Skip to main content

Advertisement

Log in

Response of local temperature variation to land cover and land use intensity changes in China over the last 30 years

  • Published:
Climatic Change Aims and scope Submit manuscript

Abstract

In addition to land cover change (LCC), land use intensity change (LUIC) is another dominant pathway through which anthropogenic activities influence regional climate. Although the climatic effects of LCC have been investigated extensively, little is currently known about the effects of LUIC. In this study, we assess land use and cover change in China over the last three decades in terms of LCC and LUIC and investigate their climatic effects using the observation minus reanalysis method. Results indicate that nearly half of the stations have experienced LUIC, and the climatic response of these stations exhibit different or even opposite signals compared to those that have experienced LCC. With regard to LCC, it is found that urbanized stations generally exert a warming effect on local temperatures, whereas cropland expansion is likely to introduce a cooling effect. In the case of LUIC, the present study demonstrates that the intensification of grassland tends to lead to warming because of the decreased albedo. However, a cooling effect from the enhanced evapotranspiration (ET) dominates local temperature variations in intensified cropland stations. The absence of correlations between albedo/ET and land management changes in urban stations illustrates the inherent complexity of local climate change. The findings of the present study provide a deeper understanding of land–atmospheric interactions and could guide future land-use planning and management to achieve potential climatic benefits.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4

Similar content being viewed by others

Data availability

The datasets generated and/or analyzed during the current study are available from the corresponding author on reasonable request.

References

  • Arora VK, Montenegro A (2011) Small temperature benefits provided by realistic afforestation efforts. Nat Geosci 4:514

    Article  Google Scholar 

  • Avissar R (1991) A statistical-dynamic approach to parameterize subgrid-scale land-surface heterogeneity in climate models. Surv Geophys 12:155–178

    Article  Google Scholar 

  • Balsamo G, Albergel C, Beljaars A et al (2015) ERA-Interim/Land: a global land surface reanalysis dataset. Hydrol Earth Syst Sci 19:389–407

    Article  Google Scholar 

  • Berg A, Findell K, Lintner B et al (2016) Land–atmosphere feedbacks amplify aridity increase over land under global warming. Nat Clim Chang 6:869

    Article  Google Scholar 

  • Beringer J, Chapin FS III, Thompson CC et al (2005) Surface energy exchanges along a tundra-forest transition and feedbacks to climate. Agric For Meteorol 131:143–161

    Article  Google Scholar 

  • Cao S, Chen L, Shankman D et al (2011) Excessive reliance on afforestation in China’s arid and semi-arid regions: lessons in ecological restoration. Earth-Sci Rev 104:240–245

    Article  Google Scholar 

  • Cao Q, Yu D, Georgescu M et al (2015) Impacts of land use and land cover change on regional climate: a case study in the agro-pastoral transitional zone of China. Environ Res Lett 10:124025

    Article  Google Scholar 

  • Cao Q, Yu D, Georgescu M et al (2016) Impacts of urbanization on summer climate in China: an assessment with coupled land-atmospheric modeling. J Geophys Res-Atmos 121:1005–1021

    Article  Google Scholar 

  • Chang W, Liao H, Wang H (2009) Climate responses to direct radiative forcing of anthropogenic aerosols, tropospheric ozone, and long-lived greenhouse gases in eastern China over 1951–2000. Adv Atmos Sci 26:748–762

    Article  Google Scholar 

  • Cheng Z, Wang S, Fu X et al (2014) Impact of biomass burning on haze pollution in the Yangtze River delta, China: a case study in summer 2011. Atmos Chem Phys 14:4573–4585

    Article  Google Scholar 

  • Christidis N, Stott PA, Hegerl GC et al (2013) The role of land use change in the recent warming of daily extreme temperatures. Geophys Res Lett 40:589–594

    Article  Google Scholar 

  • Da Rocha HR, Manzi AO, Cabral OM et al (2009) Patterns of water and heat flux across a biome gradient from tropical forest to savanna in Brazil. J Geophys Res Biogeosci 114

  • De Laat A, Maurellis A (2006) Evidence for influence of anthropogenic surface processes on lower tropospheric and surface temperature trends. Int J Climatol 26:897–913

