Interoperable intelligent environmental decision support systems: a framework proposal
Tipus de documentText en actes de congrés
EditorUPC i International Environmental Modelling and Software Society (iEMSs)
Condicions d'accésAccés obert
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 kind 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 be als o achieved. This interoperability is proposed to be obtained using data interchange protocols like Predictive Model Markup Language (PMML), which is a model interc hange protocol based on XML language, using an ontology of data and AI models to characterize data types and AI models and to set-up a common terminology, and using workflows of the whole interoperation scheme. In the future, a Multi-Agent System will be used to implement the software components. An example of use of the pro posed methodology applied to the supervision of a Wastewater Treatment Plant is provided. This Interoperable IEDSS framework will be the first step to an actual interoperability of AI models which will make IEDSS more reliable and accurate to solve complex environmental problems.
CitacióSànchez-Marrè, M. Interoperable intelligent environmental decision support systems: a framework proposal. A: International Congress on Environmental Modelling & Software. "Proceedings of the 7th International Congress on Environmental Modelling and Software". San Diego, CA: UPC i International Environmental Modelling and Software Society (iEMSs), 2014, p. 501-508.
Versió de l'editorhttp://www.iemss.org/sites/iemss2014/papers/iemss2014_submission_361.pdf