Cargando…
Exploring Spatially Non-Stationary and Scale-Dependent Responses of Ecosystem Services to Urbanization in Wuhan, China
Ecosystem services (ESs) are facing challenges from urbanization processes globally. Exploring how ESs respond to urbanization provides valuable information for ecological protection and urban landscape planning. Previous studies mainly focused on the global and single-scaled responses of ESs but ig...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7246692/ https://www.ncbi.nlm.nih.gov/pubmed/32344851 http://dx.doi.org/10.3390/ijerph17092989 |
_version_ | 1783538005902884864 |
---|---|
author | Zhang, Yan Liu, Yanfang Pan, Jiawei Zhang, Yang Liu, Dianfeng Chen, Huiting Wei, Junqing Zhang, Ziyi Liu, Yaolin |
author_facet | Zhang, Yan Liu, Yanfang Pan, Jiawei Zhang, Yang Liu, Dianfeng Chen, Huiting Wei, Junqing Zhang, Ziyi Liu, Yaolin |
author_sort | Zhang, Yan |
collection | PubMed |
description | Ecosystem services (ESs) are facing challenges from urbanization processes globally. Exploring how ESs respond to urbanization provides valuable information for ecological protection and urban landscape planning. Previous studies mainly focused on the global and single-scaled responses of ESs but ignored the spatially heterogenous and scale-dependent characteristics of these responses. This study chose Wuhan City in China as the study area to explore the spatially varying and scale-dependent responses of ESs, i.e., grain productivity, carbon sequestration, biodiversity potential and erosion prevention, to urbanization using geographically weighted regression (GWR). The results showed that the responses of ESs were spatially nonstationary evidenced by a set of local parameter estimates in GWR models, and scale-dependent indicated by two kinds of scale effects: effect of different bandwidths and effect of grid scales. The stationary index of GWR declined rapidly as the bandwidth increased until reaching to a distance threshold. Moreover, GWR outperformed ordinary least square at both grid scales (i.e., 5 km and 10 km scales) and behaved better at finer scale. The spatially non-stationary and scale-dependent responses of ESs to urbanization are expected to provide beneficial guidance for ecologically friendly urban planning. |
format | Online Article Text |
id | pubmed-7246692 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-72466922020-06-10 Exploring Spatially Non-Stationary and Scale-Dependent Responses of Ecosystem Services to Urbanization in Wuhan, China Zhang, Yan Liu, Yanfang Pan, Jiawei Zhang, Yang Liu, Dianfeng Chen, Huiting Wei, Junqing Zhang, Ziyi Liu, Yaolin Int J Environ Res Public Health Article Ecosystem services (ESs) are facing challenges from urbanization processes globally. Exploring how ESs respond to urbanization provides valuable information for ecological protection and urban landscape planning. Previous studies mainly focused on the global and single-scaled responses of ESs but ignored the spatially heterogenous and scale-dependent characteristics of these responses. This study chose Wuhan City in China as the study area to explore the spatially varying and scale-dependent responses of ESs, i.e., grain productivity, carbon sequestration, biodiversity potential and erosion prevention, to urbanization using geographically weighted regression (GWR). The results showed that the responses of ESs were spatially nonstationary evidenced by a set of local parameter estimates in GWR models, and scale-dependent indicated by two kinds of scale effects: effect of different bandwidths and effect of grid scales. The stationary index of GWR declined rapidly as the bandwidth increased until reaching to a distance threshold. Moreover, GWR outperformed ordinary least square at both grid scales (i.e., 5 km and 10 km scales) and behaved better at finer scale. The spatially non-stationary and scale-dependent responses of ESs to urbanization are expected to provide beneficial guidance for ecologically friendly urban planning. MDPI 2020-04-25 2020-05 /pmc/articles/PMC7246692/ /pubmed/32344851 http://dx.doi.org/10.3390/ijerph17092989 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhang, Yan Liu, Yanfang Pan, Jiawei Zhang, Yang Liu, Dianfeng Chen, Huiting Wei, Junqing Zhang, Ziyi Liu, Yaolin Exploring Spatially Non-Stationary and Scale-Dependent Responses of Ecosystem Services to Urbanization in Wuhan, China |
title | Exploring Spatially Non-Stationary and Scale-Dependent Responses of Ecosystem Services to Urbanization in Wuhan, China |
title_full | Exploring Spatially Non-Stationary and Scale-Dependent Responses of Ecosystem Services to Urbanization in Wuhan, China |
title_fullStr | Exploring Spatially Non-Stationary and Scale-Dependent Responses of Ecosystem Services to Urbanization in Wuhan, China |
title_full_unstemmed | Exploring Spatially Non-Stationary and Scale-Dependent Responses of Ecosystem Services to Urbanization in Wuhan, China |
title_short | Exploring Spatially Non-Stationary and Scale-Dependent Responses of Ecosystem Services to Urbanization in Wuhan, China |
title_sort | exploring spatially non-stationary and scale-dependent responses of ecosystem services to urbanization in wuhan, china |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7246692/ https://www.ncbi.nlm.nih.gov/pubmed/32344851 http://dx.doi.org/10.3390/ijerph17092989 |
work_keys_str_mv | AT zhangyan exploringspatiallynonstationaryandscaledependentresponsesofecosystemservicestourbanizationinwuhanchina AT liuyanfang exploringspatiallynonstationaryandscaledependentresponsesofecosystemservicestourbanizationinwuhanchina AT panjiawei exploringspatiallynonstationaryandscaledependentresponsesofecosystemservicestourbanizationinwuhanchina AT zhangyang exploringspatiallynonstationaryandscaledependentresponsesofecosystemservicestourbanizationinwuhanchina AT liudianfeng exploringspatiallynonstationaryandscaledependentresponsesofecosystemservicestourbanizationinwuhanchina AT chenhuiting exploringspatiallynonstationaryandscaledependentresponsesofecosystemservicestourbanizationinwuhanchina AT weijunqing exploringspatiallynonstationaryandscaledependentresponsesofecosystemservicestourbanizationinwuhanchina AT zhangziyi exploringspatiallynonstationaryandscaledependentresponsesofecosystemservicestourbanizationinwuhanchina AT liuyaolin exploringspatiallynonstationaryandscaledependentresponsesofecosystemservicestourbanizationinwuhanchina |