Identification of environmental anomaly hot spots in West Africa from time series of NDVI and rainfall

Abstract Studies of the impact of human activity on vegetation dynamics of the Sahelian belt of Africa have been recently re-invigorated by new scientific findings that highlighted the primary role of climate in the drought crises of the 1970s–1980s. Time series of satellite observations revealed a re-greening of the Sahelian belt that indicates no noteworthy human effect on vegetation dynamics at sub continental scale from the 1980s to late 1990s. However, several regional/local crises related to natural resources occurred in the last decades despite the re-greening thus underlying that more detailed studies are needed. In this study we used time-series (1998–2010) of SPOT–VGT NDVI and FEWS–RFE rainfall estimates to analyse vegetation – rainfall correlation and to map areas of local environmental anomalies where significant vegetation variations (increase/decrease) are not fully explained by seasonal changes of rainfall. Some of these anomalous zones (hot spots) were further analysed with higher resolution images Landsat TM/ETM+ to evaluate the reliability of the identified anomalous behaviour and to provide an interpretation of some example hot spots. The frequency distribution of the hot spots among the land cover classes of the GlobCover map shows that increase in vegetation greenness is mainly located in the more humid southern part and close to inland water bodies where it is likely to be related to the expansion/intensification of irrigated agricultural activities. On the contrary, a decrease in vegetation greenness occurs mainly in the northern part (12°–15°N) in correspondence with herbaceous vegetation covers where pastoral and cropping practices are often critical due to low and very unpredictable rainfall. The results of this study show that even if a general positive re-greening due to increased rainfall is evident for the entire Sahel, some local anomalous hot spots exist and can be explained by human factors such as population growth whose level reaches the ecosystem carrying capacity as well as population displacement leading to vegetation recovery.

[1]  Sharon E. Nicholson,et al.  A conceptual model for understanding rainfall variability in the West African Sahel on interannual and interdecadal timescales , 2001 .

[2]  G. Powell,et al.  Terrestrial Ecoregions of the World: A New Map of Life on Earth , 2001 .

[3]  Michel M. Verstraete,et al.  A climate model-based review of drought in the Sahel: Desertification, the re-greening and climate change , 2008 .

[4]  Rasmus Fensholt,et al.  Water availability as the driver of vegetation dynamics in the African Sahel from 1982 to 2007 , 2011 .

[5]  Rasmus Fensholt,et al.  Analysis of trends in the Sahelian `rain-use efficiency' using GIMMS NDVI, RFE and GPCP rainfall data , 2011 .

[6]  C. Tucker,et al.  Recent trends in vegetation dynamics in the African Sahel and their relationship to climate , 2005 .

[7]  Geoffrey M. Henebry,et al.  Land surface phenology and temperature variation in the International Geosphere–Biosphere Program high‐latitude transects , 2005 .

[8]  S. de Bruin,et al.  Linear trends in seasonal vegetation time series and the modifiable temporal unit problem , 2012 .

[9]  Simon Richard Proud,et al.  The influence of seasonal rainfall upon Sahel vegetation , 2011 .

[10]  H. Eva,et al.  Monitoring 25 years of land cover change dynamics in Africa: A sample based remote sensing approach , 2009 .

[11]  C. Tucker,et al.  Analysis of Sahelian vegetation dynamics using NOAA-AVHRR NDVI data from 1981–2003 , 2005 .

[12]  M. Boschetti,et al.  Land-use and land-cover change detection in a semi-arid area of Niger using multi-temporal analysis of Landsat images , 2013 .

[13]  Eva Maria Haas Temporary Water Bodies as Ecological Indicators in West African Drylands , 2010 .

[14]  R. Fensholt,et al.  Evaluation of satellite based primary production modelling in the semi-arid Sahel , 2006 .

[15]  E. Schlecht,et al.  A spatio-temporal analysis of forage availability and grazing and excretion behaviour of herded and free grazing cattle, sheep and goats in Western Niger , 2006 .

[16]  H. N. le Houerou,et al.  The rangelands of the Sahel. , 2006 .

[17]  F. Ibrahim Anthropogenic causes of desertification in Western Sudan , 1978 .

[18]  J. Leonard,et al.  The Vegetation of Africa , 1984 .

[19]  Combal Bruno,et al.  The NARMA-Geoland2 E-Station: An Earth Observation Based Decision Support System Tool for Real Time Environmental Monitoring in Africa , 2010 .

[20]  Jonas Ardö,et al.  Disentangling the effects of climate and people on Sahel vegetation dynamics , 2008 .

