Breaks in MODIS time series portend vegetation change: verification using long-term data in an arid grassland ecosystem.

Ecol Appl

USDA-ARS, Jornada Experimental Range, New Mexico State University, P.O. Box 30003, MSC 3JER, Las Cruces, New Mexico, 88003, USA.

Published: July 2017

AI Article Synopsis

  • - The frequency and severity of extreme climate events are expected to rise in the 21st century, creating challenges for predicting how ecosystems will react to these extremes, particularly in water-limited areas with variable rainfall.
  • - A new tool that can differentiate between seasonal and long-term changes in plant biomass is important for land managers to effectively allocate resources and develop strategies to handle extreme weather.
  • - Researchers analyzed long-term data (2000-2013) of plant biomass using MODIS data in southern New Mexico, applying the BFAST model to extract trends and seasonal patterns, finding significant correlations between NDVI breaks and biomass changes at various sites.

Article Abstract

Frequency and severity of extreme climatic events are forecast to increase in the 21st century. Predicting how managed ecosystems may respond to climatic extremes is intensified by uncertainty associated with knowing when, where, and how long effects of extreme events will be manifest in an ecosystem. In water-limited ecosystems with high inter-annual variability in rainfall, it is important to be able to distinguish responses that result from seasonal fluctuations in rainfall from long-term directional increases or decreases in precipitation. A tool that successfully distinguishes seasonal from directional biomass responses would allow land managers to make informed decisions about prioritizing mitigation strategies, allocating human resource monitoring efforts, and mobilizing resources to withstand extreme climatic events. We leveraged long-term observations (2000-2013) of quadrat-level plant biomass at multiple locations across a semiarid landscape in southern New Mexico to verify the use of Normalized Difference Vegetation Index (NDVI) time series derived from 250-m Moderate Resolution Imaging Spectroradiometer (MODIS) data as a proxy for changes in aboveground productivity. This period encompassed years of sustained drought (2000-2003) and record-breaking high rainfall (2006 and 2008) followed by subsequent drought years (2011 through 2013) that resulted in a restructuring of plant community composition in some locations. Our objective was to decompose vegetation patterns derived from MODIS NDVI over this period into contributions from (1) the long-term trend, (2) seasonal cycle, and (3) unexplained variance using the Breaks for Additive Season and Trend (BFAST) model. BFAST breakpoints in NDVI trend and seasonal components were verified with field-estimated biomass at 15 sites that differed in species richness, vegetation cover, and soil properties. We found that 34 of 45 breaks in NDVI trend reflected large changes in mean biomass and 16 of 19 seasonal breaks accompanied changes in the contribution to biomass by perennial and/or annual grasses. The BFAST method using satellite imagery proved useful for detecting previously reported ground-based changes in vegetation in this arid ecosystem. We demonstrate that time series analysis of NDVI data holds potential for monitoring landscape condition in arid ecosystems at the large spatial scales needed to differentiate responses to a changing climate from responses to seasonal variability in rainfall.

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http://dx.doi.org/10.1002/eap.1561DOI Listing

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