Free Standard AU & NZ Shipping For All Book Orders Over $80!
Register      Login
Crop and Pasture Science Crop and Pasture Science Society
Plant sciences, sustainable farming systems and food quality
RESEARCH ARTICLE

Simulating lupin development, growth, and yield in a Mediterranean environment

Imma Farré A B E , Michael J. Robertson C , Senthold Asseng A , Robert J. French D and Miles Dracup B
+ Author Affiliations
- Author Affiliations

A CSIRO Plant Industry, Private Bag No 5, Wembley, WA 6913, Australia.

B Department of Agriculture Western Australia, Locked Bag 4, Bentley, WA 6983, Australia.

C CSIRO Sustainable Ecosystems, Agricultural Production Systems Research Unit, Queensland Biosciences Precinct, 306 Carmody Rd, St Lucia, Qld 4067, Australia.

D Department of Agriculture Western Australia, PO Box 432, Merredin, WA 6415, Australia.

E Corresponding author; email: ifarre@agric.wa.gov.au

Australian Journal of Agricultural Research 55(8) 863-877 https://doi.org/10.1071/AR04027
Submitted: 5 February 2004  Accepted: 4 July 2004   Published: 31 August 2004

Abstract

Simulation of narrow-leafed lupin (Lupinus angustifolius L.) production would be a useful tool for assessing agronomic and management options for the crop. This paper reports on the development and testing of a model of lupin development and growth, designed for use in the cropping systems simulator, APSIM (Agricultural Production Systems Simulator). Parameters describing leaf area expansion, phenology, radiation interception, biomass accumulation and partitioning, water use, and nitrogen accumulation were obtained from the literature or derived from field experiments. The model was developed and tested using data from experiments including different locations, cultivars, sowing dates, soil types, and water supplies. Flowering dates ranged from 71 to 109 days after sowing and were predicted by the model with a root mean square deviation (RMSD) of 4–5 days. Observed grain yields ranged from 0.5 to 2.7 t/ha and were simulated by the model with a RMSD of 0.5 t/ha. Simulation of a waterlogging effect on photosynthesis improved the model performance for leaf area index (LAI), biomass, and yield. The effect of variable rainfall in Western Australia and sowing date on yield was analysed using the model and historical weather data. Yield reductions were found with delay in sowing, particularly in water-limited environments. The model can be used for assessing some agronomic and management options and quantifying potential yields for specific locations, soil types, and sowing dates in Western Australia.

Additional keywords: Lupinus angustifolius, APSIM-Lupin, model performance, crop development, flowering date, biomass.


Acknowledgments

We thank Drs P. G. Gregory, P. Ward, G. C. Anderson and I. R. P. Fillery for providing access to unpublished data, and N. C. Turner and B. Bowden for valuable comments on the manuscript. We also thank the Department of Agriculture, Western Australia, for access to their weather station data. The research was supported by the Grains Research and Development Corporation.


References


ABARE (2003). ‘Australian commodity statistics 2002.’ (Australian Bureau of Agricultural and Resources Economics: Canberra, ACT)

Anderson GC, Fillery IRP, Dolling PJ, Asseng S (1998a) Nitrogen and water flows under pasture-wheat and lupin-wheat rotations in deep sands in Western Australia. 1. Nitrogen fixation in legumes, net N mineralisation, and utilisation of soil-derived nitrogen. Australian Journal of Agricultural Research 49, 329–343.
Crossref |
open url image1

Anderson GC, Fillery IRP, Dunin FX, Dolling PJ, Asseng S (1998b) Nitrogen and water flows under pasture–wheat and lupin–wheat rotations in deep sands in Western Australia. 2. Drainage and nitrate leaching. Australian Journal of Agricultural Research 49, 345–361.
Crossref |
open url image1

Armstrong EL, Heenan DP, Pate JS, Unkovich MJ (1997) Nitrogen benefits of lupins, field pea, and chickpea to wheat production in south-eastern Australia. Australian Journal of Agricultural Research 48, 39–48.
Crossref |
open url image1

