Application tools for the crop allocation problem (CAP) are required for agricultural advisors to design more efficient farming systems. Despite the extensive treatment of this issue by agronomists in the past, few methods tackle the crop allocation problem considering both the spatial and the temporal aspects of the CAP. In this paper, we precisely propose an original formulation addressing the crop allocation planning problem while taking farmers' management choices into account. These choices are naturally represented by hard and soft constraints in the Weighted CSP formalism. We illustrate our proposition by solving a medium-size virtual farm using either a WCSP solver (toulbar2) or an ILP solver (NumberJack/SCIP). This preliminary work foreshadows the development of a decision-aid tool for supporting farmers in their crop allocation strategies.
Mots clés : weighted constraint satisfaction problem, integer linear programming, crop allocation problem
@article{RO_2013__47_2_151_0, author = {Akplogan, Mahuna and de Givry, Simon and M\'etivier, Jean-Philippe and Quesnel, Gauthier and Joannon, Alexandre and Garcia, Fr\'ed\'erick}, title = {Solving the {Crop} {Allocation} {Problem} using {Hard} and {Soft} {Constraints}}, journal = {RAIRO - Operations Research - Recherche Op\'erationnelle}, pages = {151--172}, publisher = {EDP-Sciences}, volume = {47}, number = {2}, year = {2013}, doi = {10.1051/ro/2013032}, mrnumber = {3055156}, zbl = {1270.90033}, language = {en}, url = {http://www.numdam.org/articles/10.1051/ro/2013032/} }
TY - JOUR AU - Akplogan, Mahuna AU - de Givry, Simon AU - Métivier, Jean-Philippe AU - Quesnel, Gauthier AU - Joannon, Alexandre AU - Garcia, Frédérick TI - Solving the Crop Allocation Problem using Hard and Soft Constraints JO - RAIRO - Operations Research - Recherche Opérationnelle PY - 2013 SP - 151 EP - 172 VL - 47 IS - 2 PB - EDP-Sciences UR - http://www.numdam.org/articles/10.1051/ro/2013032/ DO - 10.1051/ro/2013032 LA - en ID - RO_2013__47_2_151_0 ER -
%0 Journal Article %A Akplogan, Mahuna %A de Givry, Simon %A Métivier, Jean-Philippe %A Quesnel, Gauthier %A Joannon, Alexandre %A Garcia, Frédérick %T Solving the Crop Allocation Problem using Hard and Soft Constraints %J RAIRO - Operations Research - Recherche Opérationnelle %D 2013 %P 151-172 %V 47 %N 2 %I EDP-Sciences %U http://www.numdam.org/articles/10.1051/ro/2013032/ %R 10.1051/ro/2013032 %G en %F RO_2013__47_2_151_0
Akplogan, Mahuna; de Givry, Simon; Métivier, Jean-Philippe; Quesnel, Gauthier; Joannon, Alexandre; Garcia, Frédérick. Solving the Crop Allocation Problem using Hard and Soft Constraints. RAIRO - Operations Research - Recherche Opérationnelle, Tome 47 (2013) no. 2, pp. 151-172. doi : 10.1051/ro/2013032. http://www.numdam.org/articles/10.1051/ro/2013032/
[1] JP. Métivier and T. Schiex, Decomposing Global Cost Functions, in Proc. AAAI-12, Toronto, Canada (2012).
, , , , , ,[2] Computational protein design as a cost function network optimization problem, in Proc. CP-12, Quebec City, Canada (2012).
, , , , , and ,[3] Multiple objective linear programming for environmental farm planning. J. Oper. Res. Soc. 53 (2002) 933-943. | Zbl
and ,[4] Infinite Qualitative Simulations by Means of Constraint Programming, in Proc. CP-06, Nantes, France (2006) 29-43.
and ,[5] ROTOR, a tool for generating and evaluating crop rotations for organic farming systems. Europ. J. Agron. 26 (2007) 130-143.
and ,[6] Filtering algorithms for the same constraint, in Proc. CPAIOR-04, Nice, France (2004) 65-79. | Zbl
, and ,[7] Simulation scenarios of spatio-temporal arrangement of crops at the landscape scale. Envir. Modell. Soft. 25 (2010) 1881-1889.
