Skip to main content
Log in

Do Grasslands Have a Memory: Modeling Phytomass Production of a Semiarid South African Grassland

  • Published:
Ecosystems Aims and scope Submit manuscript

Abstract

We analyzed data sets on phytomass production, basal cover, and monthly precipitation of a semiarid grassland in South Africa for good, medium, and poor rangeland condition (a) to investigate whether phytomass production per unit of basal cover differed among rangeland conditions, (b) to quantify the time scales of a carryover effect from production in previous months, and (c) to construct predictive models for monthly phytomass. Finally, we applied the best models to a 73-year data set of monthly precipitation data to study the long-term variability of grassland production. Our results showed that mean phytomass production per unit of basal cover did not vary significantly among the rangeland conditions—that is, vegetated patches in degraded grassland have approximately the same production as vegetated patches in grassland in good condition. Consequently, the stark decline in production with increasing degradation is a first-order effect of reduced basal area. Current-year precipitation accounted for 64%, 62%, and 36% of the interannual variation in phytomass production for good, medium, and poor condition, respectively. We found that 61%, 68%, and 33%, respectively, of the unexplained variation is related to a memory index that combines mean monthly temperature and a memory of past precipitations. We found a carryover effect in production from the previous 4 years for grassland in good condition and from the previous 1 or 3S month for grassland in medium and poor condition. The memory effect amplified the response of production to changes in precipitation due to alternation of prolonged periods of dry or wet years/months at the time scale of the memory. The interannual variability in phytomass production per unit basal cover (coefficient of variation [CV] = 0.42–0.50 for our 73-year prediction, CV = 0.57–0.71 for the 19-year data) was greater than the corresponding temporal variability in seasonal rainfall (CV = 0.29).

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.

Figure 1
Figure 2
Figure 3
Figure 4
Figure 5
Figure 6

Similar content being viewed by others

References

  1. JPH Acocks (1953) Veld types of South Africa. 3rd ed. Memoirs of the Botanical Survey of South Africa, No. 28. . .

    Google Scholar 

  2. MR Aguiar OE Sala (1999) ArticleTitlePatch structure, dynamics and implications for the functioning of arid ecosystems. Trends Ecol Evol 14 273–7 Occurrence Handle10.1016/S0169-5347(99)01612-2 Occurrence Handle10370263

    Article  PubMed  Google Scholar 

  3. JE Anderson RS Inouye (2001) ArticleTitleLandscape-scale changes in plant species abundance and biodiversity of a sagebrush steppe over 45 years. Ecol Monogr 71 531–56

    Google Scholar 

  4. TH Arnold BC De Wet (1993) Plants of Southern Africa: names and distribution. Memoirs of the Botanical Survey of South Africa, No. 62. . .

    Google Scholar 

  5. FS Chapin (1991) Effects of multiple environmental stresses on nutrient availability and use. HA Mooney WE Winner EJ Pell (Eds) Responses of plants to multiple stresses. Academic Press San Diego (CA) 67–88

    Google Scholar 

  6. EK Christie (1981) ArticleTitleBiomass and nutrient dynamics in a C4 semi-arid Australian grassland community. J Appl Ecol 18 907–18 Occurrence Handle1:CAS:528:DyaK3sXktVChu7w%3D Occurrence Handle8499477

    CAS  PubMed  Google Scholar 

  7. JE Danckwerts LO Nel (1989) ArticleTitleThe effect of frequency of defoliation on Themeda triandra in the false thornfeld of the Eastern Cape. J Grassland Soc S Afr 6 32–6

    Google Scholar 

  8. Preez CC Du HA Snyman (1993) ArticleTitleOrganic matter content of a soil in a semi-arid climate with three long-standing veld conditions. Afr J Rangeland Forage Sci 10 108–10

    Google Scholar 

  9. JR Ehleringer O Bjorkman (1977) ArticleTitleQuantum yields for CO2 uptake in C3 and C4 plants: dependence on temperature, CO2, and O2 concentrations. Plant Physiol 59 86–90 Occurrence Handle1:CAS:528:DyaE2sXhtFOktLc%3D