[21]  C. Twala An Analysis of Attempts by the United Nations High Commissioner for Refugees (UNHCR) in Solving Immigrants and Refugees Problem in the SADC Region: A Case of South Africa , 2013 .

[22]  Compton J. Tucker,et al.  VARIATIONS IN THE SIZE OF THE SAHARA DESERT FROM 1980 TO 1997 , 1999 .

[23]  A. T. Grove THE ANCIENT ERG OF HAUSALAND, AND SIMILAR FORMATIONS ON THE SOUTH SIDE OF THE SAHARA , 1958 .

[24]  P. Ozer,et al.  Fifty years of landscape evolution in Southwestern Mauritania by means of aerial photos , 2008 .

[25]  R. Saravanan,et al.  Oceanic Forcing of Sahel Rainfall on Interannual to Interdecadal Time Scales , 2003, Science.

[26]  Lars Eklundh,et al.  Estimating relations between AVHRR NDVI and rainfall in East Africa at 10-day and monthly time scales , 1998 .

[27]  Benjamin W. Heumann,et al.  AVHRR Derived Phenological Change in the Sahel and Soudan, Africa, 1982 - 2005 , 2007 .

[28]  Dorian S. Abbot,et al.  Seasonal and interannual variability of North American isoprene emissions as determined by formaldehyde column measurements from space , 2003 .

[29]  C. Tucker,et al.  Desertification, Drought, and Surface Vegetation: An Example from the West African Sahel , 1998 .

[30]  Christelle Vancutsem,et al.  GlobCover: ESA service for global land cover from MERIS , 2007, 2007 IEEE International Geoscience and Remote Sensing Symposium.

[31]  G. E. Wickens,et al.  Has the Sahel a future , 1997 .

[32]  Navin Ramankutty,et al.  Croplands in West Africa: A Geographically Explicit Dataset for Use in Models , 2004 .

[33]  G. Henebry,et al.  A land surface phenology assessment of the northern polar regions using MODIS reflectance time series , 2010 .

[34]  D. W. Goodall,et al.  Hot deserts and arid shrublands, A. , 1987 .

[35]  F. E. Egler Ecosystems of the World , 1960 .

[36]  Compton J. Tucker,et al.  Satellite remote sensing of total herbaceous biomass production in the Senegalese Sahel - 1980-1984 , 1985 .

[37]  Alfredo Huete,et al.  A 20-year study of NDVI variability over the Northeast Region of Brazil , 2006 .

[38]  Carlo Ricotta,et al.  Mapping and monitoring net primary productivity with AVHRR NDVI time-series: statistical equivalence of cumulative vegetation indices , 1999 .

[39]  A. Getis The Analysis of Spatial Association by Use of Distance Statistics , 2010 .

[40]  S. Bruin,et al.  Analysis of monotonic greening and browning trends from global NDVI time-series , 2011 .

[41]  Nadine Gobron,et al.  Advanced vegetation indices optimized for up-coming sensors: Design, performance, and applications , 2000, IEEE Trans. Geosci. Remote. Sens..

[42]  J. Ardö,et al.  A recent greening of the Sahel—trends, patterns and potential causes , 2005 .

[43]  David S. G. Thomas,et al.  World atlas of desertification. , 1994 .

[44]  M. Gilabert,et al.  Vegetation dynamics from NDVI time series analysis using the wavelet transform , 2009 .

[45]  Lars Eklundh,et al.  Vegetation index trends for the African Sahel 1982–1999 , 2003 .

[46]  Fabio Maselli,et al.  Analysis of NDVI trends and their climatic origin in the Sahel 1986–2000 , 2008 .

[47]  C. Woodcock,et al.  Classification and Change Detection Using Landsat TM Data: When and How to Correct Atmospheric Effects? , 2001 .

[48]  D. W. Goodall,et al.  The Sahel zone north of the Equator , 1986 .

[49]  M. Schaepman,et al.  Proxy global assessment of land degradation , 2008 .

[50]  S. Prince Satellite remote sensing of primary production: comparison of results for Sahelian grasslands 1981-1988 , 1991 .

[51]  W. G. Matlock,et al.  Desertification of Arid Lands , 1977 .

[52]  William M. Adams,et al.  Farmer adaptation, change and ‘crisis’ in the Sahel , 2001 .

[53]  S. Tweed,et al.  Thermal remote sensing of water under flooded vegetation: New observations of inundation patterns for the ‘Small’ Lake Chad , 2011 .

[54]  Christian Töttrup,et al.  Regional desertification: A global synthesis , 2008 .

[55]  P. Sen Estimates of the Regression Coefficient Based on Kendall's Tau , 1968 .