Assessing the Response of the Net Primary Productivity to Snow Phenology Changes in the Tibetan Plateau: Trends and Environmental Drivers

Understanding the relationship between climate, snow cover, and vegetation Net Primary Productivity (NPP) in the Tibetan Plateau (TP) is crucial. However, the role of snow cover in influencing the NPP remains unclear. This study investigates the connection between the NPP and snow phenology (SP) acr...

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Published inRemote sensing (Basel, Switzerland) Vol. 16; no. 19; p. 3566
Main Authors Liu, Jiming, Shen, Lu, Chen, Zhaoming, Ni, Jingwen, Huang, Yan
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.10.2024
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Abstract Understanding the relationship between climate, snow cover, and vegetation Net Primary Productivity (NPP) in the Tibetan Plateau (TP) is crucial. However, the role of snow cover in influencing the NPP remains unclear. This study investigates the connection between the NPP and snow phenology (SP) across the TP from 2011 to 2020. Interannual trends were assessed using the Theil–Sen non-parametric regression approach combined with the Mann–Kendall test. Additionally, the pathways through which snow cover affects the NPP, considering various environmental factors, were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). Approximately 10.72% of the TP showed a significant decrease in the NPP, accompanied by advancing trends in the Snow Onset Date (SOD) and Snow End Date (SED), as well as a gradual decrease in the Snow Cover Duration (SCD). The PLS-SEM results reveal that precipitation and soil temperature significantly influenced the NPP, with total effects of 0.309 and 0.206 in the SCD structural equation. Temperature had a relatively strong indirect effect on the NPP through its influence on the SOD and SCD, contributing 16% and 10% to the total effect, respectively. Neglecting the mediating effect of SP underestimates the environmental impact on the NPP. This study highlights how environmental factors influence the NPP through snow cover changes as the biomass increases, thereby enhancing our understanding of SP’s impact on the TP.
AbstractList Understanding the relationship between climate, snow cover, and vegetation Net Primary Productivity (NPP) in the Tibetan Plateau (TP) is crucial. However, the role of snow cover in influencing the NPP remains unclear. This study investigates the connection between the NPP and snow phenology (SP) across the TP from 2011 to 2020. Interannual trends were assessed using the Theil–Sen non-parametric regression approach combined with the Mann–Kendall test. Additionally, the pathways through which snow cover affects the NPP, considering various environmental factors, were analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). Approximately 10.72% of the TP showed a significant decrease in the NPP, accompanied by advancing trends in the Snow Onset Date (SOD) and Snow End Date (SED), as well as a gradual decrease in the Snow Cover Duration (SCD). The PLS-SEM results reveal that precipitation and soil temperature significantly influenced the NPP, with total effects of 0.309 and 0.206 in the SCD structural equation. Temperature had a relatively strong indirect effect on the NPP through its influence on the SOD and SCD, contributing 16% and 10% to the total effect, respectively. Neglecting the mediating effect of SP underestimates the environmental impact on the NPP. This study highlights how environmental factors influence the NPP through snow cover changes as the biomass increases, thereby enhancing our understanding of SP’s impact on the TP.
Audience Academic
Author Huang, Yan
Chen, Zhaoming
Ni, Jingwen
Shen, Lu
Liu, Jiming
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Cites_doi 10.1016/j.agrformet.2017.10.026
10.1016/j.agrformet.2022.108828
10.1016/j.agrformet.2016.11.129
10.1029/2018JD028557
10.1038/s43247-023-01167-9
10.1057/s41270-023-00231-9
10.1016/j.accre.2023.07.004
10.1038/s41467-021-26876-7
10.1007/s11258-011-0001-5
10.1023/A:1010632015572
10.1007/s00300-018-2299-0
10.5194/bg-13-6471-2016
10.1002/ecs2.4656
10.3354/cr01371
10.1016/j.geoderma.2007.10.023
10.1111/gcb.12954
