The Use of Drones to Determine Rodent Location and Damage in Agricultural Crops

被引:7
作者
Keshet, Dor [1 ,2 ]
Brook, Anna [3 ]
Malkinson, Dan [2 ,3 ]
Izhaki, Ido [1 ]
Charter, Motti [2 ,3 ]
机构
[1] Univ Haifa, Dept Evolutionary & Environm Biol, Mt Carmel, IL-3498838 Haifa, Israel
[2] Shamir Res Inst, IL-1290000 Katzrin, Israel
[3] Univ Haifa, Dept Geog & Environm Studies, Mt Carmel, IL-3498838 Haifa, Israel
关键词
drone; remote sensing; rodent damage; Alfalfa; NDVI; biomass; UNMANNED AIRCRAFT SYSTEMS; VOLE; EFFICACY; PEST; MICE;
D O I
10.3390/drones6120396
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Rodent pests cause extensive damage to agricultural crops worldwide. Farmers' ability to monitor rodent activity and damage within crops is limited due to their inability to simultaneously survey vast agricultural areas for rodent activity, the inability to enter certain fields, and the difficulty of monitoring rodent numbers, as well as using traps due to trap shyness and high labor costs. Drones can potentially be used to monitor rodent numbers and damage because they can cover large areas quickly without damaging crops and carry sensors that provide high-resolution imagery. Here, we investigated whether rodent activity (Levant voles Microtus guentheri and house mice Mus musculus) is related to vegetation health and biomass in Alfalfa (Medicago sativa) fields. We used a drone to photograph one hundred and twenty 10 x 10 m plots in nine fields and calculate the plots' normalized difference vegetation index (NDVI) and biomass. On each plot, we also trapped rodents, counted rodent burrows, and evaluated the harvested dry crop yield. The number of burrows was positively related to the number of Levant voles trapped (F-1,F-110 = 12.08, p < 0.01) and negatively related to the number of house mice trapped (F-1,F-110 = 5.23, p < 0.05). Biomass extracted from drone images was positively related to the yield harvested by hand (F-1,F-83 = 3.81, p < 0.05). Farmers, therefore, can use burrow counting in place of trapping Levant voles, and biomass estimates from drones can be used in place of manual yield calculations. NDVI (F-1,F-95 = 73.14, p < 0.001) and biomass (F-1,F-95 = 79.58, p < 0.001) were negatively related to the number of Levant voles trapped, and the number of burrows were not related to the number of house mice trapped. We demonstrate that drones can be used to assist farmers in determining the Levant vole presence and damage within crop fields to control rodents using precision agriculture methods, such as adding rodenticides in specific areas, thus increasing efficiency and decreasing the amount of pesticides used.
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页数:12
相关论文
共 56 条
[1]   The use of high-resolution remote sensing for plague surveillance in Kazakhstan [J].
Addink, E. A. ;
De Jong, S. M. ;
Davis, S. A. ;
Dubyanskiy, V. ;
Burdelov, L. A. ;
Leirs, H. .
REMOTE SENSING OF ENVIRONMENT, 2010, 114 (03) :674-681
[2]   Lightweight unmanned aerial vehicles will revolutionize spatial ecology [J].
Anderson, Karen ;
Gaston, Kevin J. .
FRONTIERS IN ECOLOGY AND THE ENVIRONMENT, 2013, 11 (03) :138-146
[3]   Sparse Recovery of Hyperspectral Signal from Natural RGB Images [J].
Arad, Boaz ;
Ben-Shahar, Ohad .
COMPUTER VISION - ECCV 2016, PT VII, 2016, 9911 :19-34
[4]   From RGB to NIR: Predicting of near infrared reflectance from visible spectrum aerial images of crops [J].
Aslahishahri, Masoomeh ;
Stanley, Kevin G. ;
Duddu, Hema ;
Shirtliffe, Steve ;
Vail, Sally ;
Bett, Kirstin ;
Pozniak, Curtis ;
Stavness, Ian .
2021 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS (ICCVW 2021), 2021, :1312-1322
[5]   Perceived damage and areas of needed research for wildlife pests of California agriculture [J].
Baldwin, Roger A. ;
Salmon, Terrell P. ;
Schmidt, Robert H. ;
Timm, Robert M. .
INTEGRATIVE ZOOLOGY, 2014, 9 (03) :265-279
[6]  
Bodenheimer F.S., 1949, DYNAMICS VOLE POPULA, P19
[7]   Supervised vicarious calibration (SVC) of hyperspectral remote-sensing data [J].
Brook, Anna ;
Ben Dor, Eyal .
REMOTE SENSING OF ENVIRONMENT, 2011, 115 (06) :1543-1555
[8]  
Buick RD, 1997, PROCEEDINGS OF THE FIFTIETH NEW ZEALAND PLANT PROTECTION CONFERENCE, P176
[9]   UAV swarm communication and control architectures: a review [J].
Campion, Mitch ;
Ranganathan, Prakash ;
Faruque, Saleh .
JOURNAL OF UNMANNED VEHICLE SYSTEMS, 2019, 7 (02) :93-106
[10]   Unmanned aircraft systems in wildlife research: current and future applications of a transformative technology [J].
Christie, Katherine S. ;
Gilbert, Sophie L. ;
Brown, Casey L. ;
Hatfield, Michael ;
Hanson, Leanne .
FRONTIERS IN ECOLOGY AND THE ENVIRONMENT, 2016, 14 (05) :242-252