播种管末端的玉米播种参数精确监测系统:利用近红外扩散发射-漫反射 (NIRDE-DR) 提高监测精度

IF 7.7 1区 农林科学 Q1 AGRICULTURE, MULTIDISCIPLINARY Computers and Electronics in Agriculture Pub Date : 2024-11-09 DOI:10.1016/j.compag.2024.109626
Chengkun Zhai , Caiyun Lu , Hongwen Li , Jin He , Qingjie Wang , Fangle Chang , Jinshuo Bi , Zhengyang Wu
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引用次数: 0

摘要

在精准农业背景下,玉米播种参数的实时监测对于评估播种情况、确保播种质量具有重要意义。目前,播种监测主要采用透射光电法(TBP),该方法易受灰尘影响,且只能在种子管上部使用,影响监测精度。为此,本研究开发了一种基于近红外扩散发射-漫反射(NIRDE-DR)的玉米播种参数监测系统,利用近红外射线的扩散发射效应,形成玉米种子的三维监测区域,无遗漏监测。当表面凹凸不平的玉米种子进入监测区域时,利用种子对近红外射线的漫反射效应改变监测系统的电信号,通过处理电信号实现对掉落种子的识别。NIRDE-DR 利用灰尘颗粒小,难以形成反射区的特点,有效避免了灰尘干扰。因此,它可以在种子管末端进行高精度监测。测量了包衣玉米种子的近红外光谱,确定了玉米种子吸光率最低、反射能力最强的近红外波长作为监测系统的目标波长。明确了监测面到种子管内壁的水平距离(HD)对播种监测的影响。确定了所开发的播种参数监测系统的 HD 值,使近红外射线射入播种管时,能覆盖播种管末端的整个横截面而不被灰尘反射,避免漏测和误测。提出了一种基于锯齿波屏蔽的信号屏蔽滤波算法。针对种子通过监测区域时产生的信号中存在高频锯齿波的特点,将信号的第一个上升沿作为种子识别信号。通过分析高频锯齿波的持续时间和相邻种子之间的间隔,确定干扰信号的屏蔽时间,从而实现有效降噪。台架性能评估测试结果表明,NIRDE-DR 对玉米种子的识别效果优于 TBP。田间性能评估测试表明,在播种速度为 6-14 km/h 时,所开发系统对播种量的最大监测误差为 7.98%,对播种合格率的最大监测误差为 7.69%。所开发的播种参数监测系统性能良好,为种子管末端播种参数监测技术的进步提供了参考。
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A precise maize seeding parameter monitoring system at the end of seed tube: Improving monitoring accuracy using near-infrared diffusion emission-diffuse reflectance (NIRDE-DR)
In the context of precision agriculture, real-time monitoring of maize seeding parameters is of great significance for evaluating seeding situations and ensuring seeding quality. At present, seeding monitoring mainly uses the through beam photoelectric (TBP) method, which is susceptible to dust and can only be used at the upper part of the seed tube, affecting monitoring accuracy. For this purpose, this study developed a maize seeding parameter monitoring system based on near-infrared diffusion emission-diffuse reflectance (NIRDE-DR), which utilizes the diffusion emission effect of NIR rays to form a three-dimensional monitoring area for maize seeds without missed monitoring. When maize seeds with uneven surfaces enter the monitoring area, the diffuse reflectance effect of the seeds on NIR rays is utilized to change the electrical signal of the monitoring system, and the recognition of falling seeds is achieved by processing the electrical signal. NIRDE-DR takes advantage of the small size of dust particles, which are difficult to form a reflective area, effectively avoiding dust interference. Therefore, it can perform high-precision monitoring at the end of the seed tube. The NIR spectrum of coated maize seeds was measured, and the NIR wavenumber with the lowest absorbance and strongest reflection ability of maize seeds was determined as the target wavenumber of the monitoring system. The impact of the horizontal distance from the monitoring surface to the inner wall of the seed tube (HD) on seeding monitoring was clarified. The value of HD in the developed seeding parameter monitoring system was determined, so that when the NIR rays are emitted into the seed tube, they can cover the entire cross-section of the end of the seed tube without being reflected by dust, avoiding missed monitoring and false monitoring. A signal shielding filtering algorithm based on sawtooth wave shielding was proposed. In regard to the characteristic of high-frequency sawtooth wave in the signal generated by seeds passing through the monitoring area, the first rising edge of the signal is used as the seed recognition signal. By analyzing the duration of high-frequency sawtooth wave and the interval between adjacent seeds, the shielding time of the interference signal is determined to achieve effective noise reduction. Performance evaluation test in the bench results showed that NIRDE-DR has a better recognition effect on maize seeds than TBP. Performance evaluation test in the field showed that at a seeding speed of 6–14 km/h, the maximum monitoring error of the developed system for seeding quantity was 7.98 %, and the maximum monitoring error for seeding qualified rate was 7.69 %. The developed seeding parameter monitoring system has good performance, providing a reference for the advancement of seeding parameter monitoring technology at the end of the seed tube.
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来源期刊
Computers and Electronics in Agriculture
Computers and Electronics in Agriculture 工程技术-计算机:跨学科应用
CiteScore
15.30
自引率
14.50%
发文量
800
审稿时长
62 days
期刊介绍: Computers and Electronics in Agriculture provides international coverage of advancements in computer hardware, software, electronic instrumentation, and control systems applied to agricultural challenges. Encompassing agronomy, horticulture, forestry, aquaculture, and animal farming, the journal publishes original papers, reviews, and applications notes. It explores the use of computers and electronics in plant or animal agricultural production, covering topics like agricultural soils, water, pests, controlled environments, and waste. The scope extends to on-farm post-harvest operations and relevant technologies, including artificial intelligence, sensors, machine vision, robotics, networking, and simulation modeling. Its companion journal, Smart Agricultural Technology, continues the focus on smart applications in production agriculture.
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