10.1016/j.agrformet.2018.03.004
10.1016/j.accre.2021.04.004
10.1890/02-3154
10.1657/AAAR0014-098
10.1038/ngeo1571
10.1093/treephys/tpr132
10.1111/gcb.15969
10.3390/rs15051245
10.1007/s10584-012-0562-x
10.1016/j.agrformet.2014.01.003
10.1016/j.ppees.2017.11.002
10.1007/s10021-019-00418-1
10.3390/rs14163909
10.5194/tc-18-1817-2024
10.1016/j.scitotenv.2022.160527
10.1002/joc.5331
10.1111/gcb.13930
10.1016/j.rse.2017.10.001
10.1016/j.scitotenv.2024.171440
10.1016/j.scitotenv.2016.02.131
10.5194/essd-14-5267-2022
10.1038/s41558-021-01074-x
10.1111/j.1365-2486.2008.01689.x
10.1093/jpe/rty051
10.1016/j.ecolind.2021.108351
10.1111/gcb.13081
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References Liu (ref_19) 2023; 14
Wang (ref_12) 2018; 24
Cockell (ref_18) 2004; 79
Huang (ref_25) 2018; 204
Li (ref_28) 2022; 14
Gao (ref_22) 2016; 554
Zheng (ref_40) 2022; 315
Theurillat (ref_38) 2001; 50
Lau (ref_43) 2018; 123
Peng (ref_26) 2017; 233
Starr (ref_5) 2003; 84
ref_13
Chen (ref_8) 2020; 35
Qi (ref_36) 2021; 133
Zhang (ref_31) 2018; 248
Alber (ref_41) 2020; 23
Zhang (ref_1) 2023; 14
Abeli (ref_17) 2012; 213
Ma (ref_14) 2024; 923
Ma (ref_16) 2023; 860
Wang (ref_21) 2008; 143
Liu (ref_32) 2016; 22
Wang (ref_2) 2021; 12
Paudel (ref_33) 2013; 117
Rixen (ref_7) 2022; 8
Liu (ref_44) 2023; 4
Lupi (ref_42) 2012; 32
Domine (ref_45) 2016; 13
Xu (ref_3) 2024; 18
ref_24
Sarstedt (ref_29) 2024; 12
Bokhorst (ref_9) 2008; 14
Convey (ref_6) 2018; 41
Choler (ref_39) 2018; 30
Wang (ref_37) 2018; 256
He (ref_20) 2022; 28
Luo (ref_34) 2016; 67
Peng (ref_27) 2018; 38
Kim (ref_15) 2021; 12
Kraaijenbrink (ref_4) 2021; 11
Chen (ref_23) 2015; 21
Mark (ref_10) 2015; 47
Shen (ref_30) 2014; 189
Huang (ref_35) 2019; 12
Trujillo (ref_11) 2012; 5
References_xml – volume: 8
  start-page: 572
  year: 2022
  ident: ref_7
  article-title: Winters are changing: Snow effects on Arctic and alpine tundra ecosystems
  publication-title: Antarct. Sci.
– volume: 248
  start-page: 408
  year: 2018
  ident: ref_31
  article-title: Vegetation phenology on the Qinghai-Tibetan Plateau and its response to climate change (1982–2013)
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2017.10.026
– volume: 315
  start-page: 108828
  year: 2022
  ident: ref_40
  article-title: Earlier snowmelt predominates advanced spring vegetation greenup in Alaska
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2022.108828
– volume: 233
  start-page: 183
  year: 2017
  ident: ref_26
  article-title: Spatiotemporal change and trend analysis of potential evapotranspiration over the Loess Plateau of China during 2011-2100
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2016.11.129
– volume: 123
  start-page: 8441
  year: 2018
  ident: ref_43
  article-title: Impacts of Snow Darkening by Deposition of Light-Absorbing Aerosols on Hydroclimate of Eurasia During Boreal Spring and Summer
  publication-title: J. Geophys. Res. Atmos.
  doi: 10.1029/2018JD028557
– volume: 4
  start-page: 487
  year: 2023
  ident: ref_44
  article-title: Winter snow cover influences growing-season vegetation productivity non-uniformly in the Northern Hemisphere
  publication-title: Commun. Earth Environ.
  doi: 10.1038/s43247-023-01167-9
– volume: 12
  start-page: 87
  year: 2024
  ident: ref_29
  article-title: Quantifying uncertainty in PLS-SEM-based mediation analyses
  publication-title: J. Mark. Anal.
  doi: 10.1057/s41270-023-00231-9
– volume: 14
  start-page: 493
  year: 2023
  ident: ref_1
  article-title: Amplification of warming on the Tibetan Plateau
  publication-title: Adv. Clim. Chang. Res.
  doi: 10.1016/j.accre.2023.07.004
– volume: 12
  start-page: 6879
  year: 2021
  ident: ref_15
  article-title: Carbon response of tundra ecosystems to advancing greenup and snowmelt in Alaska
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-021-26876-7
– volume: 213
  start-page: 1
  year: 2012
  ident: ref_17
  article-title: Response of alpine plant flower production to temperature and snow cover fluctuation at the species range boundary
  publication-title: Plant Ecol.
  doi: 10.1007/s11258-011-0001-5
– volume: 50
  start-page: 77
  year: 2001
  ident: ref_38
  article-title: Potential impact of climate change on vegetation in the European Alps: A review
  publication-title: Clim. Chang.
