Use of corn height measured with an acoustic sensor improves yield estimation with ground based active optical sensors

被引:43
|
作者
Sharma, L. K. [1 ]
Bu, H. [2 ]
Franzen, D. W. [2 ]
Denton, A. [3 ]
机构
[1] Univ Maine, 57 Houlton Rd, Presque Isle, ME 04769 USA
[2] N Dakota State Univ, Dept 7180, POB 6050, Fargo, ND 58108 USA
[3] N Dakota State Univ, Dept Comp Sci, POB 6050, Fargo, ND 58108 USA
基金
美国国家科学基金会;
关键词
Corn height; Corn yield; Acoustic height sensor; Active-optical sensor; NDVI; IN-SEASON PREDICTION; BY-PLANT PREDICTION; GRAIN-YIELD; INDIVIDUAL TREES; NITROGEN UPTAKE; USE EFFICIENCY; GROWTH; CROP; TILLAGE; SYSTEM;
D O I
10.1016/j.compag.2016.04.016
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Corn height measured manually has shown promising results in improving the relationship between active-optical (AO) sensor readings and crop yield. Manual measurement of corn height is not practical in US commercial corn production, so an alternative automatic method must be found in order to capture the benefit of including canopy height into in-season yield estimates and from there into in-season nitrogen (N) fertilizer applications. One existing alternative to measure canopy height is an acoustic height sensor. A commercial acoustic height sensor was utilized in these experiments at two corn growth stages (V6 and V12) along with AO sensors. Eight corn N rate sites in North Dakota, USA, were used to compare the acoustic height sensor as a practical alternative to manual height measurements as an additional parameter to increase the relationship between AO sensor readings and corn yield. Six N treatments, 0, 45, 90, 134, 179, and 224 kg ha(-1), were applied before planting in a randomized complete block experimental design with four replications. Height measurement using the acoustic sensor provided an improved yield relationship compared to manual height at all locations. The level of improvement of the relationship between AO readings multiplied by acoustic sensor readings and yield was greater at V6 growth stage compared to the V12 growth stage. At V12, corn height measured manually and with the acoustic sensor multiplied by AO readings provided similar improvement to the relationship with yield compared to relating AO readings alone with yield at most locations. The acoustic height sensor may be useful in increasing the usefulness of AO sensor corn yield prediction algorithms for use in on-the-go in-season N application to corn particularly if the sensor height is normalized within site before combining multiple locations. (c) 2016 The Authors. Published by Elsevier B.V.
引用
收藏
页码:254 / 262
页数:9
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