, Barton ED. Estimation of zooplankton abundance from shipborne adcp backscatter. Deep Sea Res A. 1991;38(6):677-91. https://doi.org/10.1016/0198-0149(91)90006-2

Diaz-Astudillo M, Caceres MA, Landaeta MF. Zooplankton structure and vertical migration: using acoustics and biomass to compare stratified and mixed fjord systems. Cont Shelf Res. 2017;148:208-18. https://doi.org/10.1016/j.csr.2017.09.004

Mutlu E. A comparison of the contribution of zooplankton and nekton taxa to the near-surface acoustic structure of three Turkish Seas. Mar Ecol.. 2005;26:17-32. https://doi.org/10.1111/j.1439-0485.2005.00039.x

Franks TM, Widder EA. The correlation of downwelling irradiance and staggered vertical migration patterns of zooplankton in Wilkinson Basin, Gulf of Maine. J Plankton Res. 1997;19(12):1975-91. https://doi.org/10.1093/plankt/19.12.1975

O'Driscoll RL, Macauly GJ, Gauthier S, Pinkerton M, Hanchet S. Distribution, abundance and acoustic properties of Antarctic silverfish (Pleuragramma antarcticum) in the Ross Sea. Deep Sea Res 2 Top Stud Oceanogr. 2011;58:181-95. https://doi.org/10.1016/j.dsr2.2010.05.018

Liu Y, Guo J, Xue Y, Sangmanee C, Wang H, Zhao C, Khokiattiwong S, Yu W. Seasonal variation in diel vertical migration of zooplankton and micronekton in the Andaman Sea observed by a moored ADCP. Deep Sea Res 1 Oceanogr Res Pap. 2022;179:103663. https://doi.org/10.1016/j.dsr.2021.103663

Cohen JH, Forward RB. Zooplankton diel vertical migration - a review of proximate control. In: Oceanogr Mar Biol. 2009;47:77-100. https://doi.org/10.1201/9781420094220

Febrianti ASP, Manik HM, Wijopriono. Pengukuran kelimpahan dan sebaran spasial zooplankton menggunakan scientific echosounder di semenanjung utara pesisir Banyuasin, Sumatera Selatan. J Ilmu dan Teknologi Kelautan Tropis. 2022;14(1):47-68. https://doi.org/10.29244/jitkt.v14i1.36218 Indonesian.

Reynolds CS. The Ecology of Phytoplankton. New York: Cambridge University Press. 2006. 435 p.

Ursella L, Cardin V, Batistic M, Garic R, Gacic M. Evidence of zooplankton vertical migration from continuous Southern Adriatic buoy current-meter records. Prog Oceanogr. 2018;167:78-96. https://doi.org/10.1016/j.pocean.2018.07.004

Latumeten J, Pello FS. Komposisi, kepadatan dan distribusi spasial zooplankton pada musim barat (Desember-Februari) di Perairan Teluk Ambon Dalam. In: Prosiding Seminar Nasional Kelautan dan Perikanan. 2019:72-82. Indonesian. https://doi.org/10.30598/PattimuraSci.2020.SNPK19.72-82

Nardini R, Picco P, Ciuffardi T, Bozzano R, Demarte M, Raiteri G, Bordone A, Pensieri S. Marine GIS as a tool to support backscatter data analysis for zooplankton investigations. J Mar Sci Eng. 2023;11(1):22. https://doi.org/10.3390/jmse11010022

Parra SM, Greer AT, Book JW, Deary AL, Soto IM, Culpepper C, Hernandez FJ, Miles TN. Acoustic detection of zooplankton diel vertical migration behaviors on the northern Gulf of Mexico shelf. Limnol Oceanogr. 2019;64(5):2092-113. https://doi.org/10.1002/lno.11171

Teledyne RDI. Field Service Technical Paper 003 (FST-003): Calculating Absolute Backscatter in Narrowband ADCPs. California: Teledyne RD Instruments. 1998. 24 p.

Lee K, Mukai T, Kang D, Iida K. Application of acoustic doppler current profiler combined with a scientific echo sounder for krill Euphausia pacifica density estimation. Fish Sci. 2004;70:1051-60. https://doi.org/10.1111/j.1444-2906.2004.00905.x

Deines KL. Backscatter estimation using broadband acoustic doppler current profiler. In: Proceedings of the IEEE Sixth Working Conference on Current Measurement. 1999. p. 249-53. https://doi.org/10.1109/CCM.1999.755249

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2024-07-10

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Maharani GR, Pujiyati S, Solikin S, Jaya I, Adrianto D, Mulyadi DS, Dwinovantyo A. Exploring diel vertical migration and spatiotemporal variation of zooplankton backscattering strength using an acoustic Doppler current profiler instrument in the Halmahera Sea, Indonesia. Arch Biol Sci [Internet]. 2024Jul.10 [cited 2024Nov.22];76(2):135-49. Available from: https://serbiosoc.org.rs/arch/index.php/abs/article/view/9505

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