A new empirical model of sub-daily rainfall intensity and its application in a rangeland biophysical model
G. W. Fraser A B , J. O. Carter A , G. M. McKeon A and K. A. Day AA Queensland Climate Change Centre of Excellence, Department of Environment and Resource Management, GPO Box 2454, Brisbane, Qld 4001, Australia.
B Corresponding author. Email: grant.fraser@derm.qld.gov.au
The Rangeland Journal 33(1) 37-48 https://doi.org/10.1071/RJ10037
Submitted: 16 July 2010 Accepted: 24 January 2011 Published: 23 March 2011
Journal Compilation © Australian Rangeland Society 2011
Abstract
Sub-daily rainfall intensity has a significant impact on runoff and erosion rates in northern Australian rangelands. However, it has been difficult to include sub-daily rainfall intensity in rangeland biophysical models using historical climate data due to the limited number of pluviograph stations with long-term records. In this paper a new empirical model (‘Temperature I15’ model) was developed to predict the daily maximum 15-min rainfall intensity (I15) using daily minimum and maximum temperature and daily rainfall totals from 12 selected pluviograph stations across Australia. The ‘Temperature I15’ model accounted for 46% (P < 0.01) of the variation in observed daily I15 for an independent validation dataset derived from 67 Australia-wide pluviograph stations and represented both geographical and seasonal variability in I15. The model also accounted for 70% (P < 0.01) of the variation in the observed historical trend in I15 for the full record period (average record period was 37 years) of 73 Australia-wide pluviograph stations.
The ‘Temperature I15’ model was found to be an improvement on a past empirical model of I15 and can be easily implemented in biophysical models by using readily available daily climate data. However, as the ‘Temperature I15’ model only represented 46% of the variation in daily observed I15, the model is best used in simulation studies on ‘timeframes’ in excess of 5 years.
The new ‘Temperature I15’ model was implemented in the runoff equation of the Australia-wide spatial pasture growth model AussieGRASS, which predicts daily water balance and pasture growth for 185 different pasture communities. This resulted in an improved simulation of green cover for 71% of pasture communities but was worse for 25% of communities, with no change for 4% of communities.
Additional keywords: Australian rangelands, climate change, hydrological factors, precipitation intensity, runoff water, soil erosion.
References
Bartley, R., Corfield, J. P., Abbott, B. N., Hawdon, A. A., Wilkinson, S. A., and Nelson, B. (2010). Impacts of improved grazing land management on sediment yields, Part 1: Hillslope processes. Journal of Hydrology 389, 237–248.| Impacts of improved grazing land management on sediment yields, Part 1: Hillslope processes.Crossref | GoogleScholarGoogle Scholar |
Bartley, R., Hawdon, A., Post, D. A., and Roth, C. H. (2007). A sediment budget for a grazed semi-arid catchment in the Burdekin basin, Australia. Geomorphology 87, 302–321.
| A sediment budget for a grazed semi-arid catchment in the Burdekin basin, Australia.Crossref | GoogleScholarGoogle Scholar |
Bristow, K. L., and Campbell, G. S. (1984). On the relationship between incoming solar radiation and daily maximum and minimum temperature. Agricultural and Forest Meteorology 31, 159–166.
| On the relationship between incoming solar radiation and daily maximum and minimum temperature.Crossref | GoogleScholarGoogle Scholar |
Brodie, J., McKergow, L. A., Prosser, I. P., Furnas, M., Hughes, A. O., and Hunter, H. (2003). ‘Sources of sediment and nutrient exports to the Great Barrier Reef World Heritage Area.’ Australian Centre for Tropical Freshwater Research Report No. 03/11. (James Cook University: Townsville.)
Carter, J. O., Flood, N. F., Danaher, T., Hugman, P., Young, R., Duncalfe, F., Barber, D., Flavel, R., Beeston, G., Mlodawski, G., Hart, D., Green, D., Richards, R., Dudgeon, G., Dance, R., Brock, D., and Petty, D. (1996). Development of data rasters for model inputs. In: ‘Development of a National Drought Alert Strategic Information System Vol. 3’. Final Report on QPI 20. pp. 34–41. (Land and Water Resources Research and Development Corporation: Canberra.)