, , , , , , , and ,[8] Soft arc consistency revisited. Artificial Intell. 174 (2010) 449-478. | MR | Zbl
, , , , and ,[9] ROTAT, a tool for systematically generating crop rotations. Eur. J. Agron. 19 (2003) 239-250.
, and ,[10] The cropping-plan decision-making: A farm level modelling and simulation approach. PhD thesis, INP Toulouse, France (2011). http://ethesis.inp-toulouse.fr/archive/00001788/01/dury.pdf
,[11] J. Dury, N. Schaller, F. Garcia, A. Reynaud and JE. Bergez, Models to support cropping plan and crop rotation decisions. A review. Agron. Sustain. Develop. 32 567-580, 2012.
[12] The Choice of Crop Rotation: A Modeling Approach and Case Study. Am. J. Agric. Econ. 68 (1986) 127-136.
and ,[13] Existential arc consistency: Getting closer to full arc consistency in weighted CSPs, in Proc. IJCAI-05, Edinburgh, Scotland (2005).
, , and ,[14] Limited discrepency search, in Proc. IJCAI-95, Montréal, Canada (1995).
and ,[15] The Economics of Rotations with Farm and Production Policy Applications. J. Farm Econ. (1948) 645-664.
,[16] On global warming: flow-based soft global constraints. J. Heurist. (2006) 347-373. | Zbl
, , ,[17] Shortest Path Problems with Resource Constraints, chapter 2, GERAD 25th Anniversary Series. Springer (2005) 33-65. | Zbl
and ,[18] A model of crop planning under uncertainty in agricultural management. Int. J. Prod. Econ. 81-82 (2003) 555-558.
, and ,[19] Crop succession requirements in agricultural production planning. Eur. J. Oper. Res. 166 (2005) 406-429. | MR | Zbl
and ,[20] Solving frequency assignment problems via tree-decomposition. Tech. Rep. RM/99/011, Universiteit Maastricht, The Netherlands (1999). | MR | Zbl
, and .[21] Towards efficient consistency enforcement for global constraints in weighted constraint satisfaction, in Proc. IJCAI'09, Pasadena, CA (2009) 559-565.
and ,[22] A stronger consistency for soft global constraints in weighted constraint satisfaction. in Proc. AAAI'10, Atlanta, GA (2010).
and ,[23] Consistency techniques for flow-based projection-safe global cost functions in weighted constraint satisfaction. JAIR 43 (2012) 257-292. | MR | Zbl
and ,[24] Modeling Soft Global Constraints as Linear Programs in Weighted Constraint Satisfaction, in Proc. ICTAI-11, Boca Raton, FL (2011) 305-312.
and ,[25] Adaptation of a crop sequence indicator based on a land parcel management system. Agric. Ecosyst. Environ. 112 (2006) 324-334.
, , , and ,[26] The design of the Zinc modelling language. Constraints 13 (2008) 229-267. | MR | Zbl
, , , , and ,[27] Experiences with farmer oriented linear programming for crop planning. Can. J. Agric. Econ./Rev. Can. Agroecon. 25 (1977) 17-30.
, , and ,[28] Soft Constraints Processing, on edited by F. Rossi, P. van Beek and T. Walsh. Handbook Constraint Programm, chapter 9. Elsevier (2006).
, and ,[29] Solving nurse rostering problems using soft global constraints, in Proc. CP-09, Lisbon, Portugal (2009) 73-87.
, and ,[30] A regular language membership constraint for finite sequences of variables, in Proc. CP-04, Toronto, Canada (2004) 482-495. | Zbl
,[31] The Soft Cumulative Constraint. CoRR (2009).
and ,[32] Generalized arc consistency for global cardinality constraint, in Proc. AAAI'96, Portland, OR (1996) 209-215. | MR
,[33] Mendelian error detection in complex pedigrees using weighted constraint satisfaction techniques. Constraints 13 (2008) 130-154. | MR | Zbl
, and ,[34] An improved evolutionary algorithm for solving multi-objective crop planning models. Comput. Electr. Agric. 68 (2009) 191-199.
and ,[35] The planning problem in agriculture: farm-level crop rotation planning as an example. AI Appl. 6 (1992) 59-75.
, , , and ,Cité par Sources :