Using Vis-NIR Spectroscopy for Monitoring Temporal Changes in Soil Organic Carbon

作者
Fan Deng,Budiman Minasny,Maria Knadel,Alex B. McBratney,Goswin Johann Heckrath,Mogens Humlekrog Greve
出处
期刊:Soil Science [Lippincott Williams & Wilkins]
卷期号:178 (8): 389-399 被引量:30
标识
DOI:10.1097/ss.0000000000000002
摘要

Monitoring the spatial and temporal changes in soil organic carbon (SOC) brought about by climate change and agricultural practices is challenging because existing SOC monitoring methods are very time and resource consuming. This study examined the use of visible near-infrared spectroscopy (Vis-NIR) as a speedy method to predict SOC and to monitor spatial and temporal changes in SOC compared with labor-intensive traditional laboratory (TL) measurements. For SOC prediction, topsoil (0–25 cm) and subsoil (25–50 cm) samples in the Danish soil spectral library for the years 1986 and 2009 were used. Empirical Bayesian Kriging was used to map SOC. The Vis-NIR predictions indicated that average topsoil and subsoil SOC had decreased slightly in Denmark from 1986 to 2009, and this was confirmed by TL measurements of SOC. In East Denmark, Vis-NIR predictions differed significantly from the measured SOC values. For subsoil samples, the ability of Vis-NIR to predict SOC levels varied. In West Jutland, Central Jutland, North Jutland, and Thy, Vis-NIR–predicted SOC levels did not differ from TL-measured levels, showing good predictive ability. For topsoil samples, the spatial pattern of change in TL-measured and predicted SOC was consistent during the 23-year study period, but there were significant discrepancies in the corresponding SOC change patterns for subsoil samples. To conclude, Vis-NIR is a promising method for monitoring spatial and temporal changes in SOC at the national scale, especially in the topsoil. Some difficulties can arise in low SOC subsoils, so more systematic work is needed to improve the method for practical applications.

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
不加香菜完成签到 ,获得积分10
刚刚
大模型应助顺利毕业采纳,获得10
1秒前
55发布了新的文献求助10
1秒前
1秒前
春去春来发布了新的文献求助10
2秒前
领导范儿应助勤奋雨采纳,获得10
2秒前
佳佳完成签到,获得积分10
3秒前
迷人绿蕊完成签到 ,获得积分10
3秒前
超帅凡阳发布了新的文献求助10
3秒前
4秒前
hh完成签到,获得积分10
4秒前
Lucas应助WQY采纳,获得10
5秒前
5秒前
5秒前
cdercder应助蛋斤采纳,获得10
5秒前
7秒前
Tea完成签到,获得积分10
7秒前
春去春来完成签到,获得积分10
8秒前
hangzhen发布了新的文献求助10
8秒前
搜集达人应助兰兰不懒采纳,获得10
8秒前
8秒前
8秒前
久伴完成签到,获得积分10
8秒前
9秒前
Frank发布了新的文献求助10
9秒前
9秒前
55完成签到,获得积分10
10秒前
10秒前
1123048683wm发布了新的文献求助10
11秒前
Chuan发布了新的文献求助10
12秒前
ding应助嘟噜采纳,获得10
12秒前
hangzhen完成签到,获得积分10
13秒前
木卫二发布了新的文献求助10
13秒前
13秒前
LpmxRk应助cm5257采纳,获得10
13秒前
英俊的铭应助顺利毕业采纳,获得10
14秒前
15秒前
15秒前
15秒前
zo发布了新的文献求助10
16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
Nondestructive Testing Handbook: Vol. 4, Thermal and Infrared Testing (IR), 4th ed 800
作者名:Kristopher P. Plain,悉尼大学的,目前只能查到其四篇论文,想找到其博士论文 590
Évora na Idade Média 555
Soil mites of the family Rhagidiidae (Actinedida: Eupodoidea). Morphology, Systematics, Ecology 520
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
Radical Reactions 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 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 7356910
求助须知:如何正确求助?哪些是违规求助? 8967571
关于积分的说明 19055349
捐赠科研通 7004534
什么是DOI,文献DOI怎么找? 3222348
关于科研通互助平台的介绍 2386497
邀请新用户注册赠送积分活动 2202967