ACOUSTICS BACKSCATTER MEASUREMENT OF LARGE MICROPLASTICS IN CONTROLLED CONDITIONS USING A SINGLE BEAM ECHOSOUNDER
PENGUKURAN ACOUSTICS BACKSCATTER LARGE MICROPLASTICS DALAM KONDISI TERKONTROL DENGAN ECHOSOUNDER SOROT TUNGGAL
DOI:
https://doi.org/10.24319/jtpk.17.14-27Keywords:
controlled, microplastics, single beam echosounder, underwater acoustic volume backscattering coefficient (sv)Abstract
Microplastics are particles ≤ 5 mm in size that result from the physical and chemical degradation of polymer-based materials. These particles are ubiquitously distributed in aquatic environments and pose significant threats to aquatic organisms. Currently, microplastic detection predominantly relies on water-sample analyses at a particular point, a method that is inherently limited in spatial coverage. Hydroacoustic techniques offer a promising alternative for detecting microplastics within the water column over larger areas. This study aims to assess the detection of large microplastics (1–5 mm) using a single-beam echosounder (SBES), specifically the Simrad EK-15, under laboratory-controlled conditions. Data validation was performed by comparing acoustic measurements with water-sample analyses using correlation and regression methods. The results reveal high model suitability with coefficients of determination exceeding 0.8 (R² > 0.8) and strong linear correlations (r > 0.8) between the two datasets. Furthermore, the average volume backscattering coefficient (sv) for large microplastics at depths corresponding to 1.5, 1, and 0.5 m were 9.025E-05, 5.403E-05, and 6.850E-05 m²/m³, respectively, while the mean volume backscattering strength (SV) values were -40.445 dB, -42.674 dB, and -41.643 dB at these depths. These findings underscore the efficacy of the SBES in detecting microplastics sized 1–5 mm within the water column and suggest that hydroacoustic methods can serve as a viable approach for expanding microplastic monitoring capabilities.
Downloads
References
Arifin Z, Falahudin D, Saito H, Mintarsih TH, Hafizt M, Suteja Y. 2023. Indonesian Policy and Researches Toward 70% Reduction of Marine Plastic Pollution by 2025. Marine Policy. 155(105692): 1–11. DOI: https://doi.org/10.1016/j.marpol.2023.105692.
Bahna SL. 2009. Statistics for Clinicians. Annals of Allergy, Asthma & Immunology. 103(4): S1–S57. DOI: https://doi.org/10.1016/S1081-1206(10)60812-5.
Becker JJ, Sandwell DT. 2008. Global Estimates of Seafloor Slope from Single‐Beam Ship Soundings. Journal of Geophysical Research: Oceans. 113(C05028): 1–14. DOI: https://doi.org/10.1029/2006jc003879.
Bjørnø L. 2017. Applied Underwater Acoustics. Neighbors TH, Bradley D (editors). Amsterdam (NL): Elsevier.
Boon A, Buschman FA, van Emmerik THM, Broere S, Vermeulen B. 2023. Detection of Suspended Macroplastics Using Acoustic Doppler Current Profiler (ADCP) Echo. Frontiers in Earth Science. 11(1231595): 1–10. DOI: https://doi.org/10.3389/feart.2023.1231595.
Bordós G, Gergely S, Háhn J, Palotai Z, Szabó É, Besenyő G, Salgó A, Harkai P, Kriszt B, Szoboszlay S. 2021. Validation of Pressurized Fractionated Filtration Microplastic Sampling in Controlled Test Environment. Water Research. 189(116572): 1–10. DOI: https://doi.org/10.1016/j.watres.2020.116572.
Broere S, van Emmerik T, González-Fernández D, Luxemburg W, de Schipper M, Cózar A, van de Giesen N. 2021. Towards Underwater Macroplastic Monitoring Using Echo Sounding. Frontiers in Earth Science. 9(628704): 1–11. DOI: https://doi.org/10.3389/feart.2021.628704.
Cui W, Fu S, Hu Z. 2022. Encyclopedia of Ocean Engineering. Cui W, Fu S, Hu Z (editors). Singapore (SG): Springer Nature Singapore.
Cunningham EM, Sigwart JD. 2019. Environmentally Accurate Microplastic Levels and Their Absence from Exposure Studies. Integrative and Comparative Biology. 59(6): 1485–1496. DOI: https://doi.org/10.1093/icb/icz068.
