已入深夜,您辛苦了!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您度过漫漫科研夜!祝你早点完成任务,早点休息,好梦!

Collinear double-pulse laser-induced breakdown spectroscopy based Cd profiling in the soil

激光诱导击穿光谱 均方误差 光谱学 偏最小二乘回归 粒子群优化 分析化学(期刊) 材料科学 化学计量学 规范化(社会学) 相关系数 激光器 光学 生物系统 数学 化学 算法 物理 色谱法 统计 生物 量子力学 社会学 人类学
作者
Jie Ren,Zihan Yang,Yanru Zhao,Keqiang Yu
出处
期刊:Optics Express [Optica Publishing Group]
卷期号:30 (21): 37711-37711
标识
DOI:10.1364/oe.471563
摘要

Cadmium (Cd) can migrate in the soil and is readily absorbed by crops. High Cd accumulated in grains poses a huge threat to human health by inhibiting the function of the kidney system. Thus, it is crucial to reveal the content of soil Cd in vertical-depth series using a fast, real-time, and reliable method. For this purpose, laser-induced breakdown spectroscopy (LIBS) combined with multivariate chemometrics was developed to analyze Cd content in the soil with vertical-depth series. Soil samples spiked with different levels of Cd were prepared, and LIBS spectra were obtained by single-pulse LIBS (SP-LIBS) and collinear double-pulse LIBS (CDP-LIBS) with wavelengths of 532 nm and 1064 nm. With appropriate parameters, CDP-LIBS showed better performance in detecting Cd than SP-LIBS. Partial least squares regression (PLSR), genetic algorithm (GA)-optimized back propagation artificial neural network (BP-ANN), and particle swarm optimization (PSO)-optimized least squares-support vector machine (LS-SVM) were tested for quantitative analysis of the spectra after median absolute deviation (MAD), multiple scattering correction (MSC), wavelet transform (WT), spectral averaging, and normalization. PSO-optimized LS-SVM yielded an ideal result, with a coefficient of determination (R 2 , 0.999) and root mean square error (RMSE, 0.359 mg/Kg) in the prediction dataset. Finally, CDP-LIBS coupled with PSO-optimized LS-SVM was employed to analyze soil Cd content in vertical-depth series to reveal the migration pattern of Cd. Our results indicated that soil Cd had a significant positive relationship with the inverse of soil depth. However, Cd was mainly concentrated in 0-20 cm and rarely leached below 45 cm in the soil. This study suggests that LIBS and its enhancement techniques provide a reliable method for revealing the content of soil Cd in vertical-depth series.

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
桐桐应助zmj采纳,获得10
1秒前
1秒前
坦率十八发布了新的文献求助10
2秒前
2秒前
潇潇雨歇发布了新的文献求助10
2秒前
2秒前
2秒前
Lynn发布了新的文献求助30
3秒前
予秋发布了新的文献求助10
3秒前
潇潇雨歇发布了新的文献求助10
4秒前
123456789发布了新的文献求助10
5秒前
AmbitionY完成签到,获得积分10
5秒前
菲菲发布了新的文献求助10
6秒前
晓澈发布了新的文献求助10
6秒前
6秒前
大个应助昏睡的飞荷采纳,获得10
8秒前
orixero应助窗格晴语采纳,获得10
8秒前
9秒前
Jasper应助xiaokun采纳,获得10
9秒前
Amadeus完成签到,获得积分10
11秒前
11秒前
11秒前
11秒前
FashionBoy应助本杰明巴克采纳,获得10
12秒前
12秒前
迷人的不正完成签到 ,获得积分10
13秒前
15秒前
蓝色逍遥鱼完成签到,获得积分10
16秒前
在水一方应助荀之玉采纳,获得50
16秒前
oaa发布了新的文献求助10
17秒前
17秒前
我就是KKKK发布了新的文献求助10
17秒前
fighting发布了新的文献求助10
17秒前
冲凉了发布了新的文献求助10
18秒前
pm发布了新的文献求助10
18秒前
jctyp发布了新的文献求助10
18秒前
wang完成签到,获得积分10
19秒前
大力的契完成签到,获得积分10
20秒前
高分求助中
Standards for Molecular Testing for Red Cell, Platelet, and Neutrophil Antigens, 7th edition 1000
HANDBOOK OF CHEMISTRY AND PHYSICS 106th edition 1000
ASPEN Adult Nutrition Support Core Curriculum, Fourth Edition 1000
Signals, Systems, and Signal Processing 610
脑电大模型与情感脑机接口研究--郑伟龙 500
GMP in Practice: Regulatory Expectations for the Pharmaceutical Industry 500
简明药物化学习题答案 500
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 6298671
求助须知:如何正确求助?哪些是违规求助? 8115587
关于积分的说明 16990133
捐赠科研通 5359966
什么是DOI,文献DOI怎么找? 2847534
邀请新用户注册赠送积分活动 1824967
关于科研通互助平台的介绍 1679320