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On the relationship between vegetation and climate in tropical and northern Africa

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Abstract

Vegetation cover is a crucial component of the Earth’s climate system but, still, our understanding of the mechanisms governing the reciprocal influence between atmosphere and vegetation is limited. In this study, we investigate the unilateral atmospheric impact on vegetation cover in tropical and northern Africa, differentiated into regions with different circulation regimes and into detailed land-cover classes. In contrast to former studies, climate predictors from a regional climate model are used as input for a multiple regression model. Climate models provide consistent data without gaps at high spatial resolution, a considerably larger set of available climate variables and the perspective to transfer the statistical relationships to future projections, e.g., in the context of anthropogenic climate change. Indeed, robust climate predictors which drive up to 70 % of observed interannual vegetation variability could be extracted from the climate model. Besides precipitation and temperature, global radiation, and relative humidity play an important role. The statistical transfer functions are plausible in terms of the affected regions and land-cover classes and draw a rather complex picture of the atmosphere–vegetation relation in Africa.

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References

  • Anyamba A, Tucker CJ (2005) Analysis of vegetation dynamics using NOAA-AVHRR NDVI data from 1981–2003. J Arid Environ 63(3):596–614

    Article  Google Scholar 

  • Braswell BH, Schimel DS, Linder E, Moore B III (1997) The response of global terrestrial ecosystems to interannual temperature variability. Science 278(5339):870–872

    Article  Google Scholar 

  • Camberlin P, Martiny N, Philippon N, Richard Y (2007) Determinants of the interannual relationships between remote sensed photosynthetic activity and rainfall in tropical Africa. Remote Sens Environ 106(2):199–216

    Article  Google Scholar 

  • Chan RY, Vuille M, Hardy DR, Gradley RS (2007) Interseasonal precipitation variability on Kilimanjaro and the East African region and its relationship to the large-scale circulation. Theor Appl Climatol 93:149–165

    Article  Google Scholar 

  • Cihlar J, Chen JM, Li Z, Huang F, Latifovic R, Dixon R (1998) Can interannual land surface signal be discerned in composite AVHRR data? J Geophys Res 103(D18):23163–23172

    Article  Google Scholar 

  • Davenport ML, Nicholson SE (1993) On the relation between rainfall and the Normalized Difference Vegetation Index for diverse vegetation types in East Africa. Int J Remote Sens 14(12):2369–2389

    Article  Google Scholar 

  • Diro GT, Grimes DIF, Black E, O’Neill A, Pardo-Iguzquiza E (2009) Evaluation of reanalysis rainfall estimates over Ethiopia. Int J Climatol 29(1):67–78

    Article  Google Scholar 

  • Du Plessis WP (1999) Linear regression relationships between NDVI, vegetation and rainfall in Etosha National Park, Namibia. J Arid Environ 42(4):235–260

    Article  Google Scholar 

  • Eklundh L, Olsson L (2003) Vegetation index trends for the African Sahel 1982–1999. Geophys Res Lett. doi:10.1029/2002GL016772

    Google Scholar 

  • Evans J, Geerken R (2004) Discrimination between climate and human-induced dryland degradation. J Arid Environ 57(4):535–554

    Article  Google Scholar 

  • FAO (2008) Global correlation between annual sum NDVI and annual rainfall 1981–2003. www.fao.org/geonetwork/srv/en/metadata.show?id=37052

  • Gibson R, Kallberg P, Uppala S, Hernandez A, Nomura A, Serrano E (1997) ERA description. Re-analysis Project Report Series No. 1, European Centre for Medium-Range Weather Forecasts (ECMWF). Reading, UK

  • Hagemann S, Botzet M, Dümenil L, Machenhauer B (1999) Derivation of global GCM boundary conditions from 1 km land use satellite data. Max-Planck-Inst. f. Meteor., Report No. 289, Hamburg

