In-situ fruit analysis by means of LiDAR 3D point cloud of normalized difference vegetation index (NDVI)

果园 激光雷达 成熟度 均方误差 点云 遥感 环境科学 数学 归一化差异植被指数 园艺 植被(病理学) 叶绿素 叶面积指数 植物 地理 统计 成熟 生物 计算机科学 医学 病理 计算机视觉
作者
Nikos Tsoulias,Kowshik Kumar Saha,Manuela Zude-Sasse
出处
期刊:Computers and Electronics in Agriculture [Elsevier BV]
卷期号:205: 107611-107611 被引量:18
标识
DOI:10.1016/j.compag.2022.107611
摘要

A feasible method to analyse fruit at the tree is requested in precise production management. The employment of light detection and ranging (LiDAR) was approached aimed at measuring the number of fruit, quality-related size, and ripeness-related chlorophyll of fruit skin. During fruit development (65 – 130 day after full bloom, DAFB), apples were harvested and analysed in the laboratory (n = 225) with two LiDAR laser scanners measuring at 660 and 905 nm. From these two 3D point clouds, the normalized difference vegetation index (NDVILiDAR) was calculated. The correlation analysis of NDVILiDAR and chemically analysed fruit chlorophyll content showed R2 = 0.81 and RMSE = 3.63 % on the last measuring date, when fruit size reached 76 mm. The method was tested on 3D point clouds of 12 fruit trees measured directly in the orchard, during fruit growth on five measuring dates, and validated with manual fruit analysis in the orchard (n = 4632). Point clouds of individual apples were segmented from 3D point clouds of trees and fruit NDVILiDAR were calculated. The non-invasively obtained field data showed good calibration performance capturing number of fruit, fruit size, fruit NDVILiDAR, and chemically analysed chlorophyll content of R2 = 0.99, R2 = 0.98 with RMSE = 3.02 %, R2 = 0.65 with RMSE = 0.65 %, R2 = 0.78 with RMSE = 1.31 %, respectively, considering the related reference data at last measuring date 130 DAFB. The new approach of non-invasive laser scanning provided physiologically and agronomically valuable time series data on differences in fruit chlorophyll affected by the leaf area to number of fruit and leaf area to fruit fresh mass ratios. Concluding, the method provides a tool for gaining production-relevant plant data for, e.g., crop load management and selective harvesting by harvest robots.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
木雨亦潇潇完成签到,获得积分0
5秒前
慧慧34完成签到 ,获得积分10
6秒前
小小完成签到 ,获得积分10
8秒前
10秒前
pangminmin完成签到,获得积分10
12秒前
yu完成签到,获得积分10
15秒前
isedu完成签到,获得积分0
15秒前
六六发布了新的文献求助10
16秒前
归尘应助科研通管家采纳,获得10
19秒前
归尘应助科研通管家采纳,获得10
19秒前
归尘应助科研通管家采纳,获得10
19秒前
托托完成签到,获得积分10
19秒前
归尘应助科研通管家采纳,获得10
19秒前
无极微光应助科研通管家采纳,获得20
19秒前
归尘应助科研通管家采纳,获得10
19秒前
归尘应助科研通管家采纳,获得10
20秒前
归尘应助科研通管家采纳,获得10
20秒前
归尘应助科研通管家采纳,获得20
20秒前
归尘应助科研通管家采纳,获得10
20秒前
YL完成签到,获得积分10
22秒前
30秒前
GTR的我完成签到 ,获得积分10
35秒前
儒雅的如松完成签到 ,获得积分10
40秒前
xzz完成签到 ,获得积分10
40秒前
Ryan完成签到 ,获得积分10
49秒前
小耳朵完成签到 ,获得积分10
53秒前
Young完成签到 ,获得积分10
58秒前
iShine完成签到 ,获得积分10
1分钟前
nihaoya完成签到,获得积分10
1分钟前
1分钟前
打打应助快乐小狗采纳,获得10
1分钟前
非洲大象完成签到,获得积分10
1分钟前
xiaoyi完成签到 ,获得积分10
1分钟前
1分钟前
zsg完成签到,获得积分10
1分钟前
现代完成签到,获得积分10
1分钟前
1分钟前
快乐小狗发布了新的文献求助10
1分钟前
charleslam完成签到,获得积分10
1分钟前
王不凡完成签到 ,获得积分10
1分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Developing Genetic Editing Tools for Lysobacter 2000
卤化钙钛矿人工突触的研究 2000
Моделирование процессов самоорганизации в кристаллообразующих системах 1000
History of U.S. Space Surveillance and Satellite Cataloging 1000
Signals, Systems, and Signal Processing 610
Fundamentals of Pharmaceutical and Biologics Regulations: A Global Perspective, Second Edition 600
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6518979
求助须知:如何正确求助?哪些是违规求助? 8311632
关于积分的说明 17770017
捐赠科研通 5620991
什么是DOI,文献DOI怎么找? 2926621
邀请新用户注册赠送积分活动 1903415
关于科研通互助平台的介绍 1764138