  doi: 10.1023/A:1010632015572
– volume: 41
  start-page: 1587
  year: 2018
  ident: ref_6
  article-title: The importance of understanding annual and shorter-term temperature patterns and variation in the surface levels of polar soils for terrestrial biota
  publication-title: Polar Biol.
  doi: 10.1007/s00300-018-2299-0
– volume: 13
  start-page: 6471
  year: 2016
  ident: ref_45
  article-title: The growth of shrubs on high Arctic tundra at Bylot Island: Impact on snow physical properties and permafrost thermal regime
  publication-title: Biogeosciences
  doi: 10.5194/bg-13-6471-2016
– volume: 14
  start-page: e4656
  year: 2023
  ident: ref_19
  article-title: Increased snow cover enhances gross primary productivity in cold and dry regions of the Tibetan Plateau
  publication-title: Ecosphere
  doi: 10.1002/ecs2.4656
– volume: 79
  start-page: 26
  year: 2004
  ident: ref_18
  article-title: Coupling of climate change and biotic UV exposure through changing snow-ice covers in terrestrial habitats
  publication-title: Photochem. Photobiol.
– volume: 67
  start-page: 241
  year: 2016
  ident: ref_34
  article-title: Frozen ground temperature trends associated with climate change in the Tibetan Plateau Three River Source Region from 1980 to 2014
  publication-title: Clim. Res.
  doi: 10.3354/cr01371
– volume: 143
  start-page: 143
  year: 2008
  ident: ref_21
  article-title: Effects of permafrost thawing on vegetation and soil carbon pool losses on the Qinghai-Tibet Plateau, China
  publication-title: Geoderma
  doi: 10.1016/j.geoderma.2007.10.023
– volume: 21
  start-page: 3635
  year: 2015
  ident: ref_23
  article-title: Temperature and snowfall trigger alpine vegetation green-up on the world’s roof
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/gcb.12954
– volume: 256
  start-page: 61
  year: 2018
  ident: ref_37
  article-title: Snow cover phenology affects alpine vegetation growth dynamics on the Tibetan Plateau: Satellite observed evidence, impacts of different biomes, and climate drivers
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2018.03.004
– volume: 12
  start-page: 333
  year: 2021
  ident: ref_2
  article-title: Change in drought conditions and its impacts on vegetation growth over the Tibetan Plateau
  publication-title: Adv. Clim. Chang. Res.
  doi: 10.1016/j.accre.2021.04.004
– volume: 84
  start-page: 1415
  year: 2003
  ident: ref_5
  article-title: Photosynthesis of arctic evergreens under snow: Implications for tundra ecosystem carbon balance
  publication-title: Ecology
  doi: 10.1890/02-3154
– volume: 47
  start-page: 751
  year: 2015
  ident: ref_10
  article-title: Ecological responses to 52 years of experimental snow manipulation in high-alpine cushionfield, Old Man Range, south-central New Zealand
  publication-title: Arct. Antarct. Alp. Res.
  doi: 10.1657/AAAR0014-098
– volume: 5
  start-page: 705
  year: 2012
  ident: ref_11
  article-title: Elevation-dependent influence of snow accumulation on forest greening
  publication-title: Nat. Geosci.
  doi: 10.1038/ngeo1571
– volume: 32
  start-page: 74
  year: 2012
  ident: ref_42
  article-title: Xylogenesis in black spruce: Does soil temperature matter?
  publication-title: Tree Physiol.
  doi: 10.1093/treephys/tpr132
– volume: 28
  start-page: 936
  year: 2022
  ident: ref_20
  article-title: Depth-dependent drivers of soil microbial necromass carbon across Tibetan alpine grasslands
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/gcb.15969
– ident: ref_13
  doi: 10.3390/rs15051245
– volume: 117
  start-page: 149
  year: 2013
  ident: ref_33
  article-title: Response of rangeland vegetation to snow cover dynamics in Nepal Trans Himalaya
  publication-title: Clim. Chang.
  doi: 10.1007/s10584-012-0562-x
– volume: 189
  start-page: 71
  year: 2014
  ident: ref_30
  article-title: Increasing altitudinal gradient of spring vegetation phenology during the last decade on the Qinghai-Tibetan Plateau
  publication-title: Agric. For. Meteorol.
  doi: 10.1016/j.agrformet.2014.01.003
– volume: 30
  start-page: 6
  year: 2018
  ident: ref_39
  article-title: Winter soil temperature dependence of alpine plant distribution: Implications for anticipating vegetation changes under a warming climate
  publication-title: Perspect. Plant Ecol. Evol. Syst.
  doi: 10.1016/j.ppees.2017.11.002
– volume: 23
  start-page: 498
  year: 2020
  ident: ref_41
  article-title: Microspatial Differences in Soil Temperature Cause Phenology Change on Par with Long-Term Climate Warming in Salt Marshes
  publication-title: Ecosystems
  doi: 10.1007/s10021-019-00418-1
– volume: 35
  start-page: 2511
  year: 2020
  ident: ref_8
  article-title: Spatial and temporal patterns of NPP and its response to climate change in the Qinghai-Tibet Plateau from 2000 to 2015
  publication-title: Nat. Resour. J.
