EVALUATION OF A LASER SCANNING SENSOR IN DETECTION OF COMPLEX-SHAPED TARGETS FOR VARIABLE-RATE SPRAYER DEVELOPMENT

被引:62
作者
Liu, H. [1 ]
Zhu, H. [2 ]
机构
[1] Jiangsu Univ, Sch Elect & Informat Engn, Zhenjiang, Peoples R China
[2] ARS, USDA, Applicat Technol Res Unit, 1680 Madison Ave, Wooster, OH 44691 USA
基金
中国国家自然科学基金;
关键词
Automation; Canopy measurement; Laser sensor; Nursery; Orchard; Precision sprayer; TREE CANOPY CHARACTERISTICS; DEPOSITION; VOLUME;
D O I
10.13031/trans.59.11760
中图分类号
S2 [农业工程];
学科分类号
0828 ;
摘要
Sensors that can accurately measure canopy structures are prerequisites for development of advanced variable-rate sprayers. A 270 degrees radial range laser sensor was evaluated for its accuracy in measuring the dimensions of target surfaces with complex shapes and sizes. An algorithm for data acquisition and three-dimensional (3-D) canopy image construction were designed and processed with an embedded computer. Test targets included three beach balls at three heights, a rectangular box, a cylinder, two artificial trees, and three field-grown ornamental trees. Other variables included 2, 3, 4, and 5 m detection distances and sensor travel speeds of 3.2, 4.8, 6.4, and 8.0 km h(-1). The laser sensor measurements of the test targets were statistically similar with the actual measurements. The average root mean square error (RMSE) and coefficient of variation (CV) varied slightly with detection distance and travel speed. Among all the dimension measurements in the ranges of 0.58 to 2.54 m in the X direction, 0.58 to 2.54 m in the Y direction, and 0.58 to 2.94 m in the Z direction, the highest average RMSE of 68 mm occurred in the Z direction and the highest average CV of 8.6% occurred in the Y direction. Similarity of paired images from the laser sensor and a camera was greater than 0.85 for all targets. These tests confirmed the capability of the laser sensor and the algorithm to accurately measure complex-shaped targets, offering potential for integration of the sensor and algorithm into sprayers that would make real-time adjustment of spray outputs to match plant structures and travel speeds.
引用
收藏
页码:1181 / 1192
页数:12
相关论文
共 23 条
[1]   Methods to assess tropical rain forest canopy structure: an overview [J].
Bongers, F .
PLANT ECOLOGY, 2001, 153 (1-2) :263-277
[2]  
Chen Y, 2013, T ASABE, V56, P1273
[3]  
Chen Y, 2013, T ASABE, V56, P1263
[4]  
Chen Y, 2012, T ASABE, V55, P773
[5]   A history of air-blast sprayer development and future prospects [J].
Fox, R. D. ;
Derksen, R. C. ;
Zhu, H. ;
Brazee, R. D. ;
Svensson, S. A. .
TRANSACTIONS OF THE ASABE, 2008, 51 (02) :405-410
[6]   "Smart" sprayer technology provides environmental and economic benefits in California orchards [J].
Giles, Durham K. ;
Klassen, Parry ;
Niederholzer, Franz J. A. ;
Downey, Daniel .
CALIFORNIA AGRICULTURE, 2011, 65 (02) :85-89
[7]  
Jeon HY, 2012, T ASABE, V55, P303
[8]   Evaluation of ultrasonic sensor for variable-rate spray applications [J].
Jeon, Hong Y. ;
Zhu, Heping ;
Derksen, Richard ;
Ozkan, Edal ;
Krause, Charles .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2011, 75 (01) :213-221
[9]  
Liu H., 2013, 131594563 ASABE
[10]   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