  • Hansen JA, Emanuel KA (2003) Forecast 4D-Var: exploiting model output statistics. Q J Roy Meteor Soc 129(589):1255–1267

    Article  Google Scholar 

  • Hastenrath S, Polzin D, Camberlin P (2004) Exploring the predictability of the ‘short rains’ at the coast of East Africa. Int J Climatol 24:1333–1343

    Article  Google Scholar 

  • Herrmann SM, Anyamba A, Tucker CJ (2005) Recent trends in vegetation dynamics in the African Sahel and their relationship to climate. Glob Environ Change 15(4):394–404

    Article  Google Scholar 

  • Huffman GJ, Adler RF, Bolvin DT, Gu G, Nelkin EJ, Bowman KP, Hong Y, Stocker EF, Wolff DB (2007) The TRMM Multisatellite Precipitation Analysis (TMPA): quasi-global, multiyear, combined-sensor precipitation estimates at fine scales. J Hydrometeorol 8(1):38–55

    Article  Google Scholar 

  • Ichii K, Kawabata A, Yamaguchi Y (2002) Global correlation analysis for NDVI and climate variables and NDVI trends: 1982–1990. Int J Remote Sens 23(18):3873–3878

    Article  Google Scholar 

  • Indeje M, Ward MN, Ogallo LJ, Davies G, Dilley M, Anyamba A (2006) Predictability of the Normalized Difference Vegetation Index in Kenya and potential applications as an indicator of Rift Valley fever outbreaks in the Greater Horn of Africa. J Climate 19(9):1673–1687

    Article  Google Scholar 

  • Jacob D, Van Den Hurk BJJM, Andrea U, Elgered G, Fortelius C, Graham LP, Jacksson SD, Karstens U, Köpken C, Lindau R, Podzun R, Rockel B, Rubel F, Sass BH, Smith RNB, Yang X (2001) A comprehensive model inter-comparison study investigating the water budget during the BALTEX-PIDCAP period. Meteorol Atmos Phys 77(1–4):19–43

    Article  Google Scholar 

  • Justice CO, Holben BN, Gwynne MD (1986) Monitoring East African vegetation using AVHRR data. Int J Remote Sen 7(11):1453–1474

    Article  Google Scholar 

  • Kang I-S, Lee J-Y, Park C-K (2004) Potential predictability of summer mean precipitation in a dynamical seasonal prediction system with systematic error correction. J Climate 17(4):834–844

    Article  Google Scholar 

  • Knippertz P, Christoph M, Speth P (2003) Long-term precipitation variability in Morocco and the link to the large-scale circulation in recent and future climates. Meteorol Atmos Phys 83(1–2):67–88

    Article  Google Scholar 

  • Long M, Entekhabi D, Nicholson SE (2000) Interannual variability in rainfall, water vapour flux, and vertical motion over West Africa. J Climate 13(21):3827–3841

    Article  Google Scholar 

  • Los SO, Collatz GJ, Bounoua L, Sellers PJ, Tucker CJ (2001) Global interannual variations in sea surface temperature and land surface vegetation, air temperature and precipitation. J Climate 14(7):1535–1549

    Article  Google Scholar 

  • Los SO, Weedon GP, North PRJ, Kaduk JD, Taylor CM, Cox PM (2006) An observation-based estimate of the strength of rainfall–vegetation interactions in the Sahel. Geophys Res Lett. doi:10.1029/2006GL027065

    Google Scholar 

  • Martiny N, Richard Y, Camberlin P (2005) Interannual persistence effects in vegetation dynamics of semi-arid Africa. Geophys Res Lett. doi:10.1029/2005GL024634

    Google Scholar 

  • Martiny N, Camberlin P, Richard Y, Philippon N (2006) Compared regimes of NDVI and rainfall in semi-arid regions of Africa. Int J Remote Sens 27(23):5201–5223

