Spatial Pattern Evolution and Influencing Factors on Agricultural Non-Point Source Pollution in Small Town Areas under the Background of Rapid Industrialization
Mingtao Yan,
Jianji Zhao (),
Jiajun Qiao (),
Dong Han,
Qiankun Zhu,
Yang Yang,
Qi Liu and
Zhipeng Wang
Additional contact information
Mingtao Yan: Key Research Institute of Yellow River Civilization and Sustainable Development, Henan University, Kaifeng 475001, China
Jianji Zhao: Key Research Institute of Yellow River Civilization and Sustainable Development, Henan University, Kaifeng 475001, China
Jiajun Qiao: College of Geography and Environmental Science, Henan University, Kaifeng 475001, China
Dong Han: College of Geography and Environmental Science, Henan University, Kaifeng 475001, China
Qiankun Zhu: College of Geography and Environmental Science, Henan University, Kaifeng 475001, China
Yang Yang: College of Geography and Environmental Science, Henan University, Kaifeng 475001, China
Qi Liu: College of Geography and Environmental Science, Henan University, Kaifeng 475001, China
Zhipeng Wang: College of Geography and Environmental Science, Henan University, Kaifeng 475001, China
IJERPH, 2023, vol. 20, issue 3, 1-19
Abstract:
To promote sustainable agricultural development in small town areas during rapid industrialization, it is important to study the evolution of agricultural non-point source pollution (ANSP) and its influencing factors in small town areas in the context of rapid industrialization. The non-point source inventory method was used to study the characteristics of ANSP evolution in 14 small town areas in Gongyi City from 2002 to 2019. Using the spatial Durbin model and geographical detectors, the factors influencing ANSP in small town areas were analyzed in terms of spatial spillover effects and the spatial stratified heterogeneity. The results showed a zigzagging downward trend of ANSP equivalent emissions over time. Spatially, the equivalent emissions of ANSP showed a distribution pattern of being high in the west and low in the east. There was a significant positive global spatial autocorrelation feature and there was an inverted “U-shaped” Environmental Kuznets Curve relationship between industrialization and ANSP. Affluence, population size, and cropping structure positively contributed to the reduction of ANSP. Population size, land size, and industrialization were highly influential factors affecting the spatial variation of ANSP and the interaction of these factors was bivariate or nonlinearly enhanced. This study provides a feasible reference for policymakers and managers to develop reasonable management measures to mitigate ANSP in small town areas during rapid industrialization.
Keywords: rapid industrialization; small towns; agricultural non-point source pollution; spatial spillover effects; spatial stratified heterogeneity (search for similar items in EconPapers)
JEL-codes: I I1 I3 Q Q5 (search for similar items in EconPapers)
Date: 2023
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (1)
Downloads: (external link)
https://www.mdpi.com/1660-4601/20/3/2667/pdf (application/pdf)
https://www.mdpi.com/1660-4601/20/3/2667/ (text/html)
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:gam:jijerp:v:20:y:2023:i:3:p:2667-:d:1054903
Access Statistics for this article
IJERPH is currently edited by Ms. Jenna Liu
More articles in IJERPH from MDPI
Bibliographic data for series maintained by MDPI Indexing Manager ().