D20 Committee. 2017. Test Methods for Particle Size (Sieve Analysis) of Plastic Materials. http://www.astm.org/cgi-bin/resolver.cgi?D1921-01. [26 Mei 2024].
De Winter JCF, Gosling SD, Potter J. 2016. Comparing the Pearson and Spearman Correlation Coefficients Across Distributions and Sample Sizes: A Tutorial Using Simulations and Empirical Data. Psychological Methods. 21(3): 273–290. DOI: https://doi.org/10.1037/met0000079.
Della Penna A, Llort J, Moreau S, Patel R, Kloser R, Gaube P, Strutton P, Boyd PW. 2022. The Impact of a Southern Ocean Cyclonic Eddy on Mesopelagic Micronekton. Journal of Geophysical Research: Oceans. 127(11): 1–14. DOI: https://doi.org/10.1029/2022JC018893.
Demer DA, Berger L, Bernasconi M, Bethke E, Boswell K, Chu D, Domokos R, Dunford A, Fässler S, Gauthier S, et al. 2015. Calibration of Acoustic Instruments. Copenhagen (DK): ICES Cooperative Research Reports (CRR).
Dittmar S, Ruhl AS, Altmann K, Jekel M. 2024. Settling Velocities of Small Microplastic Fragments and Fibers. Environmental Science & Technology. 58(14): 6359–6369. DOI: https://doi.org/10.1021/acs.est.3c09602.
Dwinovantyo A, Solikin S, Triwisesa E, Triyanto T. 2023. Target Strength of Nile Tilapia (Oreochromis niloticus) from 200 kHz Calibrated Fish Finder and Scientific Echosounder: Laboratory Measurement and Modeling. The International Seminar on Ocean Sciences and Sustainability (ISOSS-2022), August 4–5, 2022. IOP Conference Series: Earth and Environmental Science. DOI: https://doi.org/10.1088/1755-1315/1251/1/012022.
Elagami H, Ahmadi P, Fleckenstein JH, Frei S, Obst M, Agarwal S, Gilfedder BS. 2022. Measurement of Microplastic Settling Velocities and Implications for Residence Times in Thermally Stratified Lakes. Limnology & Oceanography. 67(4): 934–945. DOI: https://doi.org/10.1002/lno.12046.
Ermoshkin AV, Kosteev DA, Ponomarenko AA, Razumov DD, Salin MB. 2022. Surface Waves Prediction Based on Long-Range Acoustic Backscattering in a Mid-Frequency Range. Journal of Marine Science and Engineering. 10(6): 1–18. DOI: https://doi.org/10.3390/jmse10060722.
Fernández A, Ibáñez A, Parrilla M, Elvira L, Bassat Q, Jiménez J. 2021. Estimation of the Concentration of Particles in Suspension Based on Envelope Statistics of Ultrasound Backscattering. Ultrasonics. 116(106501): 1–13. DOI: https://doi.org/10.1016/j.ultras.2021.106501.
Fielding S, Griffiths G, Roe HSJ. 2004. The Biological Validation of ADCP Acoustic Backscatter Through Direct Comparison with Net Samples and Model Predictions Based on Acoustic-Scattering Models. ICES Journal of Marine Science. 61(2): 184–200. DOI: https://doi.org/10.1016/j.icesjms.2003.10.011.
Flores NY, Oswald SB, Leuven RSEW, Collas FPL. 2022. Underwater Macroplastic Detection Using Imaging Sonars. Frontiers in Environmental Science. 10(875917): 1–10. DOI: https://doi.org/10.3389/fenvs.2022.875917.
Foote KG. 1982. Optimizing Copper Spheres for Precision Calibration of Hydroacoustic Equipment. The Journal of the Acoustical Society of America. 71(3): 742–747. DOI: https://doi.org/10.1121/1.387497.
Frias JPGL, Nash R. 2019. Microplastics: Finding a Consensus on the Definition. Marine Pollution Bulletin. 138: 145–147. DOI: https://doi.org/10.1016/j.marpolbul.2018.11.022.
Gago J, Filgueiras A, Pedrotti ML, Caetano M, Frias J. 2019. Standardised Protocol for Monitoring Microplastics in Seawater. Brussels (BE): JPI Oceans BASEMEN Project.
