Application of the novel-structured multivariable grey model with various orders to forecast the bending strength of concrete

Date

2023-02-10

Advisors

Journal Title

Journal ISSN

ISSN

0960-0779

Volume Title

Publisher

Elsevier

Type

Article

Peer reviewed

Yes

Abstract

Bending strength of concrete is one of the significant indexes to measure the mechanical properties of concrete. A reliable prediction about the bending strength of concrete is of great importance to maintain the health state and service life of concrete. However, it is difficult to obtain reliable data of large samples due to the high cost, serious destructiveness and complex influencing factors of concrete bending strength test data collection. In view of this, based on the multivariable grey prediction model whose modeling object is small data, we construct a new novel-structured multivariable grey prediction model with various orders for predicting the bending strength of concrete. It defines and optimizes the accumulative orders differentially and introduces a nonlinear correction term to expand the model structure. Then, the bending strength of concrete is modeled using the new model, and its comprehensive error is only 0.035 %, which is much smaller than the conventional NSGM(1,N) and FMGM(1,N) models (5.232 % and 2.624 %, respectively). The findings provide a new modeling method for the prediction of concrete bending strength in areas with large temperature difference, and have significance for enriching and improving the methodologies of grey prediction models.

Description

The file attached to this record is the author's final peer reviewed version. The Publisher's final version can be found by following the DOI link.

Keywords

Bending strength of concrete, Multivariable grey prediction models, Differential optimization of accumulative orders, Structural expansion, Performance comparison

Citation

Zeng, B., Yin, F., Yang, Y., Wu, Y. and Mao, C. (2023) Application of the novel-structured multivariable grey model with various orders to forecast the bending strength of concrete. Chaos, Solitons and Fractals, 168, 113200

Rights

Research Institute