Detection of Monema flavescens (Lepidoptera: Limacodidae) Cocoons Using Small Unmanned Aircraft System
Current unmanned aircraft system (a.k.a. drone) technology is an effective tool for aerial survey of pests including weeds, plant diseases, and insects. This study was conducted to develop an aerial survey method that can locate cocoons of the oriental moth, Monema flavescens Walker, for precise and...
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Published in | Journal of economic entomology Vol. 114; no. 5; pp. 1927 - 1933 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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Entomological Society of America
01.10.2021
Oxford University Press |
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Abstract | Current unmanned aircraft system (a.k.a. drone) technology is an effective tool for aerial survey of pests including weeds, plant diseases, and insects. This study was conducted to develop an aerial survey method that can locate cocoons of the oriental moth, Monema flavescens Walker, for precise and accurate detection of the cocoons in winter to prevent defoliation in the subsequent summer. We used a rotary-wing drone for an aerial survey of M. flavescens cocoons on 15 trees at 3–5 m above the tree canopy. We also conducted a conventional ground survey of M. flavescens cocoons on the same trees for two different conditions of cocoons: open (i.e., adult moths already emerged from cocoons) and closed (i.e., adult moths were not emerged yet). A validation census with destructive sampling was conducted to determine the precision and accuracy of the aerial and ground survey methods. The results of this study showed that from the aerial survey with the drone, images of open cocoons differed from those of closed cocoons. We found higher precision and accuracy and lower type I and II error rates for closed cocoons by the aerial survey with the drone than those by the ground survey. No significant relationships of the number of cocoons with tree height and diameter at breast height were found. This is the first study to demonstrate direct detection of insects with an aerial survey by using a drone. |
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AbstractList | Abstract
Current unmanned aircraft system (a.k.a. drone) technology is an effective tool for aerial survey of pests including weeds, plant diseases, and insects. This study was conducted to develop an aerial survey method that can locate cocoons of the oriental moth, Monema flavescens Walker, for precise and accurate detection of the cocoons in winter to prevent defoliation in the subsequent summer. We used a rotary-wing drone for an aerial survey of M. flavescens cocoons on 15 trees at 3–5 m above the tree canopy. We also conducted a conventional ground survey of M. flavescens cocoons on the same trees for two different conditions of cocoons: open (i.e., adult moths already emerged from cocoons) and closed (i.e., adult moths were not emerged yet). A validation census with destructive sampling was conducted to determine the precision and accuracy of the aerial and ground survey methods. The results of this study showed that from the aerial survey with the drone, images of open cocoons differed from those of closed cocoons. We found higher precision and accuracy and lower type I and II error rates for closed cocoons by the aerial survey with the drone than those by the ground survey. No significant relationships of the number of cocoons with tree height and diameter at breast height were found. This is the first study to demonstrate direct detection of insects with an aerial survey by using a drone. Current unmanned aircraft system (a.k.a. drone) technology is an effective tool for aerial survey of pests including weeds, plant diseases, and insects. This study was conducted to develop an aerial survey method that can locate cocoons of the oriental moth, Monema flavescens Walker, for precise and accurate detection of the cocoons in winter to prevent defoliation in the subsequent summer. We used a rotary-wing drone for an aerial survey of M. flavescens cocoons on 15 trees at 3–5 m