GESAMP. 2019. Guidelines for the Monitoring and Assessment of Plastic Litter in the Ocean Note by the Secretariat. London (GB): GESAMP Joint Group of Experts on the Scientific Aspects of Marine Environmental Protection.
Guerrero M, Di Federico V. 2018. Suspended Sediment Assessment by Combining Sound Attenuation and Backscatter Measurements – Analytical Method and Experimental Validation. Advances in Water Resources. 113: 167–179. DOI: https://doi.org/10.1016/j.advwatres.2018.01.020.
Guerrero M, Rüther N, Szupiany R, Haun S, Baranya S, Latosinski F. 2016. The Acoustic Properties of Suspended Sediment in Large Rivers: Consequences on ADCP Methods Applicability. Water. 8(1): 13. DOI: https://doi.org/10.3390/w8010013.
Hay AE. 1991. Sound Scattering from a Particle‐Laden, Turbulent Jet. The Journal of the Acoustical Society of America. 90(4): 2055–2074. DOI: https://doi.org/10.1121/1.401633.
Iida K, Mukai T, Hwang D. 1996. Relationship Between Acoustic Backscattering Strength and Density of Zooplankton in the Sound-Scattering Layer. ICES Journal of Marine Science. 53(2): 507–512. DOI: https://doi.org/10.1006/jmsc.1996.0073.
Ladroit Y, Escobar-Flores PC, Schimel ACG, O’Driscoll RL. 2020. ESP3: An Open-Source Software for the Quantitative Processing of Hydro-Acoustic Data. SoftwareX. 12(100581): 1–8. DOI: https://doi.org/10.1016/j.softx.2020.100581.
Lurton X, Lamarche G, Brown C, Lucieer V, Rice G, Schimel A, Weber T. 2015. Backscatter Measurements by Seafloor‐Mapping Sonars: Guidelines and Recommendations. Salvador (BR): GeoHab Backscatter Working Group.
Ma’mun A, Manik HM, Hestirianoto T. 2013. Rancang Bangun Algoritma dan Aplikasinya pada Akustik Single Beam untuk Pendeteksian Bawah Air. Jurnal Teknologi Perikanan dan Kelautan. 4(2): 173–183. DOI: https://doi.org/10.24319/jtpk.4.173-183.
Marko JR, Topham DR. 2015. Laboratory Measurements of Acoustic Backscattering from Polystyrene Pseudo-Ice Particles as a Basis for Quantitative Characterization of Frazil Ice. Cold Regions Science and Technology. 112: 66–86. DOI: https://doi.org/10.1016/j.coldregions.2015.01.003.
Medwin H, Clay CS. 1998. Fundamentals of Acoustical Oceanography (A Volume in Applications of Modern Acoustics). Stern R, Levy M (editors). San Diego (US): Academic Press.
Mellenbergh GJ. 2019. Outliers. In: Counteracting Methodological Errors in Behavioral Research. Cham (CH): Springer International Publishing.
Moate BD, Thorne PD. 2009. Measurements and Inversion of Acoustic Scattering from Suspensions Having Broad Size Distributions. The Journal of the Acoustical Society of America. 126(6): 2905–2917. DOI: https://doi.org/10.1121/1.3242374.
O’Driscoll RL, Ladroit Y, Parker SJ, Vacchi M, Canese S, Ghigliotti L, Dunford AJ, Mormede S. 2018. Acoustic Deployments Reveal Antarctic Silverfish Under Ice in the Ross Sea. Antarctic Science. 30(6): 345–353. DOI: https://doi.org/10.1017/S0954102018000366.
Oladejo A. 2017. Analysis of Microplastics and Their Removal from Water [Thesis]. Helsinki (FI): Helsinki Metropolia University of Applied Sciences.
Omeyer LCM, Duncan EM, Aiemsomboon K, Beaumont N, Bureekul S, Cao B, Carrasco LR, Chavanich S, Clark JR, Cordova MR, et al. 2022. Priorities to Inform Research on Marine Plastic Pollution in Southeast Asia. Science of the Total Environment. 841(156704): 1–18. DOI: https://doi.org/10.1016/j.scitotenv.2022.156704.
Pereao O, Opeolu B, Fatoki O. 2020. Microplastics in Aquatic Environment: Characterization, Ecotoxicological Effect, Implications for Ecosystems and Developments in South Africa. Environmental Science and Pollution Research. 27(18): 22271–22291. DOI: https://doi.org/10.1007/s11356-020-08688-2.
