Frédérick Garcia

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Roger Martin-ClouaireINRA research director (DR2), MIAT (INRA), Univ. ToulouseVerified email at inra.fr
Marie-Josee CrosINRAEVerified email at inrae.fr
Duru MINRA ToulouseVerified email at toulouse.inra.fr
Gauthier QuesnelINRA Researcher, MIAT (INRA), TMBI (Univ. Toulouse)Verified email at inra.fr
Régis SabbadinResearch Scientist, in Computer Science, INRAE, FranceVerified email at inrae.fr
Daniel WallachINRA, University of FloridaVerified email at toulouse.inra.fr
Chantal Gascuel-OdouxInraVerified email at rennes.inra.fr
iadine ChadèsPrincipal Research Scientist CSIROVerified email at csiro.au
olivier CrespoUniversity of Cape TownVerified email at uct.ac.za
marie-odile cordierprofessor of computer science, university of Rennes1Verified email at irisa.fr
Durand PatrickINRA AgroCampus Ouest, UMR 1069, Sol Agro et hydrosysteme Spatialisation (SAS)Verified email at inra.fr
Eric RamatProfesseur des Universités en informatique, Université du Littoral - Côte d'OpaleVerified email at univ-littoral.fr
Jerome Langsenior researcher at CNRSVerified email at lamsade.dauphine.fr
Thomas SchiexUniversité Fédérale de Toulouse, ANITI, INRAE, Toulouse, FranceVerified email at inrae.fr
Jean-Yves DourmadINRA Institut Agro - UMR PegaseVerified email at rennes.inra.fr
Olivier TherondINRAVerified email at inra.fr
Kristina BlennowProfessor, Swedish University of Agricultural SciencesVerified email at slu.se
Philippe LaborieLocalSolverVerified email at localsolver.com
Florent Teichteil-KönigsbuchAirbus Group InnovationsVerified email at airbus.com
François GuerrinINRA & CIRAD, UR Recyclage et risque, MontpellierVerified email at cirad.fr

Frédérick Garcia

INRA Research Director (DR1), MIAT (INRA), TMBI (Univ. Toulouse)

Verified email at toulouse.inra.fr

Artificial Intelligence Decision making Discrete-event simulation Agro-ecosystems


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Models to support cropping plan and crop rotation decisions. A review J Dury, N Schaller, F Garcia, A Reynaud, JE Bergez Agronomy for sustainable development 32, 567-580, 2012	285	2012
Working with dynamic crop models: evaluation, analysis, parameterization, and applications D Wallach, D Makowski, JW Jones, F Brun Elsevier, 2006	268	2006
MDPtoolbox: a multi‐platform toolbox to solve stochastic dynamic programming problems I Chadès, G Chapron, MJ Cros, F Garcia, R Sabbadin Ecography 37 (9), 916-920, 2014	168	2014
Designing crop management systems by simulation JE Bergez, N Colbach, O Crespo, F Garcia, MH Jeuffroy, E Justes, ... European Journal of Agronomy 32 (1), 3-9, 2010	158	2010
Intelligence artificielle et informatique théorique JM Alliot, T Schiex, P Brisset, F Garcia Cépaduès-éd., 1994	130	1994
An open platform to build, evaluate and simulate integrated models of farming and agro-ecosystems JE Bergez, P Chabrier, C Gary, MH Jeuffroy, D Makowski, G Quesnel, ... Environmental Modelling & Software 39, 39-49, 2013	127	2013
Interactive simulation modeling in farm decision-making JM Attonaty, MH Chatelin, F Garcia Computers and Electronics in agriculture 22 (2-3), 157-170, 1999	108	1999
A biophysical dairy farm model to evaluate rotational grazing management strategies MJ Cros, M Duru, F Garcia, R Martin-Clouaire Agronomie 23 (2), 105-122, 2003	94	2003
Simulating management strategies: the rotational grazing example MJ Cros, M Duru, F Garcia, R Martin-Clouaire Agricultural systems 80 (1), 23-42, 2004	90	2004
Markov decision processes F Garcia, E Rachelson Markov Decision Processes in Artificial Intelligence, 1-38, 2013	85	2013
MELODIE: a whole-farm model to study the dynamics of nutrients in dairy and pig farms with crops X Chardon, C Rigolot, C Baratte, S Espagnol, C Raison, ... Animal 6 (10), 1711-1721, 2012	68	2012
Cropping-plan decision-making on irrigated crop farms: A spatio-temporal analysis J Dury, F Garcia, A Reynaud, JE Bergez European Journal of Agronomy 50, 1-10, 2013	66	2013
A hierarchical partitioning method for optimizing irrigation strategies JE Bergez, F Garcia, L Lapasse Agricultural systems 80 (3), 235-253, 2004	62	2004
A decision-oriented model to evaluate the effect of land use and agricultural management on herbicide contamination in stream water C Gascuel-Odoux, P Aurousseau, MO Cordier, P Durand, F Garcia, ... Environmental modelling & software 24 (12), 1433-1446, 2009	60	2009
On-line search for solving Markov decision processes via heuristic sampling L Péret, F Garcia learning 16, 2, 2004	54	2004
Simulating rotational grazing management MJ Cros, M Duru, F Garcia, R Martin-Clouaire Environment International 27 (2-3), 139-145, 2001	44	2001
Management of the risk of wind damage in forestry: a graph-based Markov decision process approach N Forsell, P Wikström, F Garcia, R Sabbadin, K Blennow, LO Eriksson Annals of operations research 190, 57-74, 2011	42	2011
A learning rate analysis of reinforcement learning algorithms in finite-horizon F Garcia, SM Ndiaye Proceedings of the Fifteenth International Conference on Machine Learning …, 1998	42	1998
The human side of agricultural production management-the missing focus in simulation approaches F Garcia, F Guerrin, R Martin-Clouaire, JP Rellier MSSANZ, 2005	30	2005
Use of reinforcement learning and simulation to optimize wheat crop technical management F Garcia Proceedings of the International Congress on Modelling and Simulation …, 1999	30	1999

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