above the tree canopy. We also conducted a conventional ground survey of M. flavescens cocoons on the same trees for two different conditions of cocoons: open (i.e., adult moths already emerged from cocoons) and closed (i.e., adult moths were not emerged yet). A validation census with destructive sampling was conducted to determine the precision and accuracy of the aerial and ground survey methods. The results of this study showed that from the aerial survey with the drone, images of open cocoons differed from those of closed cocoons. We found higher precision and accuracy and lower type I and II error rates for closed cocoons by the aerial survey with the drone than those by the ground survey. No significant relationships of the number of cocoons with tree height and diameter at breast height were found. This is the first study to demonstrate direct detection of insects with an aerial survey by using a drone. |
Author | Park, Yong-Lak Lee, Gwan-Seok Cho, Jum Rae Seo, Bo Yoon |
Author_xml | – sequence: 1 givenname: Yong-Lak orcidid: 0000-0002-6995-8212 surname: Park fullname: Park, Yong-Lak organization: Entomology Program, Division of Plant and Soil Sciences, West Virginia University, Morgantown, WV 26506, USA – sequence: 2 givenname: Jum Rae surname: Cho fullname: Cho, Jum Rae organization: Crop Protection Division, Department of Agro-food Safety and Crop Protection, National Institute of Agricultural Sciences, Wanju-gun, Jeollabuk-do 55365, Republic of Korea – sequence: 3 givenname: Gwan-Seok surname: Lee fullname: Lee, Gwan-Seok organization: Crop Protection Division, Department of Agro-food Safety and Crop Protection, National Institute of Agricultural Sciences, Wanju-gun, Jeollabuk-do 55365, Republic of Korea – sequence: 4 givenname: Bo Yoon orcidid: 0000-0002-0216-5138 surname: Seo fullname: Seo, Bo Yoon organization: Crop Protection Division, Department of Agro-food Safety and Crop Protection, National Institute of Agricultural Sciences, Wanju-gun, Jeollabuk-do 55365, Republic of Korea |
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CitedBy_id | crossref_primary_10_1007_s11119_022_09902_6 crossref_primary_10_1093_jee_toae117 crossref_primary_10_3390_plants12040798 crossref_primary_10_1111_afe_12630 crossref_primary_10_1093_jee_toab081 crossref_primary_10_3390_insects14060555 crossref_primary_10_1002_ps_8115 crossref_primary_10_1016_j_compag_2023_108228 crossref_primary_10_3390_drones8010001 |
Cites_doi | 10.7585/kjps.2018.22.4.255 10.1016/j.compag.2017.04.011 10.1111/j.1439-0418.2011.01649.x 10.1007/s11119-016-9442-0 10.1016/j.biosystemseng.2010.11.010 10.1093/jee/toz268 10.1007/s11119-012-9274-5 10.1371/journal.pone.0058210 10.5962/bhl.title.64009 10.1111/wre.12307 10.1002/ps.4670 10.3390/agriengineering2030032 10.1111/eea.12503 10.5656/KSAE.2016.01.1.059 10.1007/BF02513525 10.1016/j.biosystemseng.2012.08.009 10.1111/wre.12026 10.1016/S1226-8615(08)60337-4 10.7585/kjps.2018.22.1.62 10.1016/j.compind.2018.03.010 10.1002/rob.20232 10.1080/22797254.2019.1572459 10.3390/info10110349 10.1016/j.compag.2012.12.002 10.1016/j.procs.2018.07.063 10.1007/s10886-013-0253-8 10.3390/rs12132136 |
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Keywords | pest detection oriental moth site-specific pest management drone aerial survey |
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References | Rasmussen (2021101314232192100_CIT0025) 2013; 53 Choi (2021101314232192100_CIT0003) 2018; 22 Park (2021101314232192100_CIT0023) 2018; 74 Pedigo (2021101314232192100_CIT0024) 1994 Yang (2021101314232192100_CIT0038) 2016; 161 Osorio (2021101314232192100_CIT0021) 2020; 2 Furukawa (2021101314232192100_CIT0010) 2017; 274 Zhang (2021101314232192100_CIT0042) 2012; 13 Jorge (2021101314232192100_CIT0013) 2019; 52 Lim (2021101314232192100_CIT0018) 2016; 55 Mulla (2021101314232192100_CIT0020) 2013; 114 Tsouros (2021101314232192100_CIT0032) 2019; 10 Xiang (2021101314232192100_CIT0035) 2011; 108 Collins (2021101314232192100_CIT0005) 1933 Faiçal (2021101314232192100_CIT0007) 2017; 138 Korean National Crop Pest Management System (NCPMS). (2021101314232192100_CIT0015) 2020 Lammers (2021101314232192100_CIT0016) 2004 