Abstract
The economic and regulatory context of crop production changes rapidly, but concerns about agricultural sustainability, including environmental impacts, are increasing steadily. To cope with complexity and uncertainty, innovative methodologies are required for designing, managing and evaluating prototype cropping systems. A generic approach combining iteratively design of cropping systems and evaluation of their performances is presented in this review article. It includes 5 main steps: (1) defining the set of goals and constraints for each cropping system, (2) identifying a suitable agronomic strategy, (3) formulating the consistent set of technical decision rules, (4) applying and evaluating the rule-based system, and (5) validating or refining the strategy and the rules. This methodology was applied to a range of environmental and production contexts, in a perspective of integrated crop production (ICP) prototyping. Three cropping system experiments conducted in France were brought together to demonstrate the potentialities of this system approach and discuss the methodological bottlenecks to address. The three case studies differed by the context of crop production and resource use: adaptation to limited irrigation water (Toulouse), introduction of innovative cropping systems (Versailles), and substitution of herbicides by non-chemical methods (Dijon). The consequences of the specific objectives in each case study on the experimental design and the evaluation process were discussed. Special attention was paid to the time step of the evaluation process, the duration of the improvement loops when prototyping cropping systems, the global evaluation of the systems and the evaluation of individual decision rules.
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References
Altieri M.A. (1995) Agroecology: the science of sustainable agriculture, Intermediate Technology Publications Ltd (ITP), London, UK, 433 p.
Attonaty J.M., Chatelin M.H., Poussin J.C., Soler L.G. (1993) Advice and decision support systems in agriculture: new issues. Farm level information systems, Woudschoten, Zeist, The Netherlands, pp. 89–101.
Aubertot J.N., Barbier J.M., Carpentier A., Gril J.J., Guichard L., Lucas P., Savary S., Savini I., Voltz M. (2005) Pesticides, Agriculture et Environnement. Réduire l’utilisation des pesticides et en limiter les impacts environnementaux, Synthèse de l’expertise scientifique collective INRA-CEMAGREF, 63 p.
Aubry C., Papy F., Capillon A. (1998) Modelling decision-making processes for annual crop management, Agr. Syst. 56, 45–65.
Barralis G., Chadoeuf R., Lonchamp J.P. (1988) Longévité des semences de mauvaises herbes annuelles dans un sol cultivé, Weed Res. 28, 407–418.
Bernoux M., Cerri C.C., Cerri C.E.P., Neto M.S., Metay A., Perrin A.S., Scopel E., Razafimbelo T., Blavet D., Piccolo M.D., Pavei M., Milne E. (2006) Cropping systems, carbon sequestration and erosion in Brazil, a review, Agron. Sustain. Dev. 26, 1–8.
Bertrand M., Guichard L., de Tourdonnet S., Saulas P., Picard D. (2005a) Evaluation of the agronomic, economic and environmental impacts of no-tillage cropping systems. Results of a long-term experiment in France, Proceedings of the III World Congress on Conservation Agriculture, Nairobi, Kenya, CD-Rom.
Bertrand M., Guichard L., Meynard J.M., Picard D., Saulas P. (2005b) Conception de systèmes de culture durables et innovants en grande culture. Le cas de l’essai de longue durée de “La Cage” á Versailles, 10e Colloque International du SIFEE, Angers, CD-Rom.
Boiffin J., Malezieux E., Picard D. (2001) Cropping systems for the future, in: Nösberger J., Geiger H.H., Struik P.C. (Eds.), Crop Science, Cab International, pp. 261–279.
Buhler D.D. (1992) Population dynamics and control of annual weeds in corn (Zea mays) as influenced by tillage systems, Weed Sci. 40, 241–248.
Cady F.B. (1991) Experimental design and data management of rotation experiments, Agron. J. 83, 50–56.
Capillon A., Fleury A. (1986) Conception d’itinéraires techniques respectant la diversité des exploitations agricoles: les enseignements d’un essai, Bulletin Technique d’Information, Ministère de l’Agriculture 408, 281–294.
Chatelin M.H., Aubry C., Leroy P., Papy F., Poussin J.C. (1993) Pilotage de la production et aide á la décision stratégique, Cah. Économ. Sociol. Rurales 28, 119–138.
Colbach N., Dürr C., Roger-Estrade J., Caneill J. (2005) How to model the effects of farming practices on weed emergence, Weed Res. 45, 2–17.
Debaeke P., Hilaire A. (1997) Production of dryland and irrigated crops under different crop rotations and input levels in Southwestern France, Can. J. Plant Sci. 77, 539–548.
