Computationally aware estimation of ultimate strength reduction of stiffened panels caused by welding residual stress: From finite element to data-driven methods

نویسندگان

چکیده

Ultimate limit state (ULS) assessment examines the maximum load-carrying capacity of structures considering inelastic buckling failure. Contrary to traditional allowable stress principle which is mainly based on experiences, ULS focuses explicitly evaluating structural safety margin and thus enables a consistent level safety/risk between conventional novel designs. Modern are usually designed as network plates stiffeners (e.g., ship structures, offshore onshore wind turbine, land-based bridge) joined by welding induces residual field. Hence, predicting ultimate strength reduction stiffened panels caused crucial problem addressed many scholars with different approaches, among Nonlinear Finite Element Method (NLFEM) prevailing approach within community engineering. Unfortunately, NLFEM has high computational requirement prevents its use in design, appraisal, optimisation phases panels. To well approximate nonlinear finite element method, data-driven method proposed this paper, functional computationally expensive build but inexpensive allowing application at design stage. Results obtained (i.e., interpolation extrapolation) scenarios using data generated state-of-the-art series will support method.

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ژورنال

عنوان ژورنال: Engineering Structures

سال: 2022

ISSN: ['0141-0296', '1873-7323']

DOI: https://doi.org/10.1016/j.engstruct.2022.114423