Torres-Sánchez (2021101314232192100_CIT0031) 2013; 8 Severtson (2021101314232192100_CIT0028) 2016; 17 Lee (2021101314232192100_CIT0017) 1986; 1985 SAS Institute. (2021101314232192100_CIT0026) 2009 Korea Crop Protection Association (KCPA). (2021101314232192100_CIT0014) 2020 Park (2021101314232192100_CIT0022) 2007; 10 Yoon (2021101314232192100_CIT0040) 2018; 22 Garcia-Ruiz (2021101314232192100_CIT0011) 2013; 91 Banu (2021101314232192100_CIT0001) 2016; 5 Schmale (2021101314232192100_CIT0027) 2008; 25 Umeya (2021101314232192100_CIT0033) 2003 Hameed (2021101314232192100_CIT0012) 2018 Tan (2021101314232192100_CIT0030) 2013; 137 Fernández-Quintanilla (2021101314232192100_CIT0008) 2018; 58 CAB International (CABI). (2021101314232192100_CIT0002) 2020 Dias (2021101314232192100_CIT0006) 2018; 99 Chung (2021101314232192100_CIT0004) 1965; 4 Filho (2021101314232192100_CIT0009) 2020; 113 Mogili (2021101314232192100_CIT0019) 2018; 133 Yang (2021101314232192100_CIT0037) 2016; 69 Yoo (2021101314232192100_CIT0039) 1993 Shibasaki (2021101314232192100_CIT0029) 2013; 39 Veeranampalayam Sivakumar (2021101314232192100_CIT0034) 2020; 12 Yamada (2021101314232192100_CIT0036) 1992; 34 Zhan (2021101314232192100_CIT0041) 2015; 8 |
References_xml | – volume-title: SAS 9.2 user manual year: 2009 ident: 2021101314232192100_CIT0026 contributor: fullname: SAS Institute. – volume-title: Report of a pest risk analysis: Cnidocampa flavescens year: 2004 ident: 2021101314232192100_CIT0016 contributor: fullname: Lammers – volume: 22 start-page: 255 year: 2018 ident: 2021101314232192100_CIT0003 article-title: Insecticidal activity of plant extracts against lepidopteran insect pests (Latoia hilarata, Monema flavescens and Euproctis similis) in blueberry publication-title: Korean J. Pestic. Sci doi: 10.7585/kjps.2018.22.4.255 contributor: fullname: Choi – volume: 138 start-page: 210 year: 2017 ident: 2021101314232192100_CIT0007 article-title: An adaptive approach for UAV-based pesticide spraying in dynamic environments publication-title: Comput. Electron. Agric doi: 10.1016/j.compag.2017.04.011 contributor: fullname: Faiçal – volume: 137 start-page: 126 year: 2013 ident: 2021101314232192100_CIT0030 article-title: Alternative air vehicles for sterile insect technique aerial release publication-title: J. Appl. Entomol doi: 10.1111/j.1439-0418.2011.01649.x contributor: fullname: Tan – volume: 17 start-page: 659 year: 2016 ident: 2021101314232192100_CIT0028 article-title: Unmanned aerial vehicle canopy reflectance data detects potassium deficiency and green peach aphid susceptibility in canola publication-title: Prec. Agric doi: 10.1007/s11119-016-9442-0 contributor: fullname: Severtson – volume: 108 start-page: 174 year: 2011 ident: 2021101314232192100_CIT0035 article-title: Development of a low-cost agricultural remote sensing system based on an autonomous unmanned aerial vehicle (UAV) publication-title: Biosyst. Engineer doi: 10.1016/j.biosystemseng.2010.11.010 contributor: fullname: Xiang – volume: 69 start-page: 193 year: 2016 ident: 2021101314232192100_CIT0037 article-title: Attraction of Monema flavescens males to synthetic blends of sex pheromones publication-title: Bull. Insectol contributor: fullname: Yang – volume: 113 start-page: 1 year: 2020 ident: 2021101314232192100_CIT0009 article-title: Drones: innovative technology for use in precision pest management publication-title: J. Econ. Entomol doi: 10.1093/jee/toz268 contributor: fullname: Filho – volume: 13 start-page: 693 year: 2012 ident: 2021101314232192100_CIT0042 article-title: The application of small unmanned aerial systems for precision agriculture: a review publication-title: Prec. Agric doi: 10.1007/s11119-012-9274-5 contributor: fullname: Zhang – volume: 8 year: 2013 ident: 2021101314232192100_CIT0031 article-title: Configuration and specifications of an unmanned aerial vehicle (UAV) for early site specific weed management publication-title: PLoS ONE doi: 10.1371/journal.pone.0058210 contributor: fullname: Torres-Sánchez – year: 2020 ident: 2021101314232192100_CIT0002 contributor: fullname: CAB International (CABI). – start-page: 1 year: 2018 ident: 2021101314232192100_CIT0012 