Asseng S, Keating BA, Fillery IRP, Gregory PJ, Bowden JW, Turner NC, Palta JA, Abrecht DG (1998) Performance of the APSIM-wheat model in Western Australia. Field Crops Research 57, 163–179.
Crossref | GoogleScholarGoogle Scholar | open url image1

Asseng S, Fillery IRP, Dunin FX, Keating BA, Meinke H (2001a) Potential deep drainage under wheat crops in a Mediterranean climate. I. Temporal and spatial variability. Australian Journal of Agricultural Research 52, 45–56.
Crossref | GoogleScholarGoogle Scholar | open url image1

Asseng S, Turner NC, Keating BA (2001b) Analysis of water- and nitrogen-use efficiency of wheat in a Mediterranean climate. Plant and Soil 233, 127–143.
Crossref | GoogleScholarGoogle Scholar | open url image1

Carberry PS (1996) Assessing the opportunity for increased production of grain legumes in the farming system. Final Report to Grains Research and Development Corporation, Project CSC9 33.

Carberry PS, Muchow RC, Williams R, Sturtz JD, McCown RL (1992) A simulation model of kenaf for assisting fibre industry planning in northern Australia. I. General introduction and phenological model. Australian Journal of Agricultural Research 43, 1501–1513.
Crossref |
open url image1

Carberry PS, Ranganathan R, Reddy LJ, Chauhan YS, Robertson MJ (2001) Predicting growth and development of pigeonpea: flowering response to photoperiod. Field Crops Research 69, 151–162.
Crossref | GoogleScholarGoogle Scholar | open url image1

Dardanelli JL, Bachmeier OA, Sereno R, Gil R (1997) Rooting depth and soil water extraction patterns of different crops in a silty loam Haplustoll. Field Crops Research 54, 29–38.
Crossref | GoogleScholarGoogle Scholar | open url image1

Davies CL, Turner DW, Dracup M (2000) Yellow lupin (Lupinus luteus) tolerates waterlogging better than narrow-leafed lupin (L. angustifolius). III. Comparison under field conditions. Australian Journal of Agricultural Research 51, 721–727.
Crossref | GoogleScholarGoogle Scholar | open url image1

Dracup M, Belford RK, Gregory PJ (1992) Constraints to root growth of wheat and lupin crops in duplex soils. Australian Journal of Experimental Agriculture 32, 947–961. open url image1

Dracup M, Davies C, Tapscott H (1993) Temperature and water requirements for germination and emergence of lupin. Australian Journal of Experimental Agriculture 33, 759–766. open url image1

Dracup M, Kirby EJM (1993) Patterns of growth and development of leaves and internodes of narrow-leafed lupin. Field Crops Research 34, 209–225.
Crossref | GoogleScholarGoogle Scholar | open url image1

Dracup, M ,  and  Kirby, EJM (1996a). ‘Lupin: development guide.’ a. (University of Western Australia Press: Nedlands, W. Aust.)

Dracup M, Kirby EJM (1996b) Pod and seed growth and development of narrow-leafed lupin in a water limited Mediterranean-type environment. Field Crops Research 48, 209–222.
Crossref | GoogleScholarGoogle Scholar | open url image1

Dracup M, Reader MA, Palta JA (1998a) Variation in yield of narrow-leafed lupin caused by terminal drought. Australian Journal of Agricultural Research 49, 799–810.
Crossref |
open url image1

Dracup M, Turner NC, Tang C, Reader M, Palta J (1998) Responses to abiotic stresses. ‘Lupins as crop plants: biology, production and utilization’. (Eds JS Gladstones, CA Atkins, J Hamblin) pp. 227–262. (CAB International: Wallingford, UK)

Eastham J, Gregory PJ (2000) Deriving empirical models of evaporation from soil beneath crops in a Mediterranean climate using microlysimetry. Australian Journal of Agricultural Research 51, 1017–1022.
Crossref | GoogleScholarGoogle Scholar | open url image1

Eastham J, Gregory PJ, Williamson DR, Watson GD (1999) The influence of early sowing of wheat and lupin crops on evapotranspiration and evaporation from the soil surface in a Mediterranean climate. Agricultural Water Management 42, 205–218.
Crossref | GoogleScholarGoogle Scholar | open url image1

