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
1秒前
1秒前
曾经小伙完成签到 ,获得积分10
1秒前
yuuki发布了新的文献求助10
2秒前
2秒前
风清月莹完成签到,获得积分10
4秒前
OsamaKareem发布了新的文献求助20
5秒前
英吉利25发布了新的文献求助10
6秒前
蒋丞丞丞汁完成签到 ,获得积分10
6秒前
舒适雁露完成签到,获得积分10
7秒前
9秒前
10秒前
AN发布了新的文献求助30
11秒前
bkagyin应助LG采纳,获得10
12秒前
13秒前
perfectzzz完成签到,获得积分10
13秒前
IyGnauH完成签到 ,获得积分10
14秒前
传奇3应助tie采纳,获得10
14秒前
14秒前
Young发布了新的文献求助10
15秒前
NexusExplorer应助Ayuyu采纳,获得10
15秒前
一个科研人完成签到,获得积分10
17秒前
单身的芫完成签到,获得积分10
17秒前
王蝶完成签到 ,获得积分10
17秒前
香蕉觅云应助我不到啊采纳,获得10
17秒前
YourLoveKing完成签到,获得积分20
18秒前
知性的忆彤完成签到 ,获得积分20
18秒前
yang发布了新的文献求助10
21秒前
22秒前
平常的无极完成签到,获得积分10
23秒前
zrkkk完成签到,获得积分10
23秒前
Peggy完成签到,获得积分10
24秒前
lx发布了新的文献求助10
26秒前
YourLoveKing关注了科研通微信公众号
27秒前
fjq95133发布了新的文献求助50
28秒前
環宸发布了新的文献求助20
28秒前
29秒前
30秒前
30秒前
Ee完成签到,获得积分10
31秒前
高分求助中
Introduction to Helicopter and Tiltrotor Flight Simulation, Second Edition 2000
Overcoming Stigma and Bias in Obesity Management 1200
Malcolm Fraser : a biography 700
Signals, Systems, and Signal Processing 610
Bounds for Statistical Estimation in Semiparametric Models 500
Forced degradation and stability indicating LC method for Letrozole: A stress testing guide 500
Ideology and Meaning-Making under the Putin Regime 450
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 6488544
求助须知:如何正确求助?哪些是违规求助? 8287008
关于积分的说明 17678815
捐赠科研通 5578133
什么是DOI,文献DOI怎么找? 2914079
邀请新用户注册赠送积分活动 1891141
关于科研通互助平台的介绍 1748644