    Article  Google Scholar 

  • Dee DP, Uppala S, Simmons A et al (2011) The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Q J R Meteorol Soc 137:553–597

    Article  Google Scholar 

  • Diaz-Pines E, Lu H, Ralf K et al (2016) Combined effect of management intensity and climate change on the productivity and greenhouse gas balance of montane grassland ecosystems. AGU Fall Meeting Abstracts, In

    Google Scholar 

  • Diffenbaugh NS (2009) Influence of modern land cover on the climate of the United States. Clim Dyn 33:945

    Article  Google Scholar 

  • Du J, Wang K, Wang J et al (2017) Contributions of surface solar radiation and precipitation to the spatiotemporal patterns of surface and air warming in China from 1960 to 2003. Atmos Chem Phys 17:4931–4944

    Article  Google Scholar 

  • Ellis EC, Ramankutty N (2008) Putting people in the map: anthropogenic biomes of the world. Front Ecol Environ 6:439–447

    Article  Google Scholar 

  • Fall S, Niyogi D, Gluhovsky A et al (2010) Impacts of land use land cover on temperature trends over the continental United States: assessment using the North American Regional Reanalysis. Int J Climatol 30:1980–1993

    Article  Google Scholar 

  • Fan X, Ma Z, Yang Q (2015) Land use/land cover changes and regional climate over the Loess Plateau during 2001–2009. Part I: observational evidence. Clim Chang 129:427–440

    Article  Google Scholar 

  • Findell KL, Berg A, Gentine P et al (2017) The impact of anthropogenic land use and land cover change on regional climate extremes. Nat Commun 8:989

    Article  Google Scholar 

  • Foley JA, Ramankutty N, Brauman KA et al (2011) Solutions for a cultivated planet. Nature 478:337

    Article  Google Scholar 

  • Gameda S, Qian B, Campbell C et al (2007) Climatic trends associated with summer fallow in the Canadian prairies. Agric For Meteorol 142:170–185

    Article  Google Scholar 

  • Gao L, Bernhardt M, Schulz K (2012) Elevation correction of ERA-Interim temperature data in complex terrain. Hydrol Earth Syst Sci 16:4661–4673

    Article  Google Scholar 

  • Hale RC, Gallo KP, Loveland TR (2008) Influences of specific land use/land cover conversions on climatological normals of near-surface temperature. J Geophys Res-Atmos 113

  • He T, Liang S, Song DX (2014) Analysis of global land surface albedo climatology and spatial-temporal variation during 1981–2010 from multiple satellite products. J Geophys Res-Atmos 119:10,281–110,98

    Article  Google Scholar 

  • Hu Z, Zhang C, Hu Q et al (2014) Temperature changes in Central Asia from 1979 to 2011 based on multiple datasets. J Clim 27:1143–1167

    Article  Google Scholar 

  • Jin X, Jiang P, Ma D et al (2019) Land system evolution of Qinghai-Tibetan Plateau under various development strategies. Appl Geogr 104:1–9

    Article  Google Scholar 

  • Jones PD, Moberg A (2003) Hemispheric and large-scale surface air temperature variations: an extensive revision and an update to 2001. J Clim 16:206–223

    Article  Google Scholar 

  • Kalnay E, Cai M (2003) Impact of urbanization and land-use change on climate. Nature 423:528

    Article  Google Scholar 

  • Kalnay E, Cai M, Li H (2006) Estimation of the impact of land-surface forcings on temperature trends in eastern United States. J Geophys Res-Atmos 111

  • Koster RD, Suarez MJ (1992) A comparative analysis of two land surface heterogeneity representations. J Clim 5:1379–1390

    Article  Google Scholar 

  • Kuemmerle T, Erb K, Meyfroidt P et al (2013) Challenges and opportunities in mapping land use intensity globally. Curr Opin Environ Sustain 5:484–493

    Article  Google Scholar 

  • Lambin EF, Meyfroidt P (2011) Global land use change, economic globalization, and the looming land scarcity. Proc Natl Acad Sci 108:3465–3472

