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CONTENTS
Volume 57, Number 5, December 10 2025
 


Abstract
In this study, a CNN (Convolutional Neural Network) based image recognition model is proposed to address the challenges in diagnosis and inspection of deteriorated buildings. With approximately 42.6% of buildings nationwide classified as aging, regular inspections are critical, yet current visual assessments are prone to a shortage of specialized personnel. While existing deep learning studies focus primarily on surface defects, this research targets the failure modes of beam-column joints which are critical elements for overall safety of structural system. Based on data collected from existing literature, a dataset was constructed by classifying the failure modes of beam-column joints in reinforced concrete and precast concrete structures according to the crack patterns at the joints. Using libraries such as TensorFlow and Grad-CAM++, the model was trained, and its performance was evaluated. The classification of joint failure modes based on the ACI 352R-02 code resulted in an accuracy of approximately 64%. In contrast, the 5-fold cross-validation results showed an accuracy of 77% and AUC (Area Under the Curve) of 80%, demonstrating the potential to develop a system that enables even non-experts to easily assess the damaged structures.

Key Words
beam-column joint; classification; image data; precast concrete; reinforced concrete

Address
Dongho Kim:Department of Architecture and Architectural Engineering, Hankyong National University,
Jungang-ro 327, Anseong, Gyeonggi 17579, Republic of Korea

Jinhyeong Heo:Department of Architecture and Architectural Engineering, Hankyong National University,
Jungang-ro 327, Anseong, Gyeonggi 17579, Republic of Korea

Minho Lee:School of Engineering and Digital Sciences, Nazarbayev University, 53 Kabanbay Batyr Ave., Astana 010000, Republic of Kazakhstan

Deuckhang Lee:Department of Architectural Engineering, Chungbuk National University, 1 Chungdae-ro, Cheongju, Chungbuk 28644, Republic of Korea

Hyunjin Ju:School of Architecture and Architectural Engineering, Hankyong National University,
Jungang-ro 327, Anseong, Gyeonggi 17579, Republic of Korea

Abstract
This paper presents an experimental, numerical, and analytical investigations into the behavior of square concrete filled cold formed stiffened steel tubular stub columns with ring (hoop) stirrups (SC-CFSST) under axial compression. The proposed composite column is fabricated by cold-bending four plates to form four parts of lipped angles, which are assembled by argon welding. Ring stirrups are inserted through the perforations along the longitudinal lips to provide additional confinement. To explore the combined enhancement effects of stirrups and stiffeners, six SC-CFSSTs confined with stirrups and three concrete-filled stiffened steel tubular (CFSST) stub columns without stirrups were tested. Experimental procedures, and results are discussed in detail. A finite element (FE) model was developed to simulate the models of specimens and validated against experimental results. The validated model was employed to conduct a parametric study to better understand the behavior of SC-CFSST columns with different parameters. The results demonstrate that installing ring stirrups significantly enhances confinement effect, improving both ultimate strength and enhances post-peak performance. In addition, international design provisions were utilized to predict the ultimate axial load of CFSSTs and SC-CFSSTs. The results were compared with experimental and numerical results, showing that the DBJ design approach provides the most accurate predictions. A new formula was introduced to estimate the ultimate strength of CFSSTs and SC-CFSSTs, considering combined confinement effects. The formula showed improved accuracy in predicting ultimate strength compared to both FE simulations and existing design predictions.

Key Words
axial compression; cold-formed; concrete-filled; design codes; experimental analysis; FE analysis; stirrups

Address
Tarek Sharaf:Department of Civil Engineering, Faculty of Engineering, Port Said University, Port Said, Egypt

Ahmed Hanefa:Department of Civil Engineering, Faculty of Engineering, Port Said University, Port Said, Egypt

Mohamed Dabaon:Department of Civil Engineering, Faculty of Engineering, Tanta University, Tanta, Egypt

Mohamed ElGhandour:Department of Civil Engineering, Faculty of Engineering, Port Said University, Port Said, Egypt

Ashraf ElSabbagh:Department of Civil Engineering, Faculty of Engineering, Port Said University, Port Said, Egypt

Abstract
Presented in this paper is the investigations on the effect of transverse and longitudinal stiffeners at different locations on the shear behaviour of Hybrid stainless steel (HySS) plate girders using the Finite Element (FE) software ABAQUS. The HySS plate girder under consideration utilizes two contemporary breeds of stainless steel such as: Duplex Stainless Steel (DSS) material on the flanges and Lean Duplex Stainless Steel (LDSS) on the web. The plate girder is modelled to undergo three distinctive failure mechanisms, viz., shear dominant, bending dominant, and combined shear and bending dominant failure mechanisms through variations of the flange-to-web thickness ratio (tf/tw). The behaviour of transverse and longitudinally stiffened HySS plate girders is presented in terms of the shear capacity (Vu) by varying the transverse and longitudinal stiffener locations. The applicability of the current design codes is assessed by comparing the FE results with the European code, Direct Strength Method (DSM), and modified DSM proposed by other researchers. New design formulations to improve the existing European code and DSM have been proposed.