article-title: Detection of weed and wheat using image processing, contributor: fullname: Hameed – start-page: 902 volume-title: Agricultural insect pests in Japan year: 2003 ident: 2021101314232192100_CIT0033 article-title: Monema flavescens, contributor: fullname: Umeya – year: 2020 ident: 2021101314232192100_CIT0015 contributor: fullname: Korean National Crop Pest Management System (NCPMS). – volume: 1985 start-page: 169 year: 1986 ident: 2021101314232192100_CIT0017 article-title: An investigation of insect pests on the fruit trees of subtropical-humid zone and life cycle of Monema flavescens W. Res. Rept publication-title: Rural Dev. Admin contributor: fullname: Lee – volume-title: The oriental moth (Cnidocampa flavescens Walk.) and its control year: 1933 ident: 2021101314232192100_CIT0005 doi: 10.5962/bhl.title.64009 contributor: fullname: Collins – volume: 4 start-page: 39 year: 1965 ident: 2021101314232192100_CIT0004 article-title: Studies on the bionomics of oriental moth, Cnidocampa flavescens Walker, damaging to the persimmon tree in the southern part of Korea publication-title: Korean J. Plant Prot contributor: fullname: Chung – volume: 58 start-page: 259 year: 2018 ident: 2021101314232192100_CIT0008 article-title: Is the current state of the art of weed monitoring suitable for site-specific weed management in arable crops? publication-title: Weed Res doi: 10.1111/wre.12307 contributor: fullname: Fernández-Quintanilla – volume: 74 start-page: 141 year: 2018 ident: 2021101314232192100_CIT0023 article-title: Aerial release of Rhinoncomimus latipes (Coleoptera: Curculionidae) to control Persicaria perfoliata (Polygonaceae) using an unmanned aerial system publication-title: Pest Manag. Sci doi: 10.1002/ps.4670 contributor: fullname: Park – volume: 8 start-page: 21659 year: 2015 ident: 2021101314232192100_CIT0041 article-title: Cardiac urticaria caused by eucleid allergen publication-title: Int. J. Clin. Exp. Med contributor: fullname: Zhan – volume: 2 start-page: 471 year: 2020 ident: 2021101314232192100_CIT0021 article-title: A deep learning approach for weed detection in lettuce crops using multispectral images publication-title: AgriEngineering doi: 10.3390/agriengineering2030032 contributor: fullname: Osorio – volume: 161 start-page: 161 year: 2016 ident: 2021101314232192100_CIT0038 article-title: Female sex pheromone of a nettle caterpillar, Monema flavescens, in China publication-title: Entomol. Exp. Appl doi: 10.1111/eea.12503 contributor: fullname: Yang – volume: 55 start-page: 45 year: 2016 ident: 2021101314232192100_CIT0018 article-title: Patterns of insect pest occurrences and Dasineura oxycoccana Johnson in blueberry farms in Jeonbuk province publication-title: Korean J. Appl. Entomol doi: 10.5656/KSAE.2016.01.1.059 contributor: fullname: Lim – volume: 5 start-page: 557 year: 2016 ident: 2021101314232192100_CIT0001 article-title: The use of drones in forestry publication-title: J. Environ. Sci. Engineer. B contributor: fullname: Banu – volume: 34 start-page: 109 year: 1992 ident: 2021101314232192100_CIT0036 article-title: Spatio-temporal analysis of the population dynamics of the oriental moth, Monema flavescens (Lepidoptera: Limacodidae) publication-title: Res. Popul. Ecol doi: 10.1007/BF02513525 contributor: fullname: Yamada – volume: 114 start-page: 358 year: 2013 ident: 2021101314232192100_CIT0020 article-title: Twenty five years of remote sensing in precision agriculture: key advances and remaining knowledge gaps publication-title: Biosyst. Engineer doi: 10.1016/j.biosystemseng.2012.08.009 contributor: fullname: Mulla – volume-title: Handbook of sampling methods for arthropods in agriculture year: 1994 ident: 2021101314232192100_CIT0024 contributor: fullname: Pedigo – volume: 53 start-page: 242 year: 2013 ident: 2021101314232192100_CIT0025 article-title: Potential uses of small unmanned aircraft systems (UAS) in weed research publication-title: Weed Res doi: 10.1111/wre.12026 contributor: fullname: Rasmussen – volume: 274 start-page: 133 year: 2017 ident: 2021101314232192100_CIT0010 article-title: Relationships between environmental factors and cocoon color morphs of