How Big Is That Manta Ray? A Novel and Non-Invasive Method for Measuring Reef Manta Rays Using Small Drones

This study explores the application of small, commercially available drones to determine morphometric the measurements and record key demographic parameters of reef manta rays (<i>Mobula alfredi</i>) in Raja Ampat, Indonesia. DJI Mavic 2 Pro drones were used to obtain videos of surface-f...

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Main Authors: Edy Setyawan, Ben C. Stevenson, Muhamad Izuan, Rochelle Constantine, Mark V. Erdmann
Format: Article
Language:English
Published: MDPI AG 2022-02-01
Series:Drones
Subjects:
Online Access:https://www.mdpi.com/2504-446X/6/3/63
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author Edy Setyawan
Ben C. Stevenson
Muhamad Izuan
Rochelle Constantine
Mark V. Erdmann
author_facet Edy Setyawan
Ben C. Stevenson
Muhamad Izuan
Rochelle Constantine
Mark V. Erdmann
author_sort Edy Setyawan
collection DOAJ
description This study explores the application of small, commercially available drones to determine morphometric the measurements and record key demographic parameters of reef manta rays (<i>Mobula alfredi</i>) in Raja Ampat, Indonesia. DJI Mavic 2 Pro drones were used to obtain videos of surface-feeding <i>M. alfredi</i> with a floating, known-length PVC pipe as a reference scale—thus avoiding the need to utilize altitude readings, which are known to be unreliable in small drones, in our photogrammetry approach. Three dimensions (disc length (DL), disc width (DW), and cranial width (CW)) from 86 different individuals were measured. A hierarchical multivariate model was used to estimate the true measurements of these three dimensions and their population-level multivariate distributions. The estimated true measurements of these dimensions were highly accurate and precise, with the measurement of CW more accurate than that of DL and, especially, of DW. Each pairing of these dimensions exhibited strong linear relationships, with estimated correlation coefficients ranging from 0.98–0.99. Given these, our model allows us to accurately calculate DW (as the standard measure of body size for mobulid rays) using the more accurate CW and DL measurements. We estimate that the smallest mature <i>M. alfredi</i> of each sex we measured were 274.8 cm (males, <i>n</i> = 30) and 323.5 cm DW (females, <i>n</i> = 8). We conclude that small drones are useful for providing an accurate “snapshot” of the size distribution of surface-feeding <i>M. alfredi</i> aggregations and for determining the sex and maturity of larger individuals, all with minimal impact on this vulnerable species.
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spelling doaj.art-9a2416e598254b4c9e6d4e240436d1f92023-11-24T00:58:08ZengMDPI AGDrones2504-446X2022-02-01636310.3390/drones6030063How Big Is That Manta Ray? A Novel and Non-Invasive Method for Measuring Reef Manta Rays Using Small DronesEdy Setyawan0Ben C. Stevenson1Muhamad Izuan2Rochelle Constantine3Mark V. Erdmann4Institute of Marine Science, The University of Auckland, Auckland 1010, New ZealandDepartment of Statistics, The University of Auckland, Auckland 1010, New ZealandPOKJA Manta, Waisai 98471, IndonesiaInstitute of Marine Science, The University of Auckland, Auckland 1010, New ZealandConservation International Aotearoa, The University of Auckland, Auckland 1010, New ZealandThis study explores the application of small, commercially available drones to determine morphometric the measurements and record key demographic parameters of reef manta rays (<i>Mobula alfredi</i>) in Raja Ampat, Indonesia. DJI Mavic 2 Pro drones were used to obtain videos of surface-feeding <i>M. alfredi</i> with a floating, known-length PVC pipe as a reference scale—thus avoiding the need to utilize altitude readings, which are known to be unreliable in small drones, in our photogrammetry approach. Three dimensions (disc length (DL), disc width (DW), and cranial width (CW)) from 86 different individuals were measured. A hierarchical multivariate model was used to estimate the true measurements of these three dimensions and their population-level multivariate distributions. The estimated true measurements of these dimensions were highly accurate and precise, with the measurement of CW more accurate than that of DL and, especially, of DW. Each pairing of these dimensions exhibited strong linear relationships, with estimated correlation coefficients ranging from 0.98–0.99. Given these, our model allows us to accurately calculate DW (as the standard measure of body size for mobulid rays) using the more accurate CW and DL measurements. We estimate that the smallest mature <i>M. alfredi</i> of each sex we measured were 274.8 cm (males, <i>n</i> = 30) and 323.5 cm DW (females, <i>n</i> = 8). We conclude that small drones are useful for providing an accurate “snapshot” of the size distribution of surface-feeding <i>M. alfredi</i> aggregations and for determining the sex and maturity of larger individuals, all with minimal impact on this vulnerable species.https://www.mdpi.com/2504-446X/6/3/63aerial photogrammetrymarine megafaunaunmanned aerial vehiclesexual dimorphismsize at maturity
spellingShingle Edy Setyawan
Ben C. Stevenson
Muhamad Izuan
Rochelle Constantine
Mark V. Erdmann
How Big Is That Manta Ray? A Novel and Non-Invasive Method for Measuring Reef Manta Rays Using Small Drones
Drones
aerial photogrammetry
marine megafauna
unmanned aerial vehicle
sexual dimorphism
size at maturity
title How Big Is That Manta Ray? A Novel and Non-Invasive Method for Measuring Reef Manta Rays Using Small Drones
title_full How Big Is That Manta Ray? A Novel and Non-Invasive Method for Measuring Reef Manta Rays Using Small Drones
title_fullStr How Big Is That Manta Ray? A Novel and Non-Invasive Method for Measuring Reef Manta Rays Using Small Drones
title_full_unstemmed How Big Is That Manta Ray? A Novel and Non-Invasive Method for Measuring Reef Manta Rays Using Small Drones
title_short How Big Is That Manta Ray? A Novel and Non-Invasive Method for Measuring Reef Manta Rays Using Small Drones
title_sort how big is that manta ray a novel and non invasive method for measuring reef manta rays using small drones
topic aerial photogrammetry
marine megafauna
unmanned aerial vehicle
sexual dimorphism
size at maturity
url https://www.mdpi.com/2504-446X/6/3/63
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