Adaptive neural networks for model updating of structures Free adult sex chat rooms no sign up no credit card free


12-Oct-2020 10:47

Artificial neural networks (ANN) have recently been introduced as an alternative to model updating methods.Once a neural network has been properly trained, it can potentially detect, locate, and quantify structural damage in a short period of time and can therefore be applied for real-time damage assessment.The most successful applications of vibration-based damage assessment are model updating methods based on global optimization algorithms [1–5].Model updating is an inverse method that identifies the uncertain parameters in a numerical model and is commonly formulated as an inverse optimization problem.Damage assessment must detect and characterize damage at the earliest possible stage and estimate how much time remains before maintenance is required, the structure undergoes failure, or the structure is no longer usable.Damage assessment offers tremendous potential for life and safety and/or economic benefits because it reduces the maintenance cost and increases the safety and reliability of the structure.

adaptive neural networks for model updating of structures-17

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The output of the neural network gives the actual state of the structure: undamaged or damaged.

The algorithm showed high accuracy in identifying damage to a simulated cantilever beam under different damage scenarios.



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