Modelling post-emergent hemp phenology (Cannabis sativa L.): Theory and evaluation

European Journal of Agronomy

Volumn 28, Issue 2, 2008, Pages 90-102

  Amaducci, Stefano ^a   Colauzzi, Michele ^b   Bellocchi, Gianni ^b   Venturi, Gianpietro ^c  

^a UNIVERSITÀ CATTOLICA DEL SACRO CUORE   (Italy)

^b ISTITUTO NAZIONALE DELLA NUTRIZIONE   (Italy)

^c UNIVERSITY OF BOLOGNA   (Italy)

Author keywords

Beta function; Hemp (Cannabis sativa L.); Modelling; Phenology; Photoperiod; Short day plant

Indexed keywords

CALIBRATION; CULTIVAR; DATABASE; DAY LENGTH; ECOLOGICAL MODELING; EMERGENCE; EXPERIMENTAL STUDY; FLOWERING; GENOTYPE; HERB; LIFE CYCLE; PHENOLOGY; PHOTOPERIOD; PHYSIOLOGY; SENSITIVITY ANALYSIS;

EURASIA; EUROPE; ITALY; SOUTHERN EUROPE;

CANNABIS; CANNABIS SATIVA;

EID: 36348961880     PISSN: 11610301     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eja.2007.05.006     Document Type: Article

References (63)

