Multilayer discriminative extreme learning machine for classification

Lai, Jie; Wang, Xiaodan; Xiang, Qian; Song, Yafei; Wen, Quan

doi:10.1007/s13042-022-01749-7

Cited by 4 publications

(1 citation statement)

References 30 publications

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“…In addition, the whale optimization algorithm (WOA), acknowledged for its diverse search strategies and high efciency, plays a crucial role [28][29][30]. When applied to optimize the deep limit learning machine model [31,32], it signifcantly bolsters the model's performance and convergence speed, ofering an efective solution for highdimensional nonlinear problems.…”

Section: Introductionmentioning

confidence: 99%

Innovative Approach to Dam Deformation Analysis: Integration of VMD, Fractal Theory, and WOA‐DELM

Ou,

Zhang,

et al. 2024

Structural Control and Health Monitoring

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This paper introduces a novel and comprehensive model for the analysis of dam deformation trends, integrating the variational mode decomposition (VMD) method, fractal theory, and the whale optimization algorithm (WOA) to refine the deep extreme learning machine (DELM) model. This integration allows for a meticulous denoising process through VMD, effectively isolating pertinent signal characteristics from noise and measurement interference. Following this, fractal theory is utilized to conduct an in-depth qualitative analysis of the denoised data, capturing intricate patterns within the deformation trends. The model further evolves with the application of WOA to optimize the DELM model, thereby facilitating an integrated approach that merges qualitative insights with quantitative analysis. The efficacy of this advanced model is demonstrated through a case study, highlighting its capability to deliver accurate and reliable predictions that are in harmony with practical engineering scenarios. This research not only offers a robust framework for analyzing dam deformation trends but also sets a new standard in the field, providing a new solution for assessing structural integrity in hydrological engineering.

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