    Article  Google Scholar 

  • Martiny N, Philippon N, Richard Y, Camberlin P, Reason C (2009) Predictability of NDVI in semi-arid African regions. Theor Appl Climatol 100(3–4):467–484

    Google Scholar 

  • Mayaux P, Bartholomé E, Fritz S, Belward A (2004) A new land-cover map for Africa for the year 2000. J Biogeogr 31(6):861–877

    Article  Google Scholar 

  • Mayaux P, Bartholom´e E, Massart M, Van Cutsem C, Cabral A, Nonguierma A, Diallo O, Pretorius C, Thompson M, Cherlet M, Pekel J-F, Defourny P, Vasconcelos M, Di Gregorio A, Fritz S, De Grandi G, Elvidge C, Vogt P, Belward A (2003) A land cover map of Africa. European commision joint research centre, EUR 20665 EN, Luxembourg, 17 pp

  • Mitchell TD, Jones PD (2005) An improved method of constructing a database of monthly climate observations and associated high-resolution grids. Int J Climatol 25:693–712

    Article  Google Scholar 

  • Myneni RB, Hall FG, Sellers PJ, Marshak AL (1995) The interpretation of spectral vegetation indexes. IEEE T Geosci Remote 33(2):481–486

    Article  Google Scholar 

  • Myneni RB, Nemani RR, Running SW (1997) Estimation of global Leaf Area Index and absorbed PAR using radiative transfer models. IEEE T Geosci Remote 35(6):1380–1393

    Article  Google Scholar 

  • Nicholson SE (2000) Land surface processes and Sahel climate. Rev Geophys 38(1):117–139

    Article  Google Scholar 

  • Nicholson SE, Davenport ML, Malo AR (1990) A comparison of the vegetation response to rainfall in the Sahel and East Africa, using Normalized Difference Vegetation Index from NOAA AVHRR. Climatic Change 17(2–3):209–241

    Article  Google Scholar 

  • Nicholson SE, Some B, Kone B (2000) An analysis of recent rainfall conditions in West Africa, including the rainy season of the 1997 El Nino and the 1998 La Nina years. J Climate 13(14):2628–2640

    Article  Google Scholar 

  • Paeth H (2011) Postprocessing of simulated precipitation for impact studies in West Africa. Part I: model output statistics for monthly data. Clim Dynam 36(7–8):1321–1336

    Article  Google Scholar 

  • Paeth H, Girmes R, Menz G, Hense A (2006) Improving seasonal forecasting in the low latitudes. Mon Weather Rev 134(7):1859–1879

    Article  Google Scholar 

  • Paeth H, Born K, Girmes R, Podzun R, Jacob D (2009) Regional climate change in tropical Africa under greenhouse forcing and land-use changes. J Climate 22:114–132

    Article  Google Scholar 

  • Paeth H, Born K, Podzun R, Jacob D (2005) Regional dynamical downscaling over West Africa: model evaluation and comparison of wet and dry years. Meteorol Z 14(3):349–367

    Article  Google Scholar 

  • Paruelo JM, Lauenroth WK, Burke IC, Sala OE (1999) Grassland precipitation-use efficiency varies across a resource gradient. Ecosystems 2(1):64–68

    Article  Google Scholar 

  • Pielke RA et al (2002) The influence of land-use change and landscape dynamics on the climate system: relevance to climate-change policy beyond the radiative effect of greenhouse gases. Philos Trans Roy Soc London 360A:1705–1719

    Google Scholar 

  • Pinzon J, Brown ME, Tucker CJ (2004) EMD correction of orbital drift artifacts in satellite data stream. In: Huang NE, Shen SSP (eds) Hilbert–Huang transform and its applications. World Scientific, Singapore, pp 167–186

    Google Scholar 

  • Poccard I, Janicot S, Camberlin P (2000) Comparison of rainfall structures between NCEP/NCAR reanlyses and observed data over tropical Africa. Clim Dynam 16(12):897–915

