Reducing N2O emissions while maintaining yield in a wheat–maize rotation system modelled by APSIM

环境科学 旋转(数学) 旋转系统 温室气体 产量(工程) 农业工程 农学 数学 氮气 生态学 物理 工程类 量子力学 生物 几何学 冶金 材料科学
作者
Jianzheng Li,Ligang Wang,Zhongkui Luo,Enli Wang,Guocheng Wang,Han Zhou,Hu Li,Shiwei Xu
出处
期刊:Agricultural Systems [Elsevier BV]
卷期号:194: 103277-103277 被引量:19
标识
DOI:10.1016/j.agsy.2021.103277
摘要

Modelling approaches have already been used to quantitatively assess the trade-offs between crop yield and N 2 O emissions as impacted by management practices. However, the model's performance in terms of predicting N 2 O emissions was mainly assessed against total emissions per growing season or year, which may reduce accuracy in modelling due to the uncertainties in total emissions estimated using the manual (static) chamber method. Here, a comparison between optimizations for Agricultural Production Systems sIMulator (APSIM) with total N 2 O emissions and daily N 2 O emissions was conducted. We further used the validated model to develop simple surrogate models for estimating total N 2 O emissions in different years and target potential opportunities to reduce N 2 O emissions while still maintaining the grain yield under long-term climatic conditions. Five parameters relating to denitrification and nitrification were optimized using differential evolution algorithm for global optimization based on two-year field experimental data at Huantai site in North China Plain, and comprehensive simulation experiments were further conducted under long-term climate variability in an irrigated wheat–maize rotation system. The method of Levenberg-Marquardt was implemented to fit simple surrogate models for estimating total N 2 O emissions in different years, and Analysis of Variance was used for model comparison. APSIM model optimized with daily N 2 O emissions could better simulate soil N 2 O and nitrate dynamics than that optimized with total N 2 O emissions. We obtained the posterior distributions of five key parameters to which N 2 O emissions are sensitive, and demonstrated that original model using default parameters could underestimate the rate of nitrification and denitrification and the subsequent N 2 O emissions. Total N 2 O emissions increased exponentially with nitrogen application rate and mean temperature, and IPCC (1% emission factor) could underestimate whole-year N 2 O emissions when N rate was higher than the optimized nitrogen rate for crop production. We also found that there was potential to optimize nitrogen fertiliser rate to reduce N 2 O emissions while still maintaining crop yield in the irrigated wheat–maize rotation system. This study demonstrated the necessity of optimization with daily N 2 O emissions in improving model accuracy, and the posterior distributions of five parameters relating to N 2 O emissions offered reference range for future model improvement and applications. • Crop yield and soil N 2 O emissions were studied using a modelling approach. • APSIM could more accurately model soil N 2 O and nitrate dynamics when five related parameters were optimized with daily N 2 O emissions. • Posterior distributions of five parameters controlling N 2 O dynamics were obtained. • Total N 2 O emissions increased exponentially with N rate and mean temperature. • N rate could be reduced by 19% without sacrificing crop yield, which in turn led to a reduction of N 2 O emissions by 34%.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
TTT完成签到,获得积分10
刚刚
Biu忒佛完成签到,获得积分10
刚刚
煎饼果子发布了新的文献求助10
1秒前
木偶人完成签到,获得积分10
2秒前
Jasper应助风中飞绿采纳,获得30
2秒前
2秒前
hanzhangjian完成签到,获得积分20
2秒前
嗯哼发布了新的文献求助10
3秒前
在水一方应助科研圣体采纳,获得10
3秒前
LILYpig完成签到 ,获得积分10
4秒前
Owen应助小yang采纳,获得10
4秒前
5秒前
小蘑菇应助LD采纳,获得10
6秒前
Lucas应助jjy采纳,获得10
7秒前
ZZQ驳回了zhangyu应助
7秒前
大模型应助当时明月在采纳,获得10
7秒前
紫了葡萄发布了新的文献求助10
7秒前
纯真冰蝶发布了新的文献求助10
9秒前
9秒前
12秒前
Theprisoners举报小白求助涉嫌违规
12秒前
12秒前
12秒前
Ecokarster应助科研通管家采纳,获得10
13秒前
上官若男应助科研通管家采纳,获得10
13秒前
13秒前
打打应助科研通管家采纳,获得10
13秒前
斯文败类应助科研通管家采纳,获得10
13秒前
木心应助科研通管家采纳,获得10
13秒前
木心应助科研通管家采纳,获得10
13秒前
彭于彦祖应助科研通管家采纳,获得20
13秒前
Liufgui应助科研通管家采纳,获得10
13秒前
传奇3应助科研通管家采纳,获得10
13秒前
13秒前
英姑应助科研通管家采纳,获得10
13秒前
今后应助科研通管家采纳,获得10
13秒前
顾矜应助科研通管家采纳,获得10
13秒前
香蕉觅云应助科研通管家采纳,获得10
13秒前
SHAO应助科研通管家采纳,获得10
14秒前
bkagyin应助科研通管家采纳,获得10
14秒前
高分求助中
A new approach to the extrapolation of accelerated life test data 1000
Indomethacinのヒトにおける経皮吸収 400
基于可调谐半导体激光吸收光谱技术泄漏气体检测系统的研究 370
Phylogenetic study of the order Polydesmida (Myriapoda: Diplopoda) 370
Robot-supported joining of reinforcement textiles with one-sided sewing heads 320
Aktuelle Entwicklungen in der linguistischen Forschung 300
Current Perspectives on Generative SLA - Processing, Influence, and Interfaces 300
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3992840
求助须知:如何正确求助?哪些是违规求助? 3533621
关于积分的说明 11263330
捐赠科研通 3273416
什么是DOI,文献DOI怎么找? 1806029
邀请新用户注册赠送积分活动 882889
科研通“疑难数据库(出版商)”最低求助积分说明 809619