1. Amaducci, S., 1998. Analisi dell'accrescimento e dello sviluppo in canapa da fibra (Cannabis sativa L.). Ph.D. Thesis. University of Bologna, Italy.
2. Amaducci S. HEMP-SYS: design, development and up-scaling of a sustainable production system for HEMP textiles-an integrated quality SYStem approach. J. Ind. Hemp 8 (2003) 79-83
3. Amaducci S., Errani M., and Venturi G. Confronto tra genotipi monoici e dioici di canapa. L'Informatore Agrario 26 (1998) 39-42
4. Amaducci S., Errani M., and Venturi G. Response of hemp to plant population and nitrogen fertilisation. Ital. J. Agron. 6 2 (2002) 103-111
5. Amaducci S., Errani M., and Venturi G. Plant population effects on fibre hemp morphology and production. J. Ind. Hemp 7 (2002) 33-60
6. Amaducci S., Muessig J., Zatta A., and Pelatti F. HEMP SYS: design, development and up-scaling of a sustainable production system for HEMP textiles: an integrated quality systems approach. How to affect hemp fibre quality?. Proceedings of the Conference: Textile for Sustainable Development. Port Elizabeth, South Africa, 23-27 October (2005) 533-541
7. Amaducci S., Pelatti F., and Medeghini Bonatti P. Fibre development in hemp (Cannabis sativa L.) as affected by agrotechnique: preliminary results of a microscopic study. J. Ind. Hemp 10 (2005) 31-48
8. Barbieri P. La "prefioritura" della canapa in Campania nell'annata 1952. Agric. Napoletana (1952) 7-9
9. Biewinga E.E., and van der Bijl G. Sustainability of energy crops in Europe. A Methodology Developed and Applied (1996), Centre for Agriculture and Environment, Utrecht, The Netherlands 209 pp.
10. Borthwick H.A., and Scully N.J. Photoperiodic responses of hemp. Bot. Gazette 116 (1954) 14-29
11. Campbell G.S. Soil Physics with BASIC: Transport Models for Soil-plant Systems (1985), Elsevier Science Publishers, New York, The Netherlands 150 pp.
12. Carberry P.S., Muchow R.C., Williams R., Sturtz J.D., and McCown R.L. A simulation model of kenaf for assisting fibre industry planning in Northern Australia. I. General introduction and phenological model. Aust. J. Agric. Res. 43 (1992) 1501-1513
13. Crescini F. Osservazioni e ricerche sperimentali intorno alla prefioritura della canapa. L'Italia Agric. (1930) 10
14. Crescini F. Intorno alla biologia fiorale della canapa (Cannabis sativa L.). Annali di Tecnica Agraria 3 (1930) 166-172
15. Crescini F. Piante erbacee di grande coltura (1951), Reda, Rome, Italy 549 pp.
16. Cromack H.T.H., Bruce D.M., von Drach V., Hague J., Marvin H.J.P., Kessler R.W., Nebel K., Struik P.C., Stutterheim N.C., Venturi G., and Amaducci S. The hemp for Europe-manufacturing and production systems project. Objectives and initial results. In: Dvorak J.E. (Ed). Proceedings of the Symposium on Bioresource Hemp 97. 27 February-2 March, Frankfurt am Main, Germany (1997), Nova-Institut, Huert, Germany 359-371
17. De Meijer E. Fibre hemp cultivars: a survey of origin, ancestry, availability and brief agronomic characteristics. J. Int. Hemp Assoc. 2 (1995) 66-73
18. Dippenaar M.C., du Toit C.L.N., and Botha-Greeff M.S. Response of hemp (Cannabis sativa L) varieties to conditions in Northwest Province. S. Afr. J. Int. Hemp Assoc. 3 (1996) 63-66
19. Ditchfield C., Bredt J., and Warner P. Whither Australian hemp?. In: Dvorak J.E. (Ed). Proceedings of the Symposium on Bioresource Hemp 97. 27 February-2 March, Frankfurt am Main, Germany (1997), Nova-Institut, Huert, Germany 35-45
20. Fila G., Bellocchi G., Donatelli M., and Acutis M. IRENE_DLL: object-oriented library for evaluating numerical estimates. Agron. J. 95 (2003) 1330-1333
21. Garner W.W., and Allard H.A. Effect of the relative length of day and night and other factors of the environment on growth and reproduction of plants. J. Agric. Res. 18 (1920) 553-606
22. Gayler S., Wang E., Priesack E., Schaaf T., and Maidl F.-X. Modeling biomass growth, N-uptake and phonological development of potato crop. Geoderma 105 (2002) 367-383
23. Grimm S.S., Jones J.W., Boote K.J., and Hesketh J.D. Parameter estimation for predicting flowering date of soybean cultivars. Crop Sci. 33 (1993) 137-144
24. Hadley P., Roberts E.H., Summerfield R.J., and Minchin F.R. Effects of temperature and photoperiod on flowering in soyabean [Glycine max (L.) Merril]: a quantitative model. Ann. Bot. 53 (1984) 669-681
25. Helsop-Harrison J., and Helsop-Harrison Y. Studies on flowering plant growth and organogenesis. III. Leaf shape changes associated with flowering and sex differentiation in Cannabis sativa. Proceedings Royal Irish Academy Section B 59 (1958) 257-283
26. Heslop-Harrison J., and Heslop-Harrison Y. Cannabis sativa L. In: Evans L.T. (Ed). The Induction of Flowering. Some Case Studies (1969), MacMillan Co. Pty Ltd., South Melbourne, Australia 205-206
27. Karus M. European hemp industry 2001: cultivation, processing and product lines. J. Ind. Hemp 7 (2002) 95-99
28. Keller A., Leupin M., Mediavilla V., and Wintermantel E. Influence of the growth stage of industrial hemp on chemical and physical properties of the fibres. Ind. Crop. Prod. 13 (2001) 35-48
29. Kim S.H., and Reddy V. Simulating maize development using a nonlinear temperature response model. In: Fischer T., Turner N., Angus J., McIntyre L., Robertson M., Borrell A., and Lloyd D. (Eds). New directions for a diverse planet: Proceedings of the 4th International Crop Science Congress. 26 September-1 October, Brisbane, Australia (CD-ROM) (2004)
30. Lisson S.N., Mendham N.J., and Carberry P.S. Development of a hemp (Cannabis sativa L.) simulation model. 1. General introduction and the effect of temperature on the pre-emergent development of hemp. Aust. J. Exp. Agric. 40 (2000) 405-411
31. Lisson S.N., Mendham N.J., and Carberry P.S. Development of a hemp (Cannabis sativa L.) simulation model. 2. The flowering response of two hemp cultivars to photoperiod. Aust. J. Exp. Agric. 40 (2000) 413-417