    Article  Google Scholar 

  • Lawrence D, Vandecar K (2015) Effects of tropical deforestation on climate and agriculture. Nat Clim Chang 5:27–36

    Article  Google Scholar 

  • Levers C, Butsic V, Verburg PH et al (2016) Drivers of changes in agricultural intensity in Europe. Land Use Policy 58:380–393

    Article  Google Scholar 

  • Li Y, Zhao X (2012) An empirical study of the impact of human activity on long-term temperature change in China: a perspective from energy consumption. J Geophys Res-Atmos 117

  • Li Y, Zhu L, Zhao X et al (2013a) Urbanization impact on temperature change in China with emphasis on land cover change and human activity. J Clim 26:8765–8780

    Article  Google Scholar 

  • Li D, Bou-Zeid E, Barlage M (2013b) Development and evaluation of a mosaic approach in the WRF-Noah framework. J Geophys Res-Atmos 118:918–935

    Article  Google Scholar 

  • Li Z, Wu W, Liu X et al (2017) Land use/cover change and regional climate change in an arid grassland ecosystem of Inner Mongolia, China. Ecol Model 353:86–94

    Article  Google Scholar 

  • Li S, Wang G, Sun S (2018) Assessment of multi-source evapotranspiration products over China using Eddy covariance observations. Remote Sens 10:1692

    Article  Google Scholar 

  • Liao H, Chang W, Yang Y (2015) Climatic effects of air pollutants over China: a review. Adv Atmos Sci 32:115–139

    Article  Google Scholar 

  • Liu XN, Li QX (2003) Research of the inhomogeneity test of climatological data series in China. J Meteorol Res 17:492–502

    Google Scholar 

  • Liu JY, Zhang ZX, Xu XL et al (2010) Spatial patterns and driving forces of land use change in China during the early 21st century. J Geogr Sci 20:483–494

    Article  Google Scholar 

  • Liu G, Liu H, Yin Y (2013a) Global patterns of NDVI-indicated vegetation extremes and their sensitivity to climate extremes. Environ Res Lett 8:025009

    Article  Google Scholar 

  • Liu Q, Wang L, Qu Y (2013b) Preliminary evaluation of the long-term GLASS albedo product. Int J Digit Earth 6:69–95

    Article  Google Scholar 

  • Liu Z, Liu Y, Wang S et al (2018) Evaluation of spatial and temporal performances of ERA-interim precipitation and temperature in mainland China. J Clim 31:4347–4365

    Article  Google Scholar 

  • Lu Y, Jin J, Kueppers LM (2015) Crop growth and irrigation interact to influence surface fluxes in a regional climate-cropland model (WRF3. 3-CLM4crop). Clim Dyn 45:3347–3363

    Article  Google Scholar 

  • Luyssaert S, Jammet M, Stoy PC (2014) Land management and land-cover change have impacts of similar magnitude on surface temperature. Nat Clim Chang 4:389

    Article  Google Scholar 

  • Mahmood R, Pielke RA Sr, Hubbard KG et al (2014) Land cover changes and their biogeophysical effects on climate international. J Climatol 34:929–953

    Article  Google Scholar 

  • Martens B, Miralles D, Lievens H et al (2017) GLEAMv3: satellite-based land evaporation and root-zone soil moisture. Geosci Model Dev 10:1903–1925

    Article  Google Scholar 

  • Miehe G, Miehe S, Will M et al (2008) An inventory of forest relicts in the pastures of Southern Tibet (Xizang AR, China). Plant Ecol 194:157–177

    Article  Google Scholar 

  • Ministry of Ecology and Environment of the People’s Republic of China (2010) Strategy and action plan of biodiversity conservation in China. (In policy forum)

  • Mueller ND, Butler EE, McKinnon KA (2016) Cooling of US Midwest summer temperature extremes from cropland intensification. Nat Clim Chang 6:317

    Article  Google Scholar 

  • Mueller ND, Rhines A, Butler EE (2017) Global relationships between cropland intensification and summer temperature extremes over the last 50 years. J Clim 30:7505–7528

    Article  Google Scholar 

  • National Forestry and Grassland Administration (1999) Grain for Green Project. (In policy forum)

