Nonlinear Decline in Carbon Sequestration Potential of Dianchi Lake: Synergistic Impacts of Anthropogenic Pressures and Shrinkage Revealed by Multi-Source Remote Sensing and Explainable AI

Plateau lakes are critical yet vulnerable carbon sinks due to shallow depths and high anthropogenic disturbance under accelerating human pressures. This study quantifies the dual impacts of lake shrinkage and human activities on the carbon sequestration potential of Dianchi Lake, the largest freshwater lake on the Yunnan-Guizhou Plateau, China. Integrating multi-source remote sensing (Landsat 8/9, Sentinel-2, GF-5), hydrological modeling, and explainable artificial intelligence (XAI), we reveal a nonlinear 57% decline in carbon sink capacity ( C sink ) from 2018 to 2023, driven by an annual lake area reduction of 0.68 km 2 and escalating anthropogenic stressors. Key findings indicate that anthropogenic factors, particularly industrial wastewater discharge and agricultural nitrogen runoff, significantly influence carbon flux variability, exceeding the impacts of climatic factors such as temperature and precipitation. While eutrophication- induced algal growth temporarily enhanced carbon fixation in the short term, long-term urbanization-driven wetland loss reduced organic carbon inputs. A novel Human Impact Index ( H index ), incorporating comprehensive socio- environmental metrics, surged by 62%, highlighting intensified anthropogenic pressures. Scenario-based analyses demonstrate that stringent industrial controls could recover 60% of baseline C sink by 2030, whereas integrated management stabilizes declines but fails to achieve full restoration. This study advances mechanistic insights into climate-human- carbon interactions in alkaline plateau lakes, advocating for policy prioritization of pollution mitigation and wetland restoration to safeguard fragile ecosystems.

Authors

Institutions

Publication Details

Journal
MATEC Web of Conferences
Published
2025-01-01
DOI
https://doi.org/10.1051/matecconf/202541002018
Primary Topic
Atmospheric and Environmental Gas Dynamics
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Nonlinear Decline in Carbon Sequestration Potential of Dianchi Lake: Synergistic Impacts of Anthropogenic Pressures and Shrinkage Revealed by Multi-Source Remote Sensing and Explainable AI

Liwen Lu
MATEC Web of Conferences
Atmospheric and Environmental Gas Dynamics
article

Nonlinear Decline in Carbon Sequestration Potential of Dianchi Lake: Synergistic Impacts of Anthropogenic Pressures and Shrinkage Revealed by Multi-Source Remote Sensing and Explainable AI

Liwen Lu
article en

Abstract

Plateau lakes are critical yet vulnerable carbon sinks due to shallow depths and high anthropogenic disturbance under accelerating human pressures. This study quantifies the dual impacts of lake shrinkage and human activities on the carbon sequestration potential of Dianchi Lake, the largest freshwater lake on the Yunnan-Guizhou Plateau, China. Integrating multi-source remote sensing (Landsat 8/9, Sentinel-2, GF-5), hydrological modeling, and explainable artificial intelligence (XAI), we reveal a nonlinear 57% decline in carbon sink capacity ( C sink ) from 2018 to 2023, driven by an annual lake area reduction of 0.68 km 2 and escalating anthropogenic stressors. Key findings indicate that anthropogenic factors, particularly industrial wastewater discharge and agricultural nitrogen runoff, significantly influence carbon flux variability, exceeding the impacts of climatic factors such as temperature and precipitation. While eutrophication- induced algal growth temporarily enhanced carbon fixation in the short term, long-term urbanization-driven wetland loss reduced organic carbon inputs. A novel Human Impact Index ( H index ), incorporating comprehensive socio- environmental metrics, surged by 62%, highlighting intensified anthropogenic pressures. Scenario-based analyses demonstrate that stringent industrial controls could recover 60% of baseline C sink by 2030, whereas integrated management stabilizes declines but fails to achieve full restoration. This study advances mechanistic insights into climate-human- carbon interactions in alkaline plateau lakes, advocating for policy prioritization of pollution mitigation and wetland restoration to safeguard fragile ecosystems.

MATEC Web of ConferencesVol. 410
Kunming University of Science and Technology (CN), Kunming University (CN)
Openalex Percentile: Top 83%
Atmospheric and Environmental Gas Dynamics
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.