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Search Results (4,806)

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Keywords = structural glass

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13 pages, 2805 KB  
Article
Facile Synthesis of Mg-MOF-74 Thin Films for Enhanced CO2 Detection
by Yujing Zhang, Evan J. Haning, Hao Sun, Tzer-Rurng Su, Alan X. Wang, Ki-Joong Kim, Paul R. Ohodnicki and Chih-Hung Chang
Nanomaterials 2025, 15(20), 1541; https://doi.org/10.3390/nano15201541 (registering DOI) - 10 Oct 2025
Abstract
Metal–organic frameworks (MOFs) are a class of highly ordered nanoporous crystals that possess a designable framework and unique chemical versatility. MOF thin films are ideal for nanotechnology-enabling applications, such as optoelectronics, catalytic coatings, and sensing. Mg-MOF-74 has been drawing increasing attention due to [...] Read more.
Metal–organic frameworks (MOFs) are a class of highly ordered nanoporous crystals that possess a designable framework and unique chemical versatility. MOF thin films are ideal for nanotechnology-enabling applications, such as optoelectronics, catalytic coatings, and sensing. Mg-MOF-74 has been drawing increasing attention due to its remarkable CO2 uptake capacity among MOFs and other commonly used CO2 absorbents. Mg-MOF-74 thin films are currently fabricated by immersing selected substrates in precursor solutions, followed by a traditional solvothermal synthesis process. Herein, we introduce a rapid, easy, and cost-effective synthesis protocol to fabricate MOF thin films in an additive manner. In this work, the controllable synthesis of Mg-MOF-74 thin films directly on optical supports is reported for the first time. Dense, continuous, and uniform Mg-MOF-74 thin films are successfully fabricated on bare glass slides, with an average growth rate of up to 85.3 nm min−1. The structural and optical properties of the resulting Mg-MOF-74 thin films are characterized using X-ray diffraction, atomic force microscopy, scanning electron microscopy, UV-Vis-NIR spectroscopy, and Fourier Transform Infrared Spectroscopy (FTIR). The CO2 adsorption performance of the resulting Mg-MOF-74 thin films is studied using FTIR for the first time, which demonstrates that, as per the length of the light path for gas absorption, 1 nm Mg-MOF-74 thin film could provide 400.9 ± 18.0 nm absorption length for CO2, which is achieved via the extraordinary CO2 adsorption by Mg-MOF-74. The synthesis protocol enables the rapid synthesis of MOF thin films, highlighting Mg-MOF-74 in more CO2-related applications, such as enhanced CO2 adsorption and MOF-enhanced infrared gas sensing. Full article
(This article belongs to the Section Inorganic Materials and Metal-Organic Frameworks)
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27 pages, 6505 KB  
Article
Optimizing Glass Panel Geometry for Freeform Architecture: A Curvature-Based Pavilion Study
by Marta Gołębiowska
Buildings 2025, 15(20), 3635; https://doi.org/10.3390/buildings15203635 - 10 Oct 2025
Abstract
This article proposes a methodological framework for the design of a freeform glass pavilion based on surface curvature analysis and systematic panel classification. The research methodology consists of two stages. The first stage is a historical review, presenting the development of glass-bending technologies, [...] Read more.
This article proposes a methodological framework for the design of a freeform glass pavilion based on surface curvature analysis and systematic panel classification. The research methodology consists of two stages. The first stage is a historical review, presenting the development of glass-bending technologies, panelization strategies, and the significance of transparency in architecture. The analysis of selected freeform realizations aims to identify structural solutions and their limitations. The second stage involves parametric modeling in Rhino/Grasshopper, applying Gaussian and mean curvature analysis to optimize surface subdivision. Finite element method (FEM) calculations and CFD simulations complemented the process by assessing structural and environmental parameters. Based on the study, a panel classification system was developed, distinguishing flat, singly curved, and doubly curved elements. This classification enables the optimization of production costs and serves as a tool for balancing geometric, structural, and economic requirements. The presented theoretical research indicates that the relationship between geometry, structure, and economic efficiency is a key factor in the design of glass architecture. The proposed methodology supports informed decision-making in the design process. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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21 pages, 11873 KB  
Article
Axial Compressive Performance of Wood-Cored GFRP Sandwich Columns
by Yuping Kan, Yixin Feng, Zhongping Xiao, Wei Pan, Zhaoyan Cui and Lingfeng Zhang
Buildings 2025, 15(19), 3632; https://doi.org/10.3390/buildings15193632 - 9 Oct 2025
Abstract
Paulownia wood, as a fast-growing natural material, exhibits inherently low axial compressive strength. To improve the axial structural performance of Paulownia wood, wood-cored glass fiber-reinforced polymer (GFRP) sandwich Paulownia wood columns were developed in this study. Nevertheless, the behavior of such columns remained [...] Read more.