  • National Forestry and Grassland Administration (2007) Nature Forest Conservation Program. (In policy forum)

  • Parker DE (2010) Urban heat island effects on estimates of observed climate change. Wiley Interdiscip Rev Clim Chang 1:123–133

    Article  Google Scholar 

  • Pedelty J, Devadiga S, Masuoka E et al (2007) Generating a long-term land data record from the AVHRR and MODIS instruments. In: 2007. IEEE International Geoscience and Remote Sensing Symposium: IEEE, pp 1021–1025

    Chapter  Google Scholar 

  • Peng SS, Piao S, Zeng Z (2014) Afforestation in China cools local land surface temperature. Proc Natl Acad Sci 111:2915–2919

    Article  Google Scholar 

  • Ren Z, Xiong A, Zou F (2007) The quality control of surface monthly climate data in China. J Appl Meteorol Sci 18:516–523

    Google Scholar 

  • Ren G, Zhou Y, Chu Z (2008) Urbanization effects on observed surface air temperature trends in North China. J Clim 21:1333–1348

    Article  Google Scholar 

  • Stéfanon M, Drobinski P, d'Andrea F et al (2012) Effects of interactive vegetation phenology on the 2003 summer heat waves. J Geophys Res-Atmos 117

  • Uppala SM, KÅllberg P, Simmons AJ et al (2005) The ERA-40 re-analysis. Q J R Meteorol Soc 131:2961–3012

    Article  Google Scholar 

  • van Asselen S, Verburg PH (2012) A land system representation for global assessments and land-use modeling. Glob Chang Biol 18:3125–3148

    Article  Google Scholar 

  • Wang J, Yan ZW, Feng JM (2018a) Exaggerated effect of urbanization in the diurnal temperature range via ‘observation minus reanalysis’ and the physical causes. J Geophys Res-Atmos 123:7223–7237

    Google Scholar 

  • Wang L, Lee X, Schultz N (2018b) Response of surface temperature to afforestation in the Kubuqi Desert, Inner Mongolia. J Geophys Res-Atmos 123:948–964

    Article  Google Scholar 

  • Wen X, Lu S, Jin J (2012) Integrating remote sensing data with WRF for improved simulations of oasis effects on local weather processes over an arid region in northwestern China. J Hydrometeorol 13(2):573–587

    Article  Google Scholar 

  • Yuan XL, Wang WF, Cui JJ et al (2017) Vegetation changes and land surface feedbacks drive shifts in local temperatures over Central Asia. Sci Rep 7:3287

    Article  Google Scholar 

  • Zhang Z, Wang X, Zhao X et al (2014) A 2010 update of National Land Use/Cover Database of China at 1: 100000 scale using medium spatial resolution satellite images. Remote Sens Environ 149:142–154

    Article  Google Scholar 

  • Zhou C, Wang K, Ma Q (2017) Evaluation of eight current reanalyses in simulating land surface temperature from 1979 to 2003 in China. J Clim 30:7379–7398

    Article  Google Scholar 

Download references

Funding

This work was supported by the National Natural Science Foundation of China (No. 41801298), Natural Science Foundation of Jiangsu Province of China (No. BK20180348), National Key Research and Development Plan (No. 2017YFB0504205) and the program B for Outstanding PhD candidate of Nanjing University (No. 202001B039).

Author information

Authors and Affiliations

Authors

Contributions

P H Jiang and X L Jin contributed equally to this work. P H Jiang and M C Li contributed to the study conception and design. Material preparation, data collection, and analysis were performed by X L Jin. H Y Du and D S Chen provided comments and suggestions regarding the manuscript. All authors read and approved the final manuscript.

Corresponding authors

Correspondence to Penghui Jiang or Manchun Li.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Code availability

Not applicable.

Additional information

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

ESM 1

(DOCX 3204 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Jin, X., Jiang, P., Du, H. et al. Response of local temperature variation to land cover and land use intensity changes in China over the last 30 years . Climatic Change 164, 34 (2021). https://doi.org/10.1007/s10584-021-02955-y

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10584-021-02955-y

Keywords

Navigation