A Canopy Density Model for Planar Orchard Target Detection Based on Ultrasonic Sensors

被引:25
作者
Li, Hanzhe [1 ]
Zhai, Changyuan [1 ,2 ]
Weckler, Paul [2 ]
Wang, Ning [2 ]
Yang, Shuo [1 ]
Zhang, Bo [1 ]
机构
[1] Northwest A&F Univ, Coll Mech & Elect Engn, Yangling 712100, Peoples R China
[2] Oklahoma State Univ, Dept Biosyst & Agr Engn, Stillwater, OK 75078 USA
基金
中国国家自然科学基金;
关键词
precision spray; target detection; canopy density model; ultrasonic sensor; orthogonal regression central composite experiment; TERRESTRIAL LIDAR SENSOR; LIGHT INTERCEPTION; VOLUME MEASUREMENT; TREE CANOPIES; SPRAY; SYSTEM; TECHNOLOGY; ALGORITHM; VINEYARD; SIZE;
D O I
10.3390/s17010031
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Orchard target-oriented variable rate spraying is an effective method to reduce pesticide drift and excessive residues. To accomplish this task, the orchard targets' characteristic information is needed to control liquid flow rate and airflow rate. One of the most important characteristics is the canopy density. In order to establish the canopy density model for a planar orchard target which is indispensable for canopy density calculation, a target density detection testing system was developed based on an ultrasonic sensor. A time-domain energy analysis method was employed to analyze the ultrasonic signal. Orthogonal regression central composite experiments were designed and conducted using man-made canopies of known density with three or four layers of leaves. Two model equations were obtained, of which the model for the canopies with four layers was found to be the most reliable. A verification test was conducted with different layers at the same density values and detecting distances. The test results showed that the relative errors of model density values and actual values of five, four, three and two layers of leaves were acceptable, while the maximum relative errors were 17.68%, 25.64%, 21.33% and 29.92%, respectively. It also suggested the model equation with four layers had a good applicability with different layers which increased with adjacent layers.
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页数:14
相关论文
共 28 条
[1]   Discriminating Crop, Weeds and Soil Surface with a Terrestrial LIDAR Sensor [J].
Andujar, Dionisio ;
Rueda-Ayala, Victor ;
Moreno, Hugo ;
Rosell-Polo, Joan Ramon ;
Escola, Alexandre ;
Valero, Constantino ;
Gerhards, Roland ;
Fernandez-Quintanilla, Cesar ;
Dorado, Jose ;
Griepentrog, Hans-Werner .
SENSORS, 2013, 13 (11) :14662-14675
[2]   Performance of an Ultrasonic Ranging Sensor in Apple Tree Canopies [J].
Escola, Alexandre ;
Planas, Santiago ;
Rosell, Joan Ramon ;
Pomar, Jesus ;
Camp, Ferran ;
Solanelles, Francesc ;
Gracia, Felip ;
Llorens, Jordi ;
Gil, Emilio .
SENSORS, 2011, 11 (03) :2459-2477
[3]   Advanced Technologies for the Improvement of Spray Application Techniques in Spanish Viticulture: An Overview [J].
Gil, Emilio ;
Arno, Jaume ;
Llorens, Jordi ;
Sanz, Ricardo ;
Llop, Jordi ;
Rosell-Polo, Joan R. ;
Gallart, Montserrat ;
Escola, Alexandre .
SENSORS, 2014, 14 (01) :691-708
[4]   Use of a Terrestrial LIDAR Sensor for Drift Detection in Vineyard Spraying [J].
Gil, Emilio ;
Llorens, Jordi ;
Llop, Jordi ;
Fabregas, Xavier ;
Gallart, Montserrat .
SENSORS, 2013, 13 (01) :516-534
[5]   Design and Testing of an Ultrasound System for Targeted Spraying in Orchards [J].
Jejcic, Viktor ;
Godesa, Tone ;
Hocevar, Marko ;
Sirok, Brane ;
Malnersic, Ales ;
Stancar, Andrej ;
Lesnik, Mario ;
Stajnko, Denis .
STROJNISKI VESTNIK-JOURNAL OF MECHANICAL ENGINEERING, 2011, 57 (7-8) :587-598
[6]   Canopy leaf area index for apple tree using hemispherical photography in arid region [J].
Liu, Chunwei ;
Kang, Shaozhong ;
Li, Fusheng ;
Li, Sien ;
Du, Taisheng .
SCIENTIA HORTICULTURAE, 2013, 164 :610-615
[7]   Ultrasonic and LIDAR Sensors for Electronic Canopy Characterization in Vineyards: Advances to Improve Pesticide Application Methods [J].
Llorens, Jordi ;
Gil, Emilio ;
Llop, Jordi ;
Escola, Alexandre .
SENSORS, 2011, 11 (02) :2177-2194
[8]   Testing Accuracy of Long-Range Ultrasonic Sensors for Olive Tree Canopy Measurements [J].
Luis Gamarra-Diezma, Juan ;
Miranda-Fuentes, Antonio ;
Llorens, Jordi ;
Cuenca, Andres ;
Blanco-Roldan, Gregorio L. ;
Rodriguez-Lizana, Antonio .
SENSORS, 2015, 15 (02) :2902-2919
[9]   Ultrasonic sensing of pistachio canopy for low-volume precision spraying [J].
Maghsoudi, Hossein ;
Minaei, Saeid ;
Ghobadian, Barat ;
Masoudi, Hassan .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2015, 112 :149-160
[10]   Deciduous tree reconstruction algorithm based on cylinder fitting from mobile terrestrial laser scanned point clouds [J].
Mendez, Valeriano ;
Rosell-Polo, Joan Ramon ;
Sanz, Ricardo ;
Escola, Alexandre ;
Catalan, Heliodoro .
BIOSYSTEMS ENGINEERING, 2014, 124 :78-88