The division of PM2.5-O3 composite airborne pollution across China based on spatiotemporal clustering

聚类分析 污染 空气污染 环境科学 复合数 污染物 中国 计算机科学 环境资源管理 地理 人工智能 生态学 算法 生物 考古
作者
Jing Yang,Xiaohong Chen,Manchun Li,Qi Yao,Qiancheng Lv,Bingbo Gao,Ziyue Chen
出处
期刊:Journal of Cleaner Production [Elsevier]
卷期号:401: 136706-136706 被引量:11
标识
DOI:10.1016/j.jclepro.2023.136706
摘要

With the rapid increase of ground-level ozone concentrations, the comprehensive management of PM2.5-O3 composite air pollution has become one of the most pressing environmental concerns nowadays. However, due to the lack of national divisions, regional integrative management of PM2.5-O3 composite air pollution remains highly challenging. To fill this gap, we employed and adapted a repeated-bisection model to conduct spatiotemporal clustering of PM2.5-O3 composite airborne pollution across China based on multi-year airborne pollutant data in 364 cities. Specifically, two strategies were experimented: the spatiotemporal clustering of daily PM2.5/O3 and the spatiotemporal clustering of daily PM2.5 and O3 concentrations. Despite some differences, the clustering outputs from both strategies achieved a self-aggregation effect, indicating that cities with similar spatiotemporal patterns of simultaneous PM2.5 and O3 variations were usually located closely. This phenomenon suggests the necessity and feasibility of regional integrative management of composite airborne pollution. According to accuracy assessment based on Geographical Detector, both strategies achieved relatively satisfactory outputs. Specifically, the spatiotemporal clustering based on daily PM2.5 and O3 concentrations achieved a slightly better output, suggesting PM2.5/O3 cannot fully explain the complicated and uncertain PM2.5-O3 association. Based on the clustering output, we divided seven divisions of PM2.5-O3 composite airborne pollution across China. This research provides important decision support for conducting regional integrative management of composite airborne pollution. The framework of two-variable-oriented spatiotemporal clustering sheds useful light on the comprehensive management of multiple and mutually-interacting environmental issues.

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
正无穷完成签到,获得积分10
1秒前
1秒前
1秒前
123发布了新的文献求助10
1秒前
2秒前
2秒前
2秒前
2秒前
丘比特应助HUYAOWEI采纳,获得10
2秒前
windking发布了新的文献求助10
2秒前
ss驳回了科目三应助
3秒前
Flechozo发布了新的文献求助10
3秒前
可爱的函函应助kyt采纳,获得10
4秒前
花菜完成签到,获得积分10
4秒前
Billboard2023完成签到,获得积分10
4秒前
4秒前
Lan发布了新的文献求助10
4秒前
Ggap1完成签到,获得积分10
4秒前
鱿鱼酱发布了新的文献求助10
4秒前
5秒前
qiao完成签到,获得积分10
5秒前
5秒前
杨ZJ完成签到,获得积分10
6秒前
6秒前
6秒前
Owen应助炙热的灵薇采纳,获得10
6秒前
7秒前
欣欣完成签到,获得积分20
7秒前
7秒前
易安发布了新的文献求助10
7秒前
小包子发布了新的文献求助10
7秒前
顺利道之完成签到,获得积分10
7秒前
慕容飞凤发布了新的文献求助10
7秒前
汉堡包应助trust采纳,获得10
8秒前
奋斗忆灵发布了新的文献求助10
8秒前
科目三应助linxgyu采纳,获得10
8秒前
8秒前
所所应助糟糕的铁锤采纳,获得10
9秒前
9秒前
orixero应助WangJ1018采纳,获得30
9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
Handbook of pharmaceutical excipients, Ninth edition 5000
Aerospace Standards Index - 2026 ASIN2026 3000
Signals, Systems, and Signal Processing 610
Discrete-Time Signals and Systems 610
Principles of town planning : translating concepts to applications 500
Modified letrozole versus GnRH antagonist protocols in ovarian aging women for IVF: An Open-Label, Multicenter, Randomized Controlled Trial 360
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 纳米技术 有机化学 物理 生物化学 化学工程 计算机科学 复合材料 内科学 催化作用 光电子学 物理化学 电极 冶金 遗传学 细胞生物学
热门帖子
关注 科研通微信公众号,转发送积分 6062618
求助须知:如何正确求助?哪些是违规求助? 7894796
关于积分的说明 16311103
捐赠科研通 5205931
什么是DOI,文献DOI怎么找? 2785052
邀请新用户注册赠送积分活动 1767666
关于科研通互助平台的介绍 1647422