Perelman JN, Ladroit Y, Escobar-Flores P, Firing E, Drazen JC. 2023. Eddies and Fronts Influence Pelagic Communities Across the Eastern Pacific Ocean. Progress in Oceanography. 211(102967): 1–15. DOI: https://doi.org/10.1016/j.pocean.2023.102967.
Pitarch J, Brando VE. 2025. A Hyperspectral and Multi-Angular Synthetic Dataset for Algorithm Development in Waters of Varying Trophic Levels and Optical Complexity. Earth System Science Data. 17(2): 435–460. DOI: https://doi.org/10.5194/essd-17-435-2025.
Setiawan W, Jaya I, Hestirianoto T, Pujiyati S, Priatna A, Ma’mun A. 2020. Comparison of Wideband vs Narrowband Acoustic Approach to Target Strength Value on Bullet Tuna (Auxis rochei) and Bonito (Euthynnus affinis). The International Journal of Acoustics and Vibration. 25(4): 489–497. DOI: https://doi.org/10.20855/ijav.2020.25.41631.
SIMRAD. 2014. Reference Manual: Simrad EK15 Multi-Purpose Scientific Echo Sounder. Kongsberg (NO): Kongsberg Maritime AS.
Thorne PD, Hardcastle PJ, Soulsby RL. 1993. Analysis of Acoustic Measurements of Suspended Sediments. Journal of Geophysical Research: Oceans. 98(C1): 899–910. DOI: https://doi.org/10.1029/92JC01855.
Thorne PD, Hurther D. 2014. An Overview on the Use of Backscattered Sound for Measuring Suspended Particle Size and Concentration Profiles in Non-Cohesive Inorganic Sediment Transport Studies. Continental Shelf Research. 73: 97–118. DOI: https://doi.org/10.1016/j.csr.2013.10.017.
Thorne PD, Meral R. 2008. Formulations for the Scattering Properties of Suspended Sandy Sediments for Use in the Application of Acoustics to Sediment Transport Processes. Continental Shelf Research. 28(2): 309–317. DOI: https://doi.org/10.1016/j.csr.2007.08.002.
van Emmerik T, Schwarz A. 2020. Plastic Debris in Rivers. Wiley Interdisciplinary Reviews: Water. 7(1): 1–24. DOI: https://doi.org/10.1002/wat2.1398.
Vergne A, Le Coz J, Berni C, Pierrefeu G. 2020. Using a Down‐Looking Multifrequency ABS for Measuring Suspended Sediments in Rivers. Water Resources Research. 56(2): 1–19. DOI: https://doi.org/10.1029/2019WR024877.
Vriend P, Hidayat H, van Leeuwen J, Cordova MR, Purba NP, Löhr AJ, Faizal I, Ningsih NS, Agustina K, Husrin S, et al. 2021. Plastic Pollution Research in Indonesia: State of Science and Future Research Directions to Reduce Impacts. Frontiers in Environmental Science. 9(692907): 1–12. DOI: https://doi.org/10.3389/fenvs.2021.692907.
Waldschläger K, Brückner MZM, Carney Almroth B, Hackney CR, Adyel TM, Alimi OS, Belontz SL, Cowger W, Doyle D, Gray A, et al. 2022. Learning from Natural Sediments to Tackle Microplastics Challenges: A Multidisciplinary Perspective. Earth-Science Reviews. 228(104021): 1–24. DOI: https://doi.org/10.1016/j.earscirev.2022.104021.
Zhang J, Murton J, Liu S, Sui L, Zhang S, Wang L, Kong L, Ding H. 2021. Sensitivity and Regression Analysis of Acoustic Parameters for Determining Physical Properties of Frozen Fine Sand with Ultrasonic Test. Quarterly Journal of Engineering Geology and Hydrogeology. 54(1): 1–12. DOI: https://doi.org/10.1144/qjegh2020-021.
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Bimo Aji Nugroho, Henry M. Manik, Indra Jaya, Muhammad Reza Cordova

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
This journal is published under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License. Authors who publish with this journal agree to the following terms: Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution-NonCommercial 4.0 International License. Attribution — You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use. NonCommercial — You may not use the material for commercial purposes.














