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Grid Application for Equation Discovery in the Earthquake Engineering Domain [Elektronski vir]
Markič, Štefan ; Dirnbek, Jaka ; Stankovski, Vlado
Equation discovery (ED) is an emerging area of machine learning, where the main objective is to find a proper equation structure that best describes the dependencies between variables in the given ...data set. Recent studies have shown that ED systems can be useful in the engineering disciplines in general and earthquake engineering in particular. Since the implemented algorithms areusually computationally intensive in nature it is beneficial to use a grid infrastructure. The goal of the present study was to develop a Web applicationand associated scripts that would make it possible to execute the experiments with the Lagramge ED system on the grid, in our case the Slovene national grid initiative (SLING) infrastructure. With the use of such application, the Lagramge ED methods are available in a simplified form to thewhole scientific community. A use case from the domain of earthquake engineering is presented, where equation models for the earthquakeʼs peak ground acceleration are needed in order to design seismically safe structures.The presented Web application can be used also in other engineeringdisciplines, where equations are commonly used as models.
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