Debaeke P., Nolot J.M., Raffaillac D. (2005) Mise au point de systèmes de culture adaptés á la ressource en eau: enseignements tirés de l’expérimentation SGCI de Toulouse (1995–2002), C.R. Acad. Agric. Fr. 91, 1–19.
Debaeke P., Nolot J.M., Raffaillac D. (2006) A rule-based method for the development of crop management systems applied to grain sorghum in south-western France, Agr. Syst. 90, 180–201.
Debaeke P., Petit M.S., Bertrand M., Mischler P., Munier-Jolain N., Nolot J.M., Reau R., Verjux N. (2008) Évaluation des systèmes de culture en stations et en exploitations agricoles : où en sont les méthodes? in: Reau R., Doré T. (Eds.), Des systèmes de culture innovants et durables : quelles méthodes pour les mettre au point et les évaluer? Educagri editions, pp. 149–168.
Drinkwater L.E. (2002) Cropping systems research: reconsidering agricultural experimental approaches, Hortechnology 12, 355–361.
El Titi A. (1992) Integrated farming: an ecological farming approach in European agriculture, Outlook Agr. 21, 33–39.
Frangenberg A. (2000) Sustainable development of agricultural process and consequences of the implementation of Agenda 21. Integrated crop management as fundamental basis for sustainable production, Pflanzenschutz-Nachrichten Bayer 53, 131–153.
Holland J.M., Frampton G.K., Cilgi T., Wratten S.D. (1994) Arable acronyms analysed — a review of integrated arable farming systems research in Western Europe, Ann. Appl. Biol. 125, 399–438.
Johnston A.E. (1997) The value of long-term field experiments in agricultural, ecological, and environmental research, Adv. Agron. 59, 291–333.
Jordan V.W.L., Hutcheon J.A., Donaldson G.V., Farmer D.P. (1997) Research into and development of integrated farming systems for less-intensive arable crop production: experimental progress (1989–1994) and commercial implementation, Agr. Ecosyst. Environ. 64, 141–148.
Korsaeth A., Eltun R. (2000) Nitrogen mass balances in conventional, integrated and ecological cropping systems and the relationship between balance calculations and nitrogen runoff in an 8-year field experiment in Norway, Agr. Ecosyst. Environ. 79, 199–214.
Langeveld J.W.A., van Keulen H., de Haan J.J., Kroonen-Backbier B.M.A., Oenema J. (2005) The nucleus and pilot farm research approach: experiences from The Netherlands, Agr. Syst. 84, 227–252.
Lançon J., Wery J., Rapidel B., Angokaye M., Gerardeaux E., Gaborel C., Ballo D., Fadegnon B. (2007) An improved methodology for integrated crop management systems, Agron. Sustain. Dev. 27, 101–110.
Leroy P., Deumier J.M., Debaeke P. (1997) Aide á la décision pour la gestion des systèmes irrigués en grande culture, Actes du Colloque “Aide á la décision et choix de stratégies dans les entreprises agricoles”, INRA & Conseil Régional de Picardie, Laon, 10–11 décembre 1996, pp. 101–108.
Macé K., Morlon P., Munier-Jolain N., Quere L. (2007) Time scales as a factor in decision-making by French farmers on weed management in annual crops, Agr. Syst. 93, 115–142.
Meynard J.M., Doré T., Lucas P. (2003) Agronomic approach: cropping systems and plant diseases, C.R. Biol. 326, 37–46.
Meynard J.M., Girardin P. (1991) Produire autrement, Le Courrier de l’Environnement INRA 12, 25–31.
Meynard J.M., Reau R., Robert D., Saulas P. (1996) Évaluation expérimentale des itinéraires techniques, in: Expérimenter sur les conduites de cultures: un nouveau savoir-faire au service d’une agriculture en mutation, DERF-ACTA, Paris, pp. 63–72.
Meynard J.M., Savini I. (2003) La désintensification: point de vue d’un agronome, Dossier de l’Environnement de l’INRA 24, 23–32.
Mortensen D.A., Bastiaans L., Sattin M. (2000) The role of ecology in the development of weed management systems: an outlook, Weed Res. 40, 49–62.
Munier-Jolain N.M., Chauvel B., Gasquez J. (2002) Long-term modelling of weed control strategies: analysis of threshold-based options for weed species with contrasted competitive abilities, Weed Res. 42, 107–122.
Munier-Jolain N.M., Faloya V., Davaine J.B., Biju-Duval L., Meunier D., Martin C., Charles R. (2004) A cropping system experiment for testing the principles of integrated weed management: first results, In Annales AFPP, XIIe colloque international sur la biologie des mauvaises herbes, Dijon, pp. 147–156.