a slug moth, Monema flavescens in the field publication-title: Jpn J. Environ. Entomol. Zool contributor: fullname: Furukawa – volume: 10 start-page: 89 year: 2007 ident: 2021101314232192100_CIT0022 article-title: Theory, technology, and practice of site-specific insect pest management publication-title: J. Asia-Pac. Entomol doi: 10.1016/S1226-8615(08)60337-4 contributor: fullname: Park – volume: 22 start-page: 62 year: 2018 ident: 2021101314232192100_CIT0040 article-title: Pathogenicity of entomopathogenic nematodes on Monema flavescens and Latoia consocia publication-title: Kor. J. Pestic. Sci doi: 10.7585/kjps.2018.22.1.62 contributor: fullname: Yoon – volume: 99 start-page: 17 year: 2018 ident: 2021101314232192100_CIT0006 article-title: Apple flower detection using deep convolutional networks publication-title: Comp. Ind doi: 10.1016/j.compind.2018.03.010 contributor: fullname: Dias – volume: 25 start-page: 133 year: 2008 ident: 2021101314232192100_CIT0027 article-title: Development and application of an autonomous unmanned aerial vehicle for precise aerobiological sampling above agricultural fields publication-title: J. Field Robot doi: 10.1002/rob.20232 contributor: fullname: Schmale – volume: 52 start-page: 169 year: 2019 ident: 2021101314232192100_CIT0013 article-title: Detection of irrigation inhomogeneities in an olive grove using the NDRE vegetation index obtained from UAV images publication-title: Eur. J. Remote Sens doi: 10.1080/22797254.2019.1572459 contributor: fullname: Jorge – volume: 10 start-page: 349 year: 2019 ident: 2021101314232192100_CIT0032 article-title: A review on UAV-based applications for precision agriculture publication-title: Information doi: 10.3390/info10110349 contributor: fullname: Tsouros – volume: 91 start-page: 106 year: 2013 ident: 2021101314232192100_CIT0011 article-title: Comparison of two aerial imaging platforms for identification of Huanglongbing-infected citrus trees publication-title: Comp. Electr. Agric doi: 10.1016/j.compag.2012.12.002 contributor: fullname: Garcia-Ruiz – volume-title: Guidebook of pesticides year: 2020 ident: 2021101314232192100_CIT0014 contributor: fullname: Korea Crop Protection Association (KCPA). – volume: 133 start-page: 502 year: 2018 ident: 2021101314232192100_CIT0019 article-title: Review on application of drone systems in precision agriculture publication-title: Proc. Comp. Sci doi: 10.1016/j.procs.2018.07.063 contributor: fullname: Mogili – volume: 39 start-page: 350 year: 2013 ident: 2021101314232192100_CIT0029 article-title: Identification of the sex pheromone secreted by a nettle moth, Monema flavescens, using gas chromatography/Fourier transform infrared spectroscopy publication-title: J. Chem. Ecol doi: 10.1007/s10886-013-0253-8 contributor: fullname: Shibasaki – volume: 12 start-page: 2136 year: 2020 ident: 2021101314232192100_CIT0034 article-title: Comparison of object detection and patch-based classification deep learning models on mid- to late-season weed detection in UAV imagery publication-title: Remote Sens doi: 10.3390/rs12132136 contributor: fullname: Veeranampalayam Sivakumar – volume-title: Bionomics of Monema flavescens Walker (Lepidoptera: Limacodidae) in Chonbuk province year: 1993 ident: 2021101314232192100_CIT0039 contributor: fullname: Yoo |
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Snippet | Current unmanned aircraft system (a.k.a. drone) technology is an effective tool for aerial survey of pests including weeds, plant diseases, and insects. This... Abstract Current unmanned aircraft system (a.k.a. drone) technology is an effective tool for aerial survey of pests including weeds, plant diseases, and... |
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StartPage | 1927 |
SubjectTerms | aerial survey Aircraft Butterflies & moths Cocoons Defoliation drone HORTICULTURAL ENTOMOLOGY Insects Monema oriental moth pest detection Pests Plant diseases Polls & surveys site-specific pest management Trees Unmanned aerial vehicles |
Title | Detection of Monema flavescens (Lepidoptera: Limacodidae) Cocoons Using Small Unmanned Aircraft System |
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