    CAS  Google Scholar 

  10. HE Epstein WK Lauenroth IC Burke (1997) ArticleTitleEffects of temperature and soil texture on ANPP in the U.S. Great Plains. Ecology 78 2628–31

    Google Scholar 

  11. L Fahrig (1997) ArticleTitleRelative effects of habitat loss and fragmentation on population extinction. J Wildlife Manag 61 603–10

    Google Scholar 

  12. L Fahrig (2002) ArticleTitleEffect of habitat fragmentation on the extinction threshold: a synthesis. Ecol Appl 12 346–53

    Google Scholar 

  13. RJ Fernández OE Sala RA Golluscio (1991) ArticleTitleWoody and herbaceous aboveground production of a Patagonian steppe. J Range Manage 44 434–7

    Google Scholar 

  14. CH Flather M Bevers (2002) ArticleTitlePatchy reaction-diffusion and population abundance: the relative importance of habitat amount and arrangement. Am Nat 159 40–56 Occurrence Handle10.1086/324120

    Article  Google Scholar 

  15. RP Gibbens RF Beck (1988) ArticleTitleChanges in grass basal area and forb densities over a 64-year period on grassland types of the Jornada Experimental Range. J Range Manage 41 186–92

    Google Scholar 

  16. SN Goward SD Prince (1995) ArticleTitleTransient effects of climate on vegetation dynamics: satellite observations. J Biogeog 22 549–63

    Google Scholar 

  17. CJ Hanson JR Wright S Smoliak (1982) ArticleTitleUse of historic yield data to forecast range herbage production. J Range Manage 35 614–6

    Google Scholar 

  18. MT Hoffman A Ashwell (2001) Nature divided: land degradation in South Africa. UCT Press Cape Town

    Google Scholar 

  19. E Jobbagy OE Sala (2000) ArticleTitleControls of grass and shrub aboveground production in the Patagonian steppe. Ecol Appl 10 541–9 Occurrence Handle1:CAS:528:DC%2BD3MXlsVGisLs%3D Occurrence Handle11451998

    CAS  PubMed  Google Scholar 

  20. EG Jobbagy OE Sala JM Paruelo (2002) ArticleTitlePatterns and controls of primary production in the Patagonian steppe: a remote sensing approach. Ecology 83 307–19

    Google Scholar 

  21. P Kareiva U Wennergren (1995) ArticleTitleConnecting landscape patterns to ecosystem and population processes. Nature 373 299–302 Occurrence Handle10.1038/373299a0 Occurrence Handle1:CAS:528:DyaK2MXjtlygtLc%3D

    Article  CAS  Google Scholar 

  22. AK Knapp MD Smith (2001) ArticleTitleVariation among biomes in temporal dynamics of aboveground primary production. Science 291 481–4 Occurrence Handle1:CAS:528:DC%2BD3MXlslensg%3D%3D Occurrence Handle11161201

    CAS  PubMed  Google Scholar 

  23. WK Lauenroth (1979) Grasslands primary production: North American grasslands in perspective. NR French (Eds) Perspectives in grassland ecology. Ecological Studies. Springer-Verlag New York 3–24

    Google Scholar 

  24. WK Lauenroth OE Sala (1992) ArticleTitleLong-term forage production of North American shortgrass steppe. Ecol Appl 2 397–403

    Google Scholar 

  25. Houèrou HN Le RL Bingham W Skerbek (1988) ArticleTitleRelationship between the variability of primary production and the variability of annual precipitation in world arid lands. J Arid Environ 15 1–18

    Google Scholar 

  26. EB Levy EA Madden (1933) ArticleTitleThe point method of pasture analysis. NZ J Agric 46 267–27

    Google Scholar 

  27. SJ McNaughton (1985) ArticleTitleEcology of a grazing ecosystem: the Serengeti. Ecol Monogr 55 259–94

    Google Scholar 

  28. SJ McNaughton M Oesterheld DA Frank KJ Williams (1989) ArticleTitleEcosystem-level patterns of primary productivity and herbivory in terrestrial habitats. Nature 341 142–4 Occurrence Handle10.1038/341142a0 Occurrence Handle1:STN:280:BiaA1cvos1E%3D Occurrence Handle2779651

