GMDPtoolbox: A Matlab library for designing spatial management policies. Application to the long-term collective management of an airborne disease

Archive ouverte

Cros, Marie-Josée | Aubertot, Jean-Noël | Peyrard, Nathalie | Sabbadin, Régis

Edité par CCSD ; Public Library of Science -

International audience. Designing management policies in ecology and agroecology is complex. Several components must be managed together while they strongly interact spatially. Decision choices must be made under uncertainty on the results of the actions and on the system dynamics. Furthermore, the objectives pursued when managing ecological systems or agroecosystems are usually long term objectives, such as biodiversity conservation or sustainable crop production. The framework of Graph-Based Markov Decision Processes (GMDP) is well adapted to the qualitative modeling of such problems of sequential decision under uncertainty. Spatial interactions are easily modeled and integrated control policies (combining several action levers) can be designed through optimization. The provided policies are adaptive, meaning that management actions are decided at each time step (for instance yearly) and the chosen actions depend on the current system state. This framework has already been successfully applied to forest management and invasive species management. However, up to now, no ªeasy-to-useº implementation of this framework was available. We present GMDPtoolbox, a Matlab toolbox which can be used both for the design of new management policies and for comparing policies by simulation. We provide an illustration of the use of the toolbox on a realistic crop disease management problem: the design of long term management policy of blackleg of canola using an optimal combination of three possible cultural levers. This example shows how GMDPtoolbox can be used as a tool to support expert thinking.

Suggestions

Du même auteur

Risk aversion and optimal management of an uneven-aged forest under risk of windthrow: A Markov decision process approach

Archive ouverte | Couture, Stéphane | CCSD

Forests are increasingly threatened by windthrows but those com-posed of uneven-aged stand plots are generally less impacted bytheir effects. As a consequence, the management of such forestsshould be based on a joint management of...

Determination of climatic setpoints by constraint satisfaction

Archive ouverte | Cros, Marie-Josée | CCSD

*INRA Laboratoire d'intelligence artificielle Toulouse Diffusion du document : INRA Laboratoire d'intelligence artificielle Toulouse. International audience

Choix de consignes climatiques par le logiciel SERRISTE

Archive ouverte | Cros, Marie-Josée | CCSD

*INRA/Laboratoire d'intelligence artificielle Diffusion du document : INRA/Laboratoire d'intelligence artificielle. National audience

Chargement des enrichissements...