Carter, J. O., Hall, W. B., Brook, K. D., McKeon, G. M., Day, K. A., and Paull, C. J. (2000). Aussie GRASS: Australian Grassland and Rangeland Assessment by Spatial Simulation. In: ‘Applications of Seasonal Climate Forecasting in Agricultural and Natural Ecosystems – The Australian Experience’. (Eds G. Hammer, N. Nicholls and C. Mitchell.) pp. 329–349. (Kluwer Academic Press: Dordrecht.)
Dai, A., Giorgi, F., and Trenberth, K. E. (1999). Observed and model-simulated diurnal cycles of precipitation over the contigous United States. Journal of Geophysical Research 104, 6377–6402.
| Observed and model-simulated diurnal cycles of precipitation over the contigous United States.Crossref | GoogleScholarGoogle Scholar |
DERM and BoM (2011). Silo. Available at: www.longpaddock.qld.gov.au/silo/ (accessed 1 February 2011).
Eltahir, E. A., and Pal, J. S. (1996). Relationship between surface conditions and subsequent rainfall in convective storms. Journal of Geophysical Research 101, 26237–26245.
| Relationship between surface conditions and subsequent rainfall in convective storms.Crossref | GoogleScholarGoogle Scholar |
Fentie, B., Yu, B., Silburn, M. D., and Ciesiolka, C. A. A. (2002). Evaluation of eight different methods to predict hillslope runoff rates for a grazing catchment in Australia. Journal of Hydrology 261, 102–114.
| Evaluation of eight different methods to predict hillslope runoff rates for a grazing catchment in Australia.Crossref | GoogleScholarGoogle Scholar |
Fraser, G. W., and Waters, D. K. (2004). Modelling runoff and erosion processes in central Queensland grazing lands. In: ‘ISCO Conserving Soil and Water for Society: Sharing Solutions. 13th International Soil Conservation Organisation Conference’. Brisbane, July 2004. (Eds S. R. Raine, A. J. W. Biggs, N. W. Menzies, D. M. Freebairn and P. E. Tolmie.) (ASSSI/IECA: Brisbane.)
Freebairn, D. M., and Wockner, G. H. (1986). A study of soil erosion on vertisols of the Eastern Darling Downs, Queensland. I. Effects of surface conditions on soil movement within Contour Bay catchments. Australian Journal of Soil Research 24, 135–158.
| A study of soil erosion on vertisols of the Eastern Darling Downs, Queensland. I. Effects of surface conditions on soil movement within Contour Bay catchments.Crossref | GoogleScholarGoogle Scholar |
Freebairn, D. M., Loch, R. J., and Silburn, D. M. (1996). Soil erosion and soil conservation for vertisols. Developments in Soil Science 24, 303–362.
| Soil erosion and soil conservation for vertisols.Crossref | GoogleScholarGoogle Scholar |
Ive, J. R., Rose, C. W., Wall, B. H., and Torssell, B. W. R. (1976). Estimation and simulation of sheet run-off. Australian Journal of Soil Research 14, 129–138.
| Estimation and simulation of sheet run-off.Crossref | GoogleScholarGoogle Scholar |
Jeffrey, S. J., Carter, J. O., Moodie, K. B., and Beswick, A. R. (2001). Using spatial interpolation to construct a comprehensive archive of Australian climate data. Environmental Modelling & Software 16, 309–330.
| Using spatial interpolation to construct a comprehensive archive of Australian climate data.Crossref | GoogleScholarGoogle Scholar |
Lenderink, G., and Van Meijgaard, E. (2008). Increase in hourly precipitation extremes beyond expectations from temperature changes. Nature Geoscience 1, 511–514.
| Increase in hourly precipitation extremes beyond expectations from temperature changes.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1cXptFOqt7w%3D&md5=dfb3bcf62574277581160816fc3fd19fCAS |
Lenderink, G., and Van Meijgaard, E. (2010). Linking increases in hourly precipitation extremes to atmospheric temperature and moisture changes. Environmental Research Letters 5, 025208.
