[Chlorophyll content nondestructive measurement method based on Vis/NIR spectroscopy].

偏最小二乘回归 近红外光谱 均方误差 吸光度 相关系数 平滑的 光谱学 分析化学(期刊) 内容(测量理论) 小波 数学 透射率 遥感 叶绿素 材料科学 决定系数 生物系统 化学 光学 计算机科学 统计 人工智能 物理 色谱法 光电子学 数学分析 有机化学 量子力学 生物 地质学
作者
Qingbo Li,Yan-Wen Huang,Guangjun Zhang,Qianxuan Zhang,Xiang Li,Jinguang Wu
标识
摘要

In the present paper a method based on Vis/NIR spectral analysis technology was applied to the nondestructive measurement of plant chlorophyll content. Firstly, the Vis/NIR spectra in the wavelength range from 500 to 900 nm of the plant leaves were acquired from 35 samples by transmittance and reflectance method, and then three different mathematical treatments were used in original spectra data pretreatment to decrease the noise: moving average smoothing with the segment size 5, first Savitzky-Golay derivative, and wavelet transform (WT) way. Secondly, a total of 35 samples were examined in the test, in which 23 samples were selected randomly for model building and the other 12 for model prediction, then partial least squares (PLS) method was used to develop the quantitative analysis model for chlorophyll content with absorbance spectroscopy, and 7 principal components (PCs) were selected. Finally, this model was used to predict the chlorophyll content of 12 unknown leaf samples in prediction collection. The experiment result indicated that the better prediction performance was achieved with the correlation coefficient between the prediction values and the truth values being 0.93, and the root mean squared error of prediction is about 1.1 SPAD. It could be concluded that it is feasible to measure plant chlorophyll content based on visible/near infrared (Vis/NIR) spectroscopy. And it is also significant in realizing rapid and nondestructive measurement of chlorophyll content in the future.

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
lyz123完成签到,获得积分10
1秒前
3秒前
4秒前
4秒前
5秒前
5秒前
Ov5发布了新的文献求助10
5秒前
雪碧完成签到 ,获得积分10
6秒前
深情安青应助scimaker采纳,获得10
6秒前
zshjwk18完成签到,获得积分10
8秒前
小蘑菇应助健壮的凡阳采纳,获得10
8秒前
打打应助icy采纳,获得10
8秒前
万能图书馆应助2211650110采纳,获得10
8秒前
9秒前
10秒前
英吉利25发布了新的文献求助10
10秒前
11秒前
853225598完成签到,获得积分10
13秒前
6a完成签到 ,获得积分10
13秒前
14秒前
王帅崽发布了新的文献求助10
15秒前
15秒前
15秒前
粥丫丫丫丫完成签到,获得积分10
15秒前
16秒前
Owen应助harvey1989采纳,获得10
17秒前
lilray完成签到,获得积分10
17秒前
杨哈哈完成签到,获得积分10
17秒前
Super发布了新的文献求助30
18秒前
领导范儿应助柚子宝宝采纳,获得10
19秒前
20秒前
章铭-111完成签到 ,获得积分10
20秒前
高高发布了新的文献求助10
20秒前
icy发布了新的文献求助10
20秒前
WZMZARD关注了科研通微信公众号
22秒前
Hart发布了新的文献求助10
22秒前
22秒前
23秒前
神秘奇男子完成签到,获得积分10
23秒前
诸军则应助cliff采纳,获得10
23秒前
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
HYDROLYSE ACIDE DE QUELQUES DIOXASPIROCYCLANES 1314
Essentials of Carbohydrate Chemistry and Biochemistry, 4th Edition 800
Navigating Normative Orders. Interdisciplinary Perspectives 800
1 Peter and Christ's Descent to the Dead in Its Early Christian Reception 700
Organizational Behavior 510
Management and the Arts 510
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 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7749370
求助须知:如何正确求助?哪些是违规求助? 9297188
关于积分的说明 20239045
捐赠科研通 7330737
什么是DOI,文献DOI怎么找? 3309129
关于科研通互助平台的介绍 2460794
邀请新用户注册赠送积分活动 2321412