Munier-Jolain N.M., Savois V., Kubiak P., Maillet-Mézeray J., Jouy L., Quere L. (2005) DECID’Herb, a decision support system on the WEB, designed for sustainable weed management in cultivated fields, Proc. XIIIth Conf. EWRS, Bari, Italy.
Nolot J.M, Debaeke P. (2001) A generic model to manage N in cropping systems differing by water availability, Proc. 11th Nitrogen Workshop, Reims, France, 9–12 September 2001, pp. 401–402.
Nolot J.M., Debaeke P. (2003) Principes et outils de conception, conduite et évaluation de systèmes de culture, Cah. Agric. 12, 387–400.
Papy F. (2001) Interdépendance des systèmes de culture dans l’exploitation, in: Malézieux E., Trébuil G., Jaeger M. (Eds.), Modélisation des agroécosystèmes et aide á la décision, CIRAD-INRA, pp. 51–74.
Posner J.L., Casler M.D., Baldock J.O. (1995) The Wisconsin integrated cropping systems trial: combining agroecology with production agronomy, Am. J. Alternative Agric. 10, 98–107.
Poudel D.D., Horwath W.R., Lanini W.T., Temple S.R., van Bruggen A.H.C. (2002) Comparison of soil N availability and leaching potential, crop yields and weeds in organic, low-input and conventional farming systems in northern California, Agr. Ecosyst. Environ. 90, 125–137.
Reau R., Meynard J.M., Robert D., Gitton C. (1996) Des essais factoriels aux essais “conduite de culture”, in: Expérimenter sur les conduites de cultures: un nouveau savoir-faire au service d’une agriculture en mutation, DERF-ACTA, Paris, pp. 52–62.
Reau R., Landé N. (2006) Évaluation a priori de systèmes de cultures innovants conçus par des experts et adaptés á des contextes régionaux, Rapport final de l’action 1, Projet ADAR “ systèmes de culture innovants ”, 27 p.
Reganold J.P., Glover J.D., Andrews P.K., Hinman H.R. (2001) Sustainability of three apple production systems, Nature 410, 926–930.
Richter D.D., Hofmockel M., Callaham M.A., Powlson D.S., Smith P. (2007) Long-term soil experiments: Keys to managing Earth’s rapidly changing ecosystems, Soil Sci. Soc. Am. J. 71, 266–279.
Scopel E., Findeling A., Chavez Guerra E., Corbeels M. (2005) Impact of direct sowing mulch-based cropping systems on soil carbon, soil erosion and maize yield, Agron. Sustain. Dev. 25, 425–432.
Sebillotte M., Soler L.G. (1988) Le concept de modèle général et la compréhension du comportement de l’agriculteur, C.R. Acad. Agric. Fr. 74, 59–70.
Soane B.D., Ball B.C. (1998) Review of management and conduct of long-term tillage studies with special reference to a 25-yr experiment on barley in Scotland, Soil Till. Res. 45, 17–37.
Varvel G.E. (1994) Rotation and nitrogen fertilization effects on changes in soil carbon and nitrogen, Agron. J. 86, 319–325.
Vereijken P. (1986) From conventional to integrated agriculture, Neth. J. Agr. Sci. 34, 387–393.
Vereijken P. (1992) A methodic way to more sustainable farming systems, Neth. J. Agr. Sci. 40, 209–223.
Vereijken P. (1997) A methodical way of prototyping integrated and ecological arable farming systems (I/EAFS) in interaction with pilot farms, Eur. J. Agron. 7, 235–250.
Viaux P., Lemaitre G., Gouet J.P., Robert D. (1994) Étude expérimentale de systèmes de production en grande culture, in: Recherches-système en agriculture et développement rural : Symposium international, Montpellier, pp. 248–257.
Vocanson A. (2006) Évaluation ex ante d’innovations variétales en pois d’hiver (Pisum sativum L.) : approche par modélisation au niveau de la parcelle et de l’exploitation agricole, Thèse INA PG, 294 p.
Wallach D., Makowski D., Jones J.W. (2006) Working with dynamic crop models: evaluation, analysis, parameterization and applications, Elsevier, Amsterdam, The Netherlands, 447 p.
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Debaeke, P., Munier-Jolain, N., Bertrand, M. et al. Iterative design and evaluation of rule-based cropping systems: methodology and case studies. A review. Agron. Sustain. Dev. 29, 73–86 (2009). https://doi.org/10.1051/agro:2008050
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DOI: https://doi.org/10.1051/agro:2008050