    Article  Google Scholar 

  • Reed BC, Brown JF, Vanderzee D, Loveland TR, Merchant JW, Ohlen DO (1994) Measuring phenological variability from satellite imagery. J Veg Sci 5(5):703–714

    Article  Google Scholar 

  • Roeckner E, Arpe K, Bengtsson L, Christoph M, Claussen M, Dümenil L, Esch M, Giorgetta M, Schlese U, Schulzweida U (1996) The atmospheric general circulation model ECHAM-4: Model description and simulation of present-day climate. Max-Planck-Inst. f. Meteor., Report No. 218, Hamburg.

  • Sankaran M, Hanan NP, Scholes RJ, Ratman J, Augustine DJ, Cade BS, Gignoux J, Higgins SI, Le Roux X, Ludwig F, Ardo J, Banyikwa F, Bronn A, Bucini G, Caylor KK, Coughenour MB, Diouf A, Ekaya W, Feral CJ, February EC, Frost PGH, Hiernaux P, Hrabar H, Metzger KL, Prins HHT, Ringrose S, Sea W, Tews J, Worden J, Zambatis N (2005) Determinants of woody cover in African savannas. Nature 438(8):846–849

    Article  Google Scholar 

  • Schnitzler K-G, Knorr W, Latif M, Bader J, Zeng N (2005) Vegetation feedback on Sahelian rainfall variability in a coupled climate land-vegetation model. Max-Planck Inst. Meteorol. 329, Hamburg

  • Shinoda M (1995) Seasonal phase lag between rainfall and vegetation activity in tropical Africa as revealed by NOAA satellite data. Int J Climatol 15(6):639–656

    Article  Google Scholar 

  • Taylor KE, Stouffer RJ, Meehl GA (2012) An overview of CMIP5 and the experimental design. Bull Am Meteorol Soc 93:485–498

    Article  Google Scholar 

  • Tiedtke M (1989) A comprehensive mass flux scheme for cumulus parameterization in large scale models. Mon Weather Rev 117(8):795–821

    Article  Google Scholar 

  • Townshend JRG, Justice CO (1986) Analysis of the dynamics of African vegetation using the normalized vegetation index. Int J Remote Sens 7(11):1435–1445

    Article  Google Scholar 

  • Tucker CJ, Nicholson SE (1999) Variations in the size of the Sahara desert from 1980 to 1997. Ambio 28(7):587–591

    Google Scholar 

  • Tucker CJ, Pinzon JE, Brown ME, Slayback DA, Pak EW, Mahoney R, Vermote EF, El Saleous N (2005) An extended AVHRR 8-km NDVI dataset compatible with MODIS and SPOT vegetation NDVI data. Int J Remote Sens 26(20):4485–4498

    Article  Google Scholar 

  • Vermote EF, Kaufman YJ (1995) Absolute calibration of AVHRR visible and near-infrared channels using ocean and cloud views. Int J Remote Sens 16(13):2317–2340

    Article  Google Scholar 

  • Von Storch H, Zwiers FW (1999) Statistical analysis in climate research. Cambridge University Press, Cambridge

    Google Scholar 

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Acknowledgments

We thank the NASA GIMMS group for providing the AVHRR NDVI data and the Joint Research Centre of the European Commission for providing the GLC2000 data set. The observational data sets have been kindly provided by the Climatic Research Unit. The regional climate modeling was supported by the Federal German Minister of Education and Research (BMBF) under grant no. 07-GWK-02 and by the Ministry of Science and Research (MWF) of the Federal State of Northrhine-Westfalia under grant no. 223-21200200.

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Correspondence to Heiko Paeth.

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Schmidt, M., Klein, D., Conrad, C. et al. On the relationship between vegetation and climate in tropical and northern Africa. Theor Appl Climatol 115, 341–353 (2014). https://doi.org/10.1007/s00704-013-0900-6

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