Paulownia wood, as a fast-growing natural material, exhibits inherently low axial compressive strength. To improve the axial structural performance of Paulownia wood, wood-cored glass fiber-reinforced polymer (GFRP) sandwich Paulownia wood columns were developed in this study. Nevertheless, the behavior of such columns remained largely unexplored—particularly under elevated temperatures and upon subsequent cooling. Consequently, an experimental program was conducted to characterize the influences of GFRP wrapping layers, steel hoop end confinement, high temperature, post-cooling strength recovery, and chamfer radius on the axial compressive performance of the columns. End crushing occurred in the absence of steel hoops, whereas mid-height fracture dominated when end confinement was provided. As the temperature rose from room temperature to 100 °C and 200 °C, the load-bearing capacity of the columns decreased by 38.26% and 54.05%, respectively, due to the softening of the GFRP composites. After cooling back to room temperature, the post-high-temperature specimens recovered approximately 95% of their original capacity, confirming that no significant thermal decomposition had been initiated. The load-bearing capacity also increased significantly with the number of GFRP layers, as the additional thickness provided both higher axial load capacity and enhanced lateral confinement of the wood core. Relative to a 4.76 mm chamfer, a 9.52 mm radius increased axial capacity by 14.07% by mitigating stress concentration. A theoretical model accounting for lateral confinement was successfully developed to predict the axial load-bearing capacity of the wood-cored GFRP sandwich columns. Full article
(This article belongs to the Special Issue Performance Analysis of Timber Composite Structures)
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18 pages, 2011 KB  
Article
Bonding Performance at the Interface of Glass Fiber-Reinforced Polymer Anchors and Polymer Concrete
by Kai Liu, Wenchao Li, Tianlong Ling, Bo Huang and Meihong Zhou
Polymers 2025, 17(19), 2714; https://doi.org/10.3390/polym17192714 - 9 Oct 2025
Abstract
Currently, resin polymer anchoring agents are widely used for bolting support in coal mine roadways to anchor the bolts to the surrounding rock mass. However, due to the relatively low strength of the resin anchoring agent itself, the required anchoring length tends to [...] Read more.
Currently, resin polymer anchoring agents are widely used for bolting support in coal mine roadways to anchor the bolts to the surrounding rock mass. However, due to the relatively low strength of the resin anchoring agent itself, the required anchoring length tends to be excessively long. Based on this, this paper proposes the use of resin concrete as a replacement for resin. Compared to resin anchoring agents, resin concrete offers greater mechanical interlocking force with anchor rods, which can reduce the theoretical anchoring length. To systematically investigate the influence of factors such as the diameter and anchorage length of Glass Fiber-Reinforced Polymer (GFRP) bolt on the bond behavior between GFRP bolts and resin concrete, 33 standard pull-out tests were designed and conducted in accordance with the CSA S807-19 standard. Taking the 18 mm-diameter bolt as an example, when the bond lengths were 2D, 3D, 4D, and 5D, the average bond strengths were 41.32 MPa, 39.18 MPa, 38.84 MPa, and 37.44 MPa, respectively. This represents a decrease of 5.18%, 6.00%, and 9.39% for each subsequent increase in bond length. The results indicate that the bond strength between GFRP anchors and resin decreases as the anchorage length increases. Due to the shear lag effect, the average bond strength also decreases with increasing anchor diameter. Taking a 5D (where D is the anchor diameter) anchorage length as a reference, the average bond strengths for anchor diameters of 18 mm, 20 mm, 22 mm, and 24 mm were 37.44 MPa, 33.97 MPa, 32.18 MPa, and 31.50 MPa, respectively. The corresponding reductions compared to the 18 mm diameter case were 9.27%, 14.05%, and 15.87%. Based on the experimental results, this paper proposes a bond–slip constitutive model between the bolt and resin concrete, which consists of a rising branch, a descending branch, and a residual branch. A differential equation relating shear stress to displacement was established, and the functions describing the variation in displacement, normal stress, and shear stress along the position were solved for the ascending branch. Although an analytical solution for the differential equation of the descending branch was not obtained, it will not affect the subsequent derivation of the theoretical anchorage length for the GFRP bolt–resin concrete system, as structural components in practical engineering are not permitted to undergo excessive bond-slip. Full article
(This article belongs to the Special Issue Polymer Admixture-Modified Cement-Based Materials)
21 pages, 3016 KB  
Article
Modelling of Mechanical Response of Weldlines in Injection-Moulded Short Fibre-Reinforced Polymer Components
by Matija Nabergoj, Janez Urevc and Miroslav Halilovič
Polymers 2025, 17(19), 2712; https://doi.org/10.3390/polym17192712 - 9 Oct 2025
Abstract
Short fibre-reinforced polymers (SFRPs) are increasingly used in structural applications where mechanical integrity under complex loading is critical. However, conventional modelling approaches often fail to accurately predict mechanical behaviour in weldline regions formed during injection moulding, where microstructural anomalies and pre-existing damage significantly [...] Read more.
