A review on data-driven constitutive laws for solids

JN Fuhg, G Anantha Padmanabha, N Bouklas… - … Methods in Engineering, 2024 - Springer
This review article highlights state-of-the-art data-driven techniques to discover, encode,
surrogate, or emulate constitutive laws that describe the path-independent and path …

[HTML][HTML] Machine learning-based constitutive models for cement-grouted coal specimens under shearing

G Li, Y Sun, C Qi - International Journal of Mining Science and …, 2021 - Elsevier
Cement-based grouting has been widely used in mining engineering; its constitutive law has
not been comprehensively studied. In this study, a novel constitutive law of cement-grouted …

On the micromechanics of deep material networks

S Gajek, M Schneider, T Böhlke - Journal of the Mechanics and Physics of …, 2020 - Elsevier
We investigate deep material networks (DMNs), recently introduced by Liu et al.[Comput.
Method Appl. M., vol. 345, pp. 1138–1168, 2019], from the viewpoint of classical …

Constitutive modelling of cemented paste backfill: A data-mining approach

C Qi, Q Chen, A Fourie, X Tang, Q Zhang… - … and Building Materials, 2019 - Elsevier
The environmental risks posed by mine tailings suggest the necessity of recycling tailings as
cemented paste backfill (CPB) and constitutive modelling is an important step to understand …

Effects of partial substitution of styrene-butadiene-styrene with granulated blast-furnace slag on the strength properties of porous asphalt

SM Marandi, M Ghasemi, J Shahiri - International Journal of Engineering, 2017 - ije.ir
The present experimental research investigates the feasibility of partial substitution of
styrene-butadiene-styrene (SBS) with ground granulated blast-furnace slag (GGBS) for the …

[图书][B] Deep material networks for efficient scale-bridging in thermomechanical simulations of solids

S Gajek - 2023 - library.oapen.org
We investigate deep material networks (DMN). We lay the mathematical foundation of DMNs
and present a novel DMN formulation, which is characterized by a reduced number of …

Constitutive modeling of cemented tailings backfill with different saturation states based on particle swarm optimization and support vector machine

Z Yu, Y Wang, H Wang - IEEE Access, 2021 - ieeexplore.ieee.org
Mine tailings disposal has been a serious environmental issue for decades. The wide
application of cemented tailings backfill (CTB) technology could indirectly abate tailings …

A Support Vector Machine and Particle Swarm Optimization Based Model for Cemented Tailings Backfill Materials Strength Prediction

Z Yu, Y Wang, Y Wang - Materials, 2022 - mdpi.com
This study aimed to investigate the feasibility of using a model based on particle swarm
optimization (PSO) and support vector machine (SVM) to predict the unconfined …

Analisis Performansi Sistem Pendeteksi Kualitas Kayu Jati Menggunakan Pengolahan Citra Dengan Metode Histogram Of Oriented Gradients Dan Support Vector …

H Anazmar, J Raharjo… - eProceedings …, 2019 - … .telkomuniversity.ac.id
Jati merupakan salah satu jenis pohon yang memiliki banyak fungsi serta kegunaan. Kayu
jati memiliki kualitas yang sangat tinggi untuk digunakan sebagai bahan baku pembuatan …

[引用][C] The effect of geopolymerization on the unconfined compressive strength of stabilized fine-grained soils

H Javdanian - International Journal of …, 2017 - Materials and Energy Research …