Farré I, Robertson MJ, Walton GH, Asseng S (2002) Simulating phenology and yield response of canola to sowing date in Western Australia using the APSIM model. Australian Journal of Agricultural Research 53, 1155–1164.
Crossref | GoogleScholarGoogle Scholar | open url image1

Fernández EJ, López-Bellido L, Fuentes M, Fernández J (1996) LUPINMOD: A simulation model for the white lupin crop. Agricultural Systems 52, 57–82.
Crossref | GoogleScholarGoogle Scholar | open url image1

French RJ, Schultz JE (1984) Water use efficiency of wheat in a Mediterranean-type environment. I. The relation between yield, water use and climate. Australian Journal of Agricultural Research 35, 743–764.
Crossref |
open url image1

French RJ, Turner NC (1991) Water deficits change dry matter partitioning and seed yield in narrow-leafed lupins (Lupinus angustifolius L.) Australian Journal of Agricultural Research 42, 471–484.
Crossref |
open url image1

Gregory PJ (1998) Alternative crops for duplex soils: Growth and water use of some cereal, legume, and oilseed crops, and pastures. Australian Journal of Agricultural Research 49, 21–32.
Crossref |
open url image1

Gregory PJ, Eastham J (1996) Growth of shoots and roots, and interception of radiation by wheat and lupin crops on a shallow, duplex soil in response to time of sowing. Australian Journal of Agricultural Research 47, 427–447.
Crossref |
open url image1

Hamblin A, Tennant D (1987) Root length density and water uptake in cereals and grain legumes: How well are they correlated? Australian Journal of Agricultural Research 38, 513–527.
Crossref |
open url image1

Hamblin AP, Hamblin J (1985) Root characteristics of some temperate legume species and varieties on deep, free-draining Entisols. Australian Journal of Agricultural Research 36, 63–72.
Crossref |
open url image1

Hocking PJ, Pate JS (1977) Mobilization of minerals to developing seeds of legumes. Annals of Botany 41, 1259–1278. open url image1

Isbell, RF (1996). ‘The Australian Soil Classification. Australian soil and land survey handbook.’ (CSIRO Publishing: Collingwood, Vic.)

Jones, CA ,  and  Kiniry, JR (1986). ‘CERES-Maize: a simulation model of maize growth and development.’ (Texas A&M University Press: College Station, TX)

Julier B, Huyghe C (1993) Description and model of the architecture of four genotypes of determinate autumn-sown white lupin (Lupinus albus L.) as influenced by location, sowing date and density. Annals of Botany 72, 493–501.
Crossref | GoogleScholarGoogle Scholar | open url image1

Keating BA, Carberry PS, Hammer GL, Probert ME, Robertson MJ , et al. (2003) An overview of APSIM, a model designed for farming systems simulation. European Journal of Agronomy 18, 267–288.
Crossref | GoogleScholarGoogle Scholar | open url image1

Littleboy M, Silburn DM, Freebairn DM, Woodruff DR, Hammer GL, Leslie JK (1992) Impact of soil erosion on production in cropping systems. I. Development and validation of a simulation model. Australian Journal of Soil Research 30, 757–774. open url image1

NAG (1983). ‘The Nag Fortran PC50 library handbook, Release 1.’ (The Numerical Algorithms Group: Oxford, UK)

Otter-Nacke, S , Godwin, DC ,  and  Ritchie, JT (1986). (Testing and validating the CERES-Wheat model in diverse environments. AGRISTARS YM-15–00407, JSC 20244. (USDA-ARS Temple, TX; IFDC:: Muscle Shoals, AL)

Penning de Vries FWT, Brunsting AHM, Van Laar HH (1974) Products, requirements and efficiency of biosynthesis: a quantitative approach. Journal of Theoretical Biology 45, 339–377.
PubMed |
open url image1

Perry MW (1987) Water use efficiency of non-irrigated field crops. ‘Proceedings of the 4th Australian Agronomy Conference. Agronomy 1987 — Responding to Change’. . (Australian Society of Agronomy: Parkville, Vic.)