Key Words
duplex stainless steel; hybrid stainless steel; lean duplex stainless steel; longitudinal stiffeners; plate girders; reliability analysis; shear capacity; stiffener study; transverse stiffeners

Address
Ambrose Lalremruata:Department of Civil Engineering, National Institute of Technology Mizoram, India

Ricky Lalthazuala:Department of Civil Engineering, National Institute of Technology Mizoram, India

Abstract
This study explores the potential for using smaller braces by increasing strength requirements and reducing stiffness, thereby challenging traditional stiffness-governed design approaches. The buckling load equivalence method (BEM), which assumes that the buckling load of an imperfect column at infinite lateral displacement equals that of a perfectly straight column, was evaluated alongside the Castigliano model (CM) and the Winter model (WM). For fully braced systems, CM and WM produced nonconservative estimates, while BEM yielded more conservative results than finite element analysis (FEA). In partially braced systems, all three models gave conservative estimates compared to FEA, with CM being the least conservative and WM the most. FEA results showed that bracing forces in full bracing scenarios exceeded 1% of column strength and increased with more braces, even when critical stiffness was doubled. This indicates that stiffness alone does not govern brace force requirements. The study highlights the importance of balanced brace optimization, which emphasizes reduced stiffness and increased strength to achieve more efficient designs. By applying an optimal varying amplification factor, smaller brace sizes can meet strength demands per AISC specifications while remaining below linearized stiffness limits. The proposed BEM approach effectively balances strength, stiffness, and efficiency in brace design.

Key Words
balanced optimal design; bracing force; bracing stiffness; buckling load; multiple-point braces

Address
Kee Dong Kim:Department of Smart Infrastructure Engineering, Kongju National University, Cheonan-si 31080, Republic of Korea

Jeonghwa Lee: Department of Smart Infrastructure Engineering, Kongju National University, Cheonan-si 31080, Republic of Korea

Kyoung Yong Park:Chief Creative Officer, DS Global ECM Co., Ltd., Seoul, Republic of Korea

Young-Goo Choi:Chief Technology Officer, ANS Co., Ltd., Seoul, Republic of Korea

Abstract
This study investigates the bending deflection and normal stress behavior of functionally graded (FG) plates under sinusoidal and uniform mechanical loading conditions. Three macroscopic volume fraction models are analyzed: the power law, trigonometric, and a newly developed four-parameter Viola-Tornabene formulation. Additionally, the effects of various micromechanical models, including the mixture law (Voigt model), Reuss model, Tamura model, and Mori-Tanaka model, on the composite behavior are examined. The governing equations are derived using higher-order shear and normal deformation plate theory, coupled with Navier's solution approach. The predictions of the macroscopic and micromechanical models are benchmarked against published numerical results, revealing the improved accuracy of the Viola-Tornabene model and the Mori Tanaka homogenization approach for certain plate configurations and loading cases. Comprehensive parametric studies elucidate the combined effects of ceramic content, plate geometry, loading profiles, and micromechanical considerations on the mechanics of FG plates. The findings highlight the potential of the Viola-Tornabene model and the Mori-Tanaka homogenization technique as efficient analytical tools for the design and analysis of FG plates.

Key Words
functionally graded plates; bending deflection; normal stress; mechanical loading; Navier's solution method; volume fractions models; homogenization models

Address
Billel Rebai:Faculty of Sciences & Technology, Civil Eng. Department, University Abbes Laghrour, Khenchela, Algeria

Messas Tidjani:Faculty of Sciences & Technology, Civil Eng. Department, University Abbes Laghrour, Khenchela, Algeria

Abdelhak Berkia:Faculty of Sciences & Technology, Mech Eng. Department, University Abbes Laghrour, Khenchela, Algeria

Ashraf M. Zenkour:1) Department of Mathematics, Faculty of Science, King Abdulaziz University, P.O. Box 80203, Jeddah 21589, Saudi Arabia
2) Department of Mathematics, Faculty of Science, Kafrelsheikh University, Kafrelsheikh 33516, Egypt

Hamada F. El-Mekawy:Department of Management Information Systems, College of Business and Economics, Qassim University, Buraidah 51452, P.O. Box 6666, Saud Arabia

Abstract
Due to the increase in the use of natural fiber composites, knowing the impact properties and impact strength of these natural fiber composites will be beneficial in the industry. Therefore, in this study, the impact behaviors and damage mechanisms of the natural fibers reinforced epoxy composites are investigated experimentally. Eucalyptus, palm and birch natural fibers were used as reinforcement. By combining the molded pulp production system and the vacuum-assisted resin transfer system, first the molded natural fiber plates and then natural fiber reinforced composite plates were produced. The low velocity drop impact testing was performed on the natural fiber composite plates. By the increasing impact energies from 2.5 J to 3.0 J, it was possible to examine the impact responses and damage mechanisms until perforation of the natural fiber composites. It is seen that the indentation gets deeper and a net shear out (perforation) occurs at the front face of the composites, while bigger matrix cracks and fiber breakage can be seen at the back face of the composites. As compared with palm and birch fiber composite samples, it can be said that the impact performance of the eucalyptus fiber composite sample is the best.

Key Words
birch; eucalyptus; impact behavior; natural fiber composites; palm; polymer composites

Address
Hasan Çallıoğlu:Pamukkale University, Mechatronics Engineering Department, Kinikli Campus, 20160, Denizli, Türkiye

Ersin Demir:Pamukkale University, Mechatronics Engineering Department, Kinikli Campus, 20160, Denizli, Türkiye

Metin Sayer:Pamukkale University, Mechatronics Engineering Department, Kinikli Campus, 20160, Denizli, Türkiye

Engin Sarıkaya:Theca Packaging, Pamukkale Teknokent, Denizli, Türkiye


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