METHODS article
Front. Mar. Sci.
Sec. Ocean Observation
Cross-calibration of multiple optical instruments for the measurement of particle size distributions in water
Provisionally accepted- 1National Oceanography Centre, University of Southampton, Southampton, United Kingdom
- 2Robert Gordon University, Aberdeen, United Kingdom
- 3Division of Oceanography, Center for Scientific Research and Higher Education in Ensenada (CICESE), Ensenada, Baja California, Mexico
- 4School of Engineering, University of Aberdeen, Aberdeen, Scotland, United Kingdom
- 5School of Ocean and Earth Science, Faculty of Environmental and Life Sciences, University of Southampton, Southampton, Hampshire, United Kingdom
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Particle size spectra, describing particle abundance as a function of size, are essential for understanding marine ecosystem structure and biogeochemical processes. The slopes of size spectra provide insights into ecosystem characteristics. However, capturing size spectrum across the wide range of particle sizes requires integrating multiple imaging systems, as no single instrument spans the entire size spectrum of diverse particle types. This study employed three imaging systems - Underwater Vision Profiler 5 (UVP5), the Continuous Plankton Imaging and Classification Sensor (CPICS) and LISST-HOLO2 - each with a distinct size resolution, to construct a continuous particle size spectrum spanning a broad size range. Calibration experiments were carried out using olive stone granules (0 -1000 µm) divided into five size classes to ensure size spectra obtained from each instrument are directly comparable. Four binarization methods were evaluated for particle edge detection to measure particle sizes, with results highlighting method-specific biases. Otsu thresholding underestimated sizes for low-contrast particles, while Canny thresholding overestimated sizes for interference-affected particles. Optimal methods were selected for each instrument, enabling alignment of size spectra across systems. The study demonstrates that integrating imaging systems and applying appropriate data processing methods can effectively generate size spectra over broad size ranges. This approach provides a robust framework for studying particle-driven processes and carbon cycling in marine ecosystems, emphasizing the importance of careful thresholding and visual validation.
Keywords: Optical instruments, marine snow, size distribution, calibration methods, thresholding
Received: 02 Dec 2024; Accepted: 12 Nov 2025.
Copyright: © 2025 Takeuchi, Liu, Major, Contreras Pacheco, THEVAR, Williams and Giering. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence: Marika Takeuchi, marika.takeuchi@noc.ac.uk
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