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Interoperable Intelligent Environmental Decision Support Systems: A Framework Proposal, Miquel Sànchez-Marrè
Interoperable Intelligent Environmental Decision Support Systems: A Framework Proposal, Miquel Sànchez-Marrè
International Congress on Environmental Modelling and Software
In this paper, an approach for the development of Interoperable Intelligent Environmental Decision Support Systems (IEDSS) is proposed. The framework is based upon the cognitive-oriented approach for the development of IEDSS proposed in (Sànchez-Marrè et al., 2008), where three kinds of tasks must be built: analysis tasks, synthesis tasks and prognosis tasks. Now, a fourth level will be proposed: the model construction layer, which is normally an off-line task. At each level, interoperability should be possible and inter-level interoperability must also be achieved. This interoperability is proposed to be obtained using data interchange protocols like Predictive Model Markup Language (PMML), …
Evolutionary Computation And Case-Based Reasoning Interoperation In Iedss Through Gesconda, Miquel Sànchez-Marrè, Gibert Karina, Radha K. Vinayagam, Beatriz Sevilla-Villanueva
Evolutionary Computation And Case-Based Reasoning Interoperation In Iedss Through Gesconda, Miquel Sànchez-Marrè, Gibert Karina, Radha K. Vinayagam, Beatriz Sevilla-Villanueva
International Congress on Environmental Modelling and Software
Interoperability of Intelligent Environmental Decision Support Systems (IEDSS) is one open challenge in the IEDSS field. This paper shows the interoperability of Evolutionary Computation, concretely Genetic Algorithms (GA), and Case-Based Reasoning (CBR) in IEDSS through the GESCONDA tool. GESCONDA is a tool for the deployment of Intelligent Decision Support Systems. This interoperability has been tested with several domains with different purposes like classification tasks, predictive tasks, etc. In the paper, the application in one environmental domain is described and analysed. The experimentation results indicate that this interoperation of both methods can improve the results of the application of one single …