    Article  CAS  PubMed  Google Scholar 

  29. SJ McNaughton OE Sala M Oesterheld (1993) Comparative ecology of African and South American arid to subhumid ecosystems. P Goldblatt (Eds) Biological relationships between Africa and South America. Yale University Press New Haven (CT) 548–67

    Google Scholar 

  30. DG Milchunas WK Lauenroth (1993) ArticleTitleQuantitative effects of grazing on vegetation and soils over a global range of environments. Ecol Monogr 63 327–66

    Google Scholar 

  31. HA Mooney (1991) ArticleTitleBiological responses to global change: an agenda for research. Ecol Appl 1 112–7

    Google Scholar 

  32. JWC Mostert (1958) Studies of the vegetation of parts of the Bloemfontein and Brandfort districts. Memoirs of the Botanical Survey of South Africa, No. 31: . . 311–226

    Google Scholar 

  33. IR Noble (1977) ArticleTitleLong-term biomass dynamics in an arid chenopod shrub community at Koonamore, South Australia. Aust J Bot 25 639–53

    Google Scholar 

  34. I Noy Meir (1973) ArticleTitleDesert ecosystems: environment and producers. Annu Rev Ecol Syst 4 25–41 Occurrence Handle10.1146/annurev.es.04.110173.000325

    Article  Google Scholar 

  35. TG O’Connor (1994) ArticleTitleComposition and population responses of an African savanna grassland to rainfall and grazing. J Appl Ecol 31 155–71

    Google Scholar 

  36. TG O’Connor PW Roux (1995) ArticleTitleVegetation changes (1949–71) in a semi-arid, grassy dwarf shrubland in the Karoo, South Africa: influence of rainfall variability and grazing by sheep. J Appl Ecol 32 612–26

    Google Scholar 

  37. TG O’Connor GJ Bredenkamp (1997) Grassland. R Cowling D Richardson S Pierce (Eds) Vegetation of Southern Africa. Cambridge University Press Cambridge (UK) 215–57

    Google Scholar 

  38. TG O’Connor LM Haines HA Snyman (2001) ArticleTitleInfluence of precipitation and species composition on phytomass of a semi-arid African grassland. J Ecol 89 850–61 Occurrence Handle10.1046/j.0022-0477.2001.00605.x

    Article  Google Scholar 

  39. M Oesterheld SJ McNaughton (2000) Herbivory in terrestrial ecosystems. OE Sala RB Jackson HA Mooney R Howarth (Eds) Methods in ecosystem science. Springer-Verlag New York 151–7

    Google Scholar 

  40. M Oesterheld OE Sala SJ McNaughton (1992) ArticleTitleEffect of animal husbandry on herbivore-carrying capacity at a regional scale. Nature 356 234–6 Occurrence Handle1:STN:280:By2B3cvit1w%3D Occurrence Handle1552941

    CAS  PubMed  Google Scholar 

  41. M Oesterheld J Loreti M Semmartin OE Sala (2001) ArticleTitleInter-annual variation in primary production of a semi-arid grassland related to previous-year production. J Veget Sci 12 137–42

    Google Scholar 

  42. JM Paruelo E Jobbagy OE Sala W Lauenroth IC Burke (1998) ArticleTitleFunctional and structural convergence of temperate grassland and shrubland ecosystems. Ecol Appl 8 194–206

    Google Scholar 

  43. JM Paruelo WK Lauenroth IC Burke OE Sala (1999) ArticleTitleGrassland precipitation use efficiency across a resource gradient. Ecosystems 2 64–9 Occurrence Handle10.1007/s100219900058

    Article  Google Scholar 

  44. JM Paruelo M Oesterheld CM Di Bella M Arzadum J Lafontaine M Cahuepe CM Rebella (2000) ArticleTitleA calibration to estimate primary production of subhumid rangelands from remotely sensed data. Appl Veget Sci 3 189–95

    Google Scholar 

  45. Paulsen HA Jr, Ares FN. 1962. Grazing values and management of black-grama and tobosa grasslands and associated shrub ranges of the Southwest. Technical Bulletin No. 1270. Washington (DC): US Department of Agriculture