Short fibre-reinforced polymers (SFRPs) are increasingly used in structural applications where mechanical integrity under complex loading is critical. However, conventional modelling approaches often fail to accurately predict mechanical behaviour in weldline regions formed during injection moulding, where microstructural anomalies and pre-existing damage significantly degrade performance. This study addresses these limitations by extending a hybrid micro–macromechanical constitutive framework to incorporate localised initial damage at weldlines. Calibration and validation of the model were conducted using directional tensile tests on dumbbell-shaped polyamide 66 specimens reinforced with 25 wt% glass fibres, featuring controlled weldline geometry. Digital image correlation (DIC) was employed to capture strain fields, while injection moulding simulations provided fibre orientation distributions and weldline positioning. Results demonstrate that incorporating initial damage and its independent evolution for the cold weld region significantly improves prediction accuracy in weldline zones without compromising model efficiency. The proposed approach can be integrated seamlessly with existing finite element framework and offers a robust solution for simulating SFRP components with weldlines, enhancing reliability in safety-critical applications. Full article
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12 pages, 1464 KB  
Article
Carbon Micro-Alloying Promotes Creep Flow via Enhanced Structural Heterogeneity in Fe-Based Amorphous Alloys
by Deyu Cao, Sishi Teng, Jiajie Lv, Xin Su, Yu Tong, Mingliang Xiang, Lijian Song, Meng Gao, Yan Zhang, Juntao Huo and Junqiang Wang
Materials 2025, 18(19), 4637; https://doi.org/10.3390/ma18194637 - 9 Oct 2025
Abstract
Tuning structural heterogeneity in metallic glasses is key to improving their mechanical performance. Here we examine how carbon micro-alloying modulates the relaxation dynamics and creep of Fe-based amorphous ribbons. Increasing carbon content lowers the crystallization temperature, amplifies β-relaxation, and reduces hardness, consistent [...] Read more.
Tuning structural heterogeneity in metallic glasses is key to improving their mechanical performance. Here we examine how carbon micro-alloying modulates the relaxation dynamics and creep of Fe-based amorphous ribbons. Increasing carbon content lowers the crystallization temperature, amplifies β-relaxation, and reduces hardness, consistent with enhanced atomic mobility. Nanoindentation creep, fitted with a stretched-exponential model, shows a decreasing exponent with carbon addition, indicating broader relaxation–time distributions and stronger dynamic heterogeneity. Nanoscale force-mapping further reveals a larger fraction of liquid-like regions and pronounced viscoelastic heterogeneity in carbon-rich samples. These changes facilitate the activation of shear-transformation zones and promote room-temperature creep flow. Together, the results establish a direct link between structural heterogeneity, relaxation processes, and mechanical response, providing guidance for the design of ductile metallic glasses. Full article
(This article belongs to the Special Issue Characterization, Properties, and Applications of New Metallic Alloys)
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23 pages, 2047 KB  
Article
Experimental Analysis of Ultraviolet Radiation Transmission Behavior in Fiber-Reinforced Thermoset Composites During Photopolymerization
by Ludovico Biavati, Sylvester Vogl and Klaus Drechsler
Textiles 2025, 5(4), 44; https://doi.org/10.3390/textiles5040044 (registering DOI) - 8 Oct 2025
Abstract
As the importance of sustainability and performance increases, new developments in the manufacturing of fiber-reinforced polymer composites (FRPC) are requested. Ultraviolet (UV) curing offers a faster, more economical, and eco-friendlier alternative to conventionally used thermal curing methods, e.g., autoclave curing, but according to [...] Read more.
