Skip to main content
Journal cover image

Persistence and memory timescales in root-zone soil moisture dynamics

Publication ,  Journal Article
Ghannam, K; Nakai, T; Paschalis, A; Oishi, CA; Kotani, A; Igarashi, Y; Kumagai, T; Katul, GG
Published in: Water Resources Research
February 1, 2016

The memory timescale that characterizes root-zone soil moisture remains the dominant measure in seasonal forecasts of land-climate interactions. This memory is a quasi-deterministic timescale associated with the losses (e.g., evapotranspiration) from the soil column and is often interpreted as persistence in soil moisture states. Persistence, however, represents a distribution of time periods where soil moisture resides above or below some prescribed threshold and is therefore inherently probabilistic. Using multiple soil moisture data sets collected at high resolution (subhourly) across different biomes and climates, this paper explores the differences, underlying dynamics, and relative importance of memory and persistence timescales in root-zone soil moisture. A first-order Markov process, commonly used to interpret soil moisture fluctuations derived from climate simulations, is also used as a reference model. Persistence durations of soil moisture below the plant water-stress level (chosen as the threshold), and the temporal spectrum of upcrossings and downcrossings of this threshold, are compared to the memory timescale and spectrum of the full time series, respectively. The results indicate that despite the differences between meteorological drivers, the spectrum of threshold-crossings is similar across sites, and follows a unique relation with that of the full soil moisture series. The distribution of persistence times exhibits an approximate stretched exponential type and reflects a likelihood of exceeding the memory at all sites. However, the rainfall counterpart of these distributions shows that persistence of dry atmospheric periods is less likely at sites with long soil moisture memory. The cluster exponent, a measure of the density of threshold-crossings in a time frame, reveals that the clustering tendency in rainfall events (on-off switches) does not translate directly to clustering in soil moisture. This is particularly the case in climates where rainfall and evapotranspiration are out of phase, resulting in less ordered (more independent) persistence in soil moisture than in rainfall.

Duke Scholars

Altmetric Attention Stats
Dimensions Citation Stats

Published In

Water Resources Research

DOI

EISSN

1944-7973

ISSN

0043-1397

Publication Date

February 1, 2016

Volume

52

Issue

2

Start / End Page

1427 / 1445

Related Subject Headings

  • Environmental Engineering
  • 4011 Environmental engineering
  • 4005 Civil engineering
  • 3707 Hydrology
  • 0907 Environmental Engineering
  • 0905 Civil Engineering
  • 0406 Physical Geography and Environmental Geoscience
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Ghannam, K., Nakai, T., Paschalis, A., Oishi, C. A., Kotani, A., Igarashi, Y., … Katul, G. G. (2016). Persistence and memory timescales in root-zone soil moisture dynamics. Water Resources Research, 52(2), 1427–1445. https://doi.org/10.1002/2015WR017983
Ghannam, K., T. Nakai, A. Paschalis, C. A. Oishi, A. Kotani, Y. Igarashi, T. Kumagai, and G. G. Katul. “Persistence and memory timescales in root-zone soil moisture dynamics.” Water Resources Research 52, no. 2 (February 1, 2016): 1427–45. https://doi.org/10.1002/2015WR017983.
Ghannam K, Nakai T, Paschalis A, Oishi CA, Kotani A, Igarashi Y, et al. Persistence and memory timescales in root-zone soil moisture dynamics. Water Resources Research. 2016 Feb 1;52(2):1427–45.
Ghannam, K., et al. “Persistence and memory timescales in root-zone soil moisture dynamics.” Water Resources Research, vol. 52, no. 2, Feb. 2016, pp. 1427–45. Scopus, doi:10.1002/2015WR017983.
Ghannam K, Nakai T, Paschalis A, Oishi CA, Kotani A, Igarashi Y, Kumagai T, Katul GG. Persistence and memory timescales in root-zone soil moisture dynamics. Water Resources Research. 2016 Feb 1;52(2):1427–1445.
Journal cover image

Published In

Water Resources Research

DOI

EISSN

1944-7973

ISSN

0043-1397

Publication Date

February 1, 2016

Volume

52

Issue

2

Start / End Page

1427 / 1445

Related Subject Headings

  • Environmental Engineering
  • 4011 Environmental engineering
  • 4005 Civil engineering
  • 3707 Hydrology
  • 0907 Environmental Engineering
  • 0905 Civil Engineering
  • 0406 Physical Geography and Environmental Geoscience