32. Lisson S.N., Mendham N.J., and Carberry P.S. Development of a hemp (Cannabis sativa L.) simulation model. 3. The effect of plant density on leaf appearance, expansion and senescence. Aust. J. Exp. Agric. 40 (2000) 419-423
33. Lisson S.N., Mendham N.J., and Carberry P.S. Development of a hemp (Cannabis sativa L.) simulation model. 4. Model description and validation. Aust. J. Exp. Agric. 40 (2000) 425-432
34. Loague K., and Green R.E. Statistical and graphical methods for evaluating solute transport models: overview and application. J. Contam. Hydrol. 7 (1991) 51-73
35. Major D.J. Photoperiod response characteristics controlling flowering of nine crop species. Can. J. Plant Sci. 60 (1980) 777-784
36. McCown R.L., Hammer G.L., Hargreaves J.N.G., Holzworth D.P., and Freebairn D.M. APSIM: a novel software system for model development, model testing and simulation in agricultural systems research. Agric. Syst. 50 (1996) 255-271
37. McPhee H.C. The influence of environment on sex in hemp, Cannabis sativa. J. Agric. Res. 28 (1924) 1067-1080
38. Mediavilla V., Leupin M., and Keller A. Influence of the growth stage of industrial hemp on the yield formation in relation to certain fibre quality traits. Ind. Crop. Prod. 13 (2001) 49-56
39. Meijer W.J.M., van der Werf H.M.G., Mathijssen E.W.J.M., and van den Brink P.W.M. Constraints to dry matter production in fibre hemp (Cannabis sativa L.). Eur. J. Agron. 4 (1995) 109-117
40. Ntare B.R., William J.H., and Nduguru B.J. Effects of seasonal variation in temperature and cultivar on yield and yield determination of irrigated groundnut (Arachis hypogaea) during the dry seasonin the Sahel of West Africa. J. Agric. Sci. 131 (1998) 439-448
41. Olsen J.K., McMahan C.R., and Hammer G.L. Prediction of sweet corn phenology in subtropical environments. Agron. J. 85 (1993) 410-415
42. Ranalli P. Hemp in Italy: a new research project. J. Ind. Hemp 7 (2002) 139-141
43. Roberts E.H., Summerfield R.J., Muehlbauer F.J., and Short R.W. Flowering in lentil (Lens culinaria Medic): the duration of the photoperiodic inductive phase as a function of accumulated day length above the critical photoperiod. Ann. Bot. 58 (1986) 235-248
44. Schaffner J.H. The change of opposite to alternate phyllotaxy and repeated rejuvenations in hemp by means of changed photoperiodicity. Ecology 7 (1926) 315-325
45. Schaffner J.H. Further experiments in repeated rejuvenations in hemp and their bearing on the general problem of sex. Am. J. Bot. 15 (1928) 77-85
46. Schaffner J.H. The functional curve of sex-reversal in staminate hemp plants induced by photoperiodicity. Am. J. Bot. 18 (1931) 424-430
47. Sinclair T.R., Kitani S., Hinson K., Bruniard J., and Horie T. Soybean flowering date: linear and logistic models based on temperature and photoperiod. Crop Sci. 31 (1991) 786-790
48. Soltani A., Hammer G.L., Torabi B., Robertson M.J., and Zeinali E. Modeling chickpea growth and development: phenological development. Field Crops Res. 99 (2006) 1-13
49. Spitters C.J.T., Toussaint H.A.J.M., and Goudriaan J. Separating the diffuse and direct component of global radiation and its implications for modeling canopy photosynthesis. Part I. Components of incoming radiation. Agric. Forest Meteorol. 38 (1986) 217-229
50. Struik P.C., Amaducci S., Bullard M.J., Stutterheim N.C., Venturi G., and Cromack H.T.H. Agronomy of fibre hemp (Cannabis sativa L.). Ind. Crop. Prod. 11 (2000) 107-118
51. Summerfield R.J., and Roberts E.H. Effects of illuminance on flowering in long- and short-day grain legumes: a reappraisal and unifying model. In: Atherton J.G. (Ed). Manipulation of Flowering (1987), Butterworths, London, United Kingdom 203-223
52. Thomas B., and Vince-Prue D. Juvenility, photoperiodism and vernalization. In: Wilkins M.B. (Ed). Advanced Plant Physiology (1984), Pitman, London, United Kingdom 408-439
53. Thornley J.H.M., and Johnson I.R. Plant and Crop Modelling: A Mathematical Approach to Plant and Crop Physiology (1990), The Blackburn Press, Caldwell, NJ, USA 679 pp.
54. Tournois J. Influence de la lumière sur la floraison du houblon japonais et du chanvre déterminées par des semis haitifs. Compte Rendu Hebdomadaire des Séances de l'Académie des Sciences (Paris) 155 (1912) 297-300
55. Van der Werf H.M.G., Haasken H.J., and Wijlhuizen M. The effect of day length on yield and quality of fibre hemp (Cannabis sativa L.). Eur. J. Agron. 3 (1994) 117-123
56. Van der Werf H.M.G., Mathijssen E.W.J.M., and Haverkort A.J. The potential of hemp (Cannabis sativa L.) for sustainable fibre production: a crop physiological appraisal. Ann. Appl. Biol. 129 (1996) 109-123
57. Yan W., and Hunt L.A. An equation for modelling the temperature response of plants using only the cardinal temperatures. Ann. Bot. 84 (1999) 607-614
58. Yan W., and Wallace D.H. Simulation and prediction of plant phenology for five crops based on photoperiod-temperature interaction. Ann. Bot. 81 (1998) 705-716
59. Yin X., and Kropff M.J. Use of the Beta function to quantify effects of photoperiod on flowering and leaf number in rice. Agric. Forest Meteorol. 81 (1996) 217-228
60. Yin X., Kropff M.J., and Goudriaan J. Changes in temperature sensitivity of development from sowing to flowering in rice. Crop Sci. 37 (1997) 1787-1794
61. Yin X., Kropff M.J., Horie T., Nakagawa H., Centeno H.G.S., Zhu D., and Goudriaan J. A model for photothermal responses of flowering in rice. I. Model description and parameterization. Field Crops Res. 51 (1997) 189-200
62. Yin X., Kropff M.J., McLaren G., and Visperas R.M. A nonlinear model for crop development as a function of temperature. Agric. Forest Meteorol. 77 (1995) 1-16
63. Yin X., Kropff M.J., and Ynalvez M.A. Photoperiodically sensitive and insensitive phases of preflowering development in rice. Crop Sci. 37 (1997) 182-190