  46. JF Reynolds RA Virginia PR Kemp AG DeSoyza DC Tremmel (1999) ArticleTitleImpact of simulated drought on resource islands of shrubs in the Chihuahuan desert: effects of species, season, and degree of island development. Ecol Monogr 63 69–106

    Google Scholar 

  47. OE Sala ME Biondini WK Lauenroth (1988b) ArticleTitleBias in estimates of primary production: an analytical solution. Ecol Model 44 43–55 Occurrence Handle10.1016/0304-3800(88)90081-6

    Article  Google Scholar 

  48. OE Sala WJ Parton LA Joyce WK Lauenroth (1988a) ArticleTitlePrimary production of the central grassland region of the United States. Ecology 69 40–5

    Google Scholar 

  49. ER Schulze (1979) Climate of South Africa. Part 8. General Survey. Weather Bureau Pretoria

    Google Scholar 

  50. S Smoliak (1986) ArticleTitleInfluence of climatic conditions on production of Stipa-Bonteloua prairie over a 50-year period. J Range Manag 39 100–3

    Google Scholar 

  51. FA Sneva DN Hyder (1962) ArticleTitleEstimating herbage production on semi-arid ranges in the Intermountain Region. J Range Manage 15 88–93

    Google Scholar 

  52. HA Snyman (1994) ArticleTitleEvapotranspiration, water-use efficiency and quality of six dryland planted pasture species and natural vegetation, in a semi-arid rangeland. Afr J Rangeland Forage Sci 11 82–8

    Google Scholar 

  53. HA Snyman (1998) ArticleTitleDynamics and sustainable utilization of rangeland ecosystems in arid and semi-arid climates of southern Africa. J Arid Environ 39 645–66 Occurrence Handle10.1006/jare.1998.0387

    Article  Google Scholar 

  54. HA Snyman (2000) ArticleTitleSoil-water utilisation and sustainability in a semi-arid grassland. Water SA 26 333–41

    Google Scholar 

  55. HA Snyman HJ Fouché (1991) ArticleTitleProduction and water-use efficiency of semi-arid grasslands of South Africa as affected by veld condition and rainfall. Water SA 17 263–8

    Google Scholar 

  56. HA Snyman HJ Fouché (1993) ArticleTitleEstimating seasonal herbage production of a semi- arid grassland based on veld condition, rainfall and evapotranspiration. Afr J Rangeland Forage Sci 10 124–30

    Google Scholar 

  57. InstitutionalAuthorNameSoil Classification Working Group (1991) Soil classification: a Taxonomic system for South Africa. Department of Agriculture Development Pretoria

    Google Scholar 

  58. B Van den Berg BR Roberts LF Vorster (1975) ArticleTitleThe effect of seasonal grazing on the cover and composition of Cymbopogon-Themeda veld. Proc Grassland Soc S Afr 10 111–7

    Google Scholar 

  59. SR Veron JM Paruelo OE Sala WK Lauenroth (2002) ArticleTitleEnvironmental controls of primary production in the Argentine pampas. Ecosystems 5 625–35

    Google Scholar 

  60. WH Whitford (1995) Desertification: implications and limitations of the ecosystem health metaphor. DJ Rapport CL Gaudet P Calow (Eds) Evaluating and monitoring the health of large-scale ecosystems. Springer-Verlag New York 273–93

    Google Scholar 

Download references

Acknowledgements

Funding provided by the UFZ Center of Environmental Research, Leipzig, Germany, and the Department of Plant and Soil Sciences of the Potchefstroom University for CHE enabled T.W. and K.K. to travel between Germany and South Africa. Funding by the International Bureau of the BMBF (ARG 012/98 ENV) and ANTORCHAS-DAAD enabled T.W. and J.M.P. to travel between Germany and Argentine for cooperative work. Two anonymous reviewers provided critical and thorough comments that markedly improved the content of this manuscript.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Thorsten Wiegand.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Wiegand, T., Snyman, H., Kellner, K. et al. Do Grasslands Have a Memory: Modeling Phytomass Production of a Semiarid South African Grassland . Ecosystems 7, 243–258 (2004). https://doi.org/10.1007/s10021-003-0235-8

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10021-003-0235-8

Keywords

Navigation