| Linking increases in hourly precipitation extremes to atmospheric temperature and moisture changes.Crossref | GoogleScholarGoogle Scholar |
Leslie, L. M., Karoly, D. J., Leplastrier, M., and Buckley, B. W. (2007). Variability of tropical cyclones over the southwest Pacific Ocean using a high-resolution climate model. Meteorology and Atmospheric Physics 97, 171–180.
| Variability of tropical cyclones over the southwest Pacific Ocean using a high-resolution climate model.Crossref | GoogleScholarGoogle Scholar |
Littleboy, M., and McKeon, G. (1997). Subroutine GRASP: Grass Production Model, Documentation of the Marcoola Version of Subroutine GRASP. Appendix 2. In: ‘Evaluating the Risks of Pasture and Land Degradation in Native Pasture in Queensland’. Final Project Report for Rural Industries and Research Development Corporation project DAQ124A. (Queensland Department of Natural Resources: Brisbane.)
Lough, J. M. (2008). Shifting climate zones for Australia’s tropical marine ecosystems. Geophysical Research Letters 35, L14708.
| Shifting climate zones for Australia’s tropical marine ecosystems.Crossref | GoogleScholarGoogle Scholar |
McIntosh, P., Ash, A., and Stafford Smith, M. (2005). From oceans to farms: using sea-surface temperatures in agricultural management. Journal of Climate 18, 4287–4302.
| From oceans to farms: using sea-surface temperatures in agricultural management.Crossref | GoogleScholarGoogle Scholar |
McKeon, G. M., Ash, A. J., Hall, W. B., and Stafford Smith, M. (2000). Simulation of grazing strategies for beef production in north-east Queensland. In: ‘Applications of Seasonal Climate Forecasting in Agricultural and Natural Ecosystems – the Australian Experience’. (Eds G. Hammer, N. Nicholls and C. Mitchell.) pp. 227–252. (Kluwer Academic Press: Dordrecht.)
McKeon, G. M., Hall, W. B., Henry, B. K., Stone, G. S., and Watson, I. W. (2004). ‘Pasture Degradation and Recovery in Australia’s Rangelands: Learning from History.’ (Queensland Department of Natural Resources, Mines and Energy: Brisbane.)
McKeon, G. M., Stone, G. S., Syktus, J. L., Carter, J. O., Flood, N. R., Ahrens, D. G., Bruget, D. N., Chilcott, C. R., Cobon, D. H., Cowley, R. A., Crimp, S. J., Fraser, G. W., Howden, S. M., Johnston, P. W., Ryan, J. G., Stokes, C. J., and Day, K. A. (2009). Climate change impacts on northern Australian rangeland livestock carrying capacity: a review of issues. The Rangeland Journal 31, 1–29.
McKergow, L. A., Prosser, I. P., Hughes, A. O., and Brodie, J. (2005). Sources of sediment to the Great Barrier Reef World Heritage Area. Marine Pollution Bulletin 51, 200–211.
| Sources of sediment to the Great Barrier Reef World Heritage Area.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2MXitF2gtLk%3D&md5=02b62eff03933d4245bb2ec6bb259ec5CAS | 15757721PubMed |
Miles, R. L. (1993). Soil degradation processes in a semi arid woodland. PhD Thesis, Griffith University, Brisbane, Australia.
O’Reagain, P. J., Brodie, J., Fraser, G., Bushell, J. J., Holloway, C. H., Faithful, J. W., and Haynes, D. (2005). Nutrient loss and water quality under extensive grazing in the upper Burdekin river catchment, North Queensland. Marine Pollution Bulletin 51, 37–50.
| Nutrient loss and water quality under extensive grazing in the upper Burdekin river catchment, North Queensland.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD2MXitF2guro%3D&md5=db599a4ee114edb0ade6b479ebb4caf4CAS | 15757706PubMed |
Packett, R., Dougall, C., Rhode, K., and Noble, R. (2009). Agricultural lands are hot-spots for annual runoff polluting the southern Great Barrier Reef Lagoon. Marine Pollution Bulletin 58, 976–986.
| Agricultural lands are hot-spots for annual runoff polluting the southern Great Barrier Reef Lagoon.Crossref | GoogleScholarGoogle Scholar | 1:CAS:528:DC%2BD1MXnvVWmu7o%3D&md5=c302b446279f9af1599c8539ce73e500CAS | 19303607PubMed |
Pilgrim, D. H. (1987). ‘Australian rainfall and runoff – a guide to flood estimation.’ (Institution of Engineers, Australia: Barton.)
