Dynamic impacts of urbanization development on carbon storage and NPP: spatiotemporal responses in the Wanjiang urban belt (2000–2020)

Introduction Urban agglomerations, as pivotal spatial units in global urbanization processes, are central to urban science, their land use/cover changes directly regulate regional carbon cycles and profoundly affect ecosystem carbon storage and net primary productivity (NPP). To clarify the dynamic changes, driving factors, and future trends of these two key ecological indicators in Wanjiang Urban Agglomeration, multiple models and analytical methods were integrated. Methods The Carbon Storage module of the InVEST model was used to assess regional carbon stocks, while the improved CASA model quantified multi-period NPP using remote sensing and climate data. A random forest algorithm combined with the SHAP method analyzed the independent effects of topographic, anthropogenic, and natural factors, and the PLUS model combined with Markov Chain forecast 2040 carbon storage. Result Results show urban area expanded by 2,230.87 km 2 (3.57% annual growth), primarily from cultivated land (4.52 × 10 km 2 to 4.26 × 10 km 2 ). Annual carbon storage loss reached 0.25 × 10 tC and NPP loss 17.49 × 10 4 tC, with both first rising then falling. Carbon storage is predominantly driven by topographic factors (with thresholds) and secondarily by natural factors, while NPP is jointly regulated by topographic and climatic drivers. Anthropogenic factors exert the weakest influence on both. The 2040 forecast indicates continued carbon storage decline. Discussion This work clarifies key dynamic patterns and driving mechanisms, providing scientific support for regional ecological protection and advancement of “carbon peaking and carbon neutrality” goals.

Authors

Institutions

Publication Details

Journal
Frontiers in Environmental Science
Published
2026-01-16
DOI
https://doi.org/10.3389/fenvs.2026.1747268
Primary Topic
Land Use and Ecosystem Services
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Dynamic impacts of urbanization development on carbon storage and NPP: spatiotemporal responses in the Wanjiang urban belt (2000–2020)

Jing Yuan, Jiawei Fang, Huan Tang
Frontiers in Environmental Science
Land Use and Ecosystem Services
article

Dynamic impacts of urbanization development on carbon storage and NPP: spatiotemporal responses in the Wanjiang urban belt (2000–2020)

Jing Yuan, Jiawei Fang, Huan Tang
article en

Abstract

Introduction Urban agglomerations, as pivotal spatial units in global urbanization processes, are central to urban science, their land use/cover changes directly regulate regional carbon cycles and profoundly affect ecosystem carbon storage and net primary productivity (NPP). To clarify the dynamic changes, driving factors, and future trends of these two key ecological indicators in Wanjiang Urban Agglomeration, multiple models and analytical methods were integrated. Methods The Carbon Storage module of the InVEST model was used to assess regional carbon stocks, while the improved CASA model quantified multi-period NPP using remote sensing and climate data. A random forest algorithm combined with the SHAP method analyzed the independent effects of topographic, anthropogenic, and natural factors, and the PLUS model combined with Markov Chain forecast 2040 carbon storage. Result Results show urban area expanded by 2,230.87 km 2 (3.57% annual growth), primarily from cultivated land (4.52 × 10 km 2 to 4.26 × 10 km 2 ). Annual carbon storage loss reached 0.25 × 10 tC and NPP loss 17.49 × 10 4 tC, with both first rising then falling. Carbon storage is predominantly driven by topographic factors (with thresholds) and secondarily by natural factors, while NPP is jointly regulated by topographic and climatic drivers. Anthropogenic factors exert the weakest influence on both. The 2040 forecast indicates continued carbon storage decline. Discussion This work clarifies key dynamic patterns and driving mechanisms, providing scientific support for regional ecological protection and advancement of “carbon peaking and carbon neutrality” goals.

Frontiers in Environmental ScienceVol. 14
Tongling University (CN), Anhui Normal University (CN), University of Manitoba (CA)
National Natural Science Foundation of China, Anhui University
Sustainable cities and communities
Openalex Percentile: Top 91%
Land Use and Ecosystem Services
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.