– ident: ref_24
  doi: 10.3390/rs14163909
– volume: 18
  start-page: 1817
  year: 2024
  ident: ref_3
  article-title: Temperature-dominated spatiotemporal variability in snow phenology on the Tibetan Plateau from 2002 to 2022
  publication-title: Cryosphere
  doi: 10.5194/tc-18-1817-2024
– volume: 860
  start-page: 160527
  year: 2023
  ident: ref_16
  article-title: Effects of climate change and human activities on vegetation coverage change in northern China considering extreme climate and time-lag and -accumulation effects
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2022.160527
– volume: 38
  start-page: 2250
  year: 2018
  ident: ref_27
  article-title: Assessment of climate change trends over the Loess Plateau in China from 1901 to 2100
  publication-title: Int. J. Climatol.
  doi: 10.1002/joc.5331
– volume: 24
  start-page: 1651
  year: 2018
  ident: ref_12
  article-title: Disentangling the mechanisms behind winter snow impact on vegetation activity in northern ecosystems
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/gcb.13930
– volume: 204
  start-page: 568
  year: 2018
  ident: ref_25
  article-title: Improving MODIS snow products with a HMRF-based spatio-temporal modeling technique in the Upper Rio Grande Basin
  publication-title: Remote Sens. Environ.
  doi: 10.1016/j.rse.2017.10.001
– volume: 923
  start-page: 171440
  year: 2024
  ident: ref_14
  article-title: Later-melting rather than thickening of snowpack enhance the productivity and alter the community composition of temperate grassland
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2024.171440
– volume: 554
  start-page: 34
  year: 2016
  ident: ref_22
  article-title: Climate change and its impacts on vegetation distribution and net primary productivity of the alpine ecosystem in the Qinghai-Tibetan Plateau
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2016.02.131
– volume: 14
  start-page: 5267
  year: 2022
  ident: ref_28
  article-title: A 1 km daily soil moisture dataset over China using in situ measurement and machine learning
  publication-title: Earth Syst. Sci. Data
  doi: 10.5194/essd-14-5267-2022
– volume: 11
  start-page: 591
  year: 2021
  ident: ref_4
  article-title: Climate change decisive for Asia’s snow meltwater supply
  publication-title: Nat. Clim. Chang.
  doi: 10.1038/s41558-021-01074-x
– volume: 14
  start-page: 2603
  year: 2008
  ident: ref_9
  article-title: Impacts of extreme winter warming in the sub-Arctic: Growing season responses of dwarf shrub heathland
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/j.1365-2486.2008.01689.x
– volume: 12
  start-page: 583
  year: 2019
  ident: ref_35
  article-title: Impacts of snow cover duration on vegetation spring phenology over the Tibetan Plateau
  publication-title: J. Plant Ecol.
  doi: 10.1093/jpe/rty051
– volume: 133
  start-page: 108351
  year: 2021
  ident: ref_36
  article-title: Relationship between vegetation phenology and snow cover changes during 2001–2018 in the Qilian Mountains
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2021.108351
– volume: 22
  start-page: 644
  year: 2016
  ident: ref_32
  article-title: Temperature, precipitation, and insolation effects on autumn vegetation phenology in temperate China
  publication-title: Glob. Chang. Biol.
  doi: 10.1111/gcb.13081
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Snippet Understanding the relationship between climate, snow cover, and vegetation Net Primary Productivity (NPP) in the Tibetan Plateau (TP) is crucial. However, the...
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SubjectTerms Climate change
Computer centers
Correlation analysis
Datasets
Environmental aspects
Environmental factors
Environmental impact
Forecasts and trends
Forests
Grasslands
Influence
Measurement
Net Primary Productivity
Net Primary Productivity (NPP)
path analysis
Phenology
Plant growth
Precipitation
Primary productivity (Biology)
Productivity
Radiation
Snow
Snow cover
snow phenology
Soil temperature
Structural equation modeling
Temperature
Tibetan Plateau
Trends
Vegetation
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Title Assessing the Response of the Net Primary Productivity to Snow Phenology Changes in the Tibetan Plateau: Trends and Environmental Drivers
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