Pringle, H. J. R., and Tinley, K. L. (2003). Are we overlooking critical geomorphic determinants of landscape change in Australian rangelands? Ecological Management & Restoration 4, 180–186.
| Are we overlooking critical geomorphic determinants of landscape change in Australian rangelands?Crossref | GoogleScholarGoogle Scholar |
Pringle, H. J. R., Watson, I. W., and Tinley, K. L. (2006). Landscape improvement, or ongoing degradation: reconciling apparent contradictions from the arid rangelands of Western Australia. Landscape Ecology 21, 1267–1279.
| Landscape improvement, or ongoing degradation: reconciling apparent contradictions from the arid rangelands of Western Australia.Crossref | GoogleScholarGoogle Scholar |
Rayner, D. P., Moodie, K. B., Beswick, A. R., Clarkson, N. M., and Hutchinson, R. L. (2004). ‘New Australian Daily Historical Climate Surfaces using CLIMARC.’ (Queensland Department of Natural Resources, Mines and Energy: Brisbane.)
Rickert, K. G., Stuth, J. W., and McKeon, G. M. (2000). Modelling pasture and animal production. In: ‘Field and Laboratory Methods for Grassland and Animal Production Research’. (Eds L. ‘t Mannetje and R. M. Jones.) pp. 29–66. (CABI Publishing: New York.)
Rogers, L. G., Cannon, M. G., and Barry, E. V. (1999). ‘Land Resources of the Dalrymple Shire.’ (Queensland Department of Natural Resources: Brisbane.)
Scanlan, J. C., Pressland, A. J., and Myles, D. J. (1996). Runoff and soil movement on mid-slopes in north–east Queensland grazed woodlands. The Rangeland Journal 18, 33–46.
| Runoff and soil movement on mid-slopes in north–east Queensland grazed woodlands.Crossref | GoogleScholarGoogle Scholar |
Silburn, D. M., Carroll, C., Ciesiolka, C. A. A., deVoil, R. C., and Burger, P. (2011). Hillslope runoff and erosion on duplex soils in grazing lands in semi-arid Central Queensland I. Influences of cover, slope and soil. Australian Journal of Soil Research 49, .
Tothill, J. C., and Gillies, C. (1992). ‘The Pasture Lands of Northern Australia: Their Condition, Productivity and Sustainability.’ Occasional Publ. No. 5. (Tropical Grasslands Society of Australia: Brisbane.)
Viney, N. R., and Bates, B. C. (2004). It never rains on Sunday: the prevalence and implications of untagged multi-day rainfall accumulations in the Australian high quality data set. International Journal of Climatology 24, 1171–1192.
| It never rains on Sunday: the prevalence and implications of untagged multi-day rainfall accumulations in the Australian high quality data set.Crossref | GoogleScholarGoogle Scholar |
Waters, D. K. (2004). Grazing management implications on runoff and erosion processes in semi-arid Central Queensland. In: ‘Conserving Soil and Water for Society: Sharing Solutions. 13th International Soil Conservation Organisation Conference’. Brisbane, July 2004. (Eds S. R. Raine, A. J. W. Biggs, N. W. Menzies, D. M. Freebairn and P. E. Tolmie.) (ASSSI/IECA: Brisbane.)
Yu, B. (2005). Adjustment of CLIGEN parameters to generate precipitation change scenarios in southeastern Australia. Catena 61, 196–209.
| Adjustment of CLIGEN parameters to generate precipitation change scenarios in southeastern Australia.Crossref | GoogleScholarGoogle Scholar |