Perry MW, Dracup M, Nelson P, Jarvis R, Rowland I, French RJ (1998) Agronomy and farming systems. ‘Lupins as crop plants: biology, production and utilization’. (Eds JS Gladstones, CA Atkins, J Hamblin) pp. 291–338. (CAB International: Wallingford, UK)

Probert ME, Dimes JP, Keating BA, Dalal RC, Strong WM (1998) APSIM’s water and nitrogen modules and simulation of the dynamics of water and nitrogen in fallow systems. Agricultural Systems 56, 1–28.
Crossref | GoogleScholarGoogle Scholar | open url image1

Probert ME, Keating BA, Thompson JP, Parton WJ (1995) Modelling water, nitrogen, and crop yield for a long-term fallow management experiment. Australian Journal of Experimental Agriculture 35, 941–950. open url image1

Reader MA, Dracup M, Atkins CA (1997) Transient high temperatures during seed growth in narrow-leafed lupin (Lupinus angustifolius L.). I. High temperatures reduce seed weight. Australian Journal of Agricultural Research 48, 1169–1178.
Crossref |
open url image1

Reader MA, Dracup M, Kirby EJM (1995) Time to flowering in narrow-leafed lupin. Australian Journal of Agricultural Research 46, 1063–1077.
Crossref |
open url image1

Reeves TG, Ellington A, Brooke HD (1984) Effects of lupin–wheat rotations on soil fertility, crop disease and crop yields. Australian Journal of Experimental Agriculture and Animal Husbandry 24, 595–600. open url image1

Robertson MJ, Carberry PS, Huth NI, Turpin JE, Probert ME, Poulton PL, Bell M, Wright GC, Yeates SJ, Brinsmead RB (2002a) Simulation of growth and development of diverse legume species in APSIM. Australian Journal of Agricultural Research 53, 429–446.
Crossref | GoogleScholarGoogle Scholar | open url image1

Robertson MJ, Watkinson AR, Kirkegaard JA, Holland JF, Potter TD , et al . (2002b) Environmental and genotypic control of time to flowering in canola and Indian mustard. Australian Journal of Agricultural Research 53, 793–809.
Crossref | GoogleScholarGoogle Scholar | open url image1

Siddique KHM, Regan KL, Tennant D, Thomson BD (2001) Water use and water use efficiency of cool season grain legumes in low rainfall Mediterranean-type environments. European Journal of Agronomy 15, 267–280.
Crossref | GoogleScholarGoogle Scholar | open url image1

Siddique KHM, Sykes J (1997) Pulse production in Australia past, present and future. Australian Journal of Experimental Agriculture 37, 103–111.
Crossref |
open url image1

Sinclair TR, Muchow RC (1999) Radiation use efficiency. Advances in Agronomy 65, 215–265. open url image1

Soil Survey Staff (1992). ‘Keys to soil taxonomy.’ (Pocahontas Press, Inc.: Blacksburg, VA)

Thomson BD, Siddique KHM (1997) Grain legume species in low rainfall Mediterranean-type environments. II. Canopy development, radiation interception, and dry-matter production. Field Crops Research 54, 189–199.
Crossref | GoogleScholarGoogle Scholar | open url image1

Turner NC, Nicolas ME (1987) Drought resistance of wheat for light-textured soils in a Mediterranean climate. ‘Drought tolerance in winter cereals’. (Eds JP Srivastava, E Porceddu, E Acevedo, S Varma) pp. 203–216. (John Wiley and Sons Ltd: New York)

Turpin JE, Robertson MJ, Haire C, Bellotti WD, Moore AD, Rose I (2003) Simulating fababean development, growth, and yield in Australia. Australian Journal of Agricultural Research 54, 39–52.
Crossref | GoogleScholarGoogle Scholar | open url image1

Turpin JE, Robertson MJ, Hillcoat NS, Herridge DF (2002) Fababean (Vicia faba) in Australia's northern grains belt: canopy development, biomass, and nitrogen accumulation and partitioning. Australian Journal of Agricultural Research 53, 227–237.
Crossref | GoogleScholarGoogle Scholar | open url image1