As the importance of sustainability and performance increases, new developments in the manufacturing of fiber-reinforced polymer composites (FRPC) are requested. Ultraviolet (UV) curing offers a faster, more economical, and eco-friendlier alternative to conventionally used thermal curing methods, e.g., autoclave curing, but according to extant research, also presents some shortcomings, such as limitations to thin FRPCs and transparent glass fibers (GFs). This study analyses the UV light transmission in different thermoset FRPCs by irradiating various fiber samples on one side, while a sensor on the opposite side measures the transmitted irradiance. The materials investigated include unidirectional (UD) carbon fibers (CF), UD flax fibers (FF), and six GF fabrics with different ply structures. The fiber samples are tested in a dry, non-impregnated state and a resin-impregnated state using a UV-curable vinyl-ester-based resin. The results show that up to 16 plies of five GF fabrics are fully cured within the 20 s irradiation time and still exhibit a relatively high light transmission, revealing the potential of curing thick FRPCs with UV light. Furthermore, up to three plies of non-transparent FFs are cured, which is promising for the UV curing of natural fibers. Full article
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17 pages, 3767 KB  
Article
Structural and Chemical Stability of TiO2-Doped Basalt Fibers in Alkaline and Seawater Conditions
by Sergey I. Gutnikov, Sergey S. Popov, Timur A. Terentev and Bogdan I. Lazoryak
Buildings 2025, 15(19), 3605; https://doi.org/10.3390/buildings15193605 - 8 Oct 2025
Viewed by 48
Abstract
Alkali resistance is a critical factor for the long-term performance of glass fibers in cementitious composites. While zirconium oxide doping has proven effective in enhancing the durability of basalt fibers, its high cost and limited solubility motivate the search for viable alternatives. This [...] Read more.
Alkali resistance is a critical factor for the long-term performance of glass fibers in cementitious composites. While zirconium oxide doping has proven effective in enhancing the durability of basalt fibers, its high cost and limited solubility motivate the search for viable alternatives. This study presents the first systematic investigation of titanium dioxide (TiO2) doping in basalt-based glasses across a wide compositional range (0–8 mol%). X-ray fluorescence and diffraction analyses confirm complete dissolution of TiO2 within the amorphous silicate network, with no phase segregation. At low concentrations (≤3 mol%), Ti4+ acts as a network modifier in octahedral coordination ([TiO6]), reducing melt viscosity and lowering processing temperatures. As TiO2 content increases, titanium in-corporates into tetrahedral sites ([TiO4]), competing with Fe3+ for network-forming positions and displacing it into octahedral coordination, as revealed by Mössbauer spectroscopy. This structural redistribution promotes phase separation and triggers the crystallization of pseudobrukite (Fe2TiO5) at elevated temperatures. The formation of a protective Ti(OH)4 surface layer upon alkali exposure enhances chemical resistance, with optimal performance observed at 4.6 mol% TiO2—reducing mass loss in NaOH and seawater by 13.3% and 25%, respectively, and improving residual tensile strength. However, higher TiO2 concentrations (≥5 mol%) lead to pseudobrukite crystallization and a narrowed fiber-forming temperature window, rendering continuous fiber drawing unfeasible. The results demonstrate that TiO2 is a promising, cost-effective dopant for basalt fibers, but its benefits are constrained by a critical solubility threshold and structural trade-offs between durability and processability. Full article
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23 pages, 1124 KB  
Review
Health Effects of Ergonomics and Personal Protective Equipment on Chemotherapy Professionals
by Ana Reis, Vítor Silva, João José Joaquim, Luís Valadares, Cristiano Matos, Carolina Valeiro, Ramona Mateos-Campos and Fernando Moreira
Curr. Oncol. 2025, 32(10), 563; https://doi.org/10.3390/curroncol32100563 - 8 Oct 2025
Viewed by 86
Abstract
(1) Background: With the increasing incidence of cancer, the need for handling cytotoxic drugs has also grown. However, manipulating these drugs exposes healthcare professionals to significant risks, including occupational exposure to hazardous chemicals. Therefore, it is important to adopt protective measures, including personal [...] Read more.
(1) Background: With the increasing incidence of cancer, the need for handling cytotoxic drugs has also grown. However, manipulating these drugs exposes healthcare professionals to significant risks, including occupational exposure to hazardous chemicals. Therefore, it is important to adopt protective measures, including personal protective equipment (PPE) and correct ergonomic practices, to ensure safe drug preparation and minimize health risks for the operators. However, while chemical exposure and PPE have been extensively addressed in the literature, the combined impact of ergonomic practices and protective measures remains insufficiently emphasized, representing a critical gap this review aims to address. Accordingly, the objective of this literature review was to analyze the ergonomic and individual protection practices during the handling of cytostatic drugs and all the implications that bad ergonomic practices and/or poor individual protection have on the operator’s health; (2) Methods: In order to perform this integrative review, a structured literature search was conducted using online databases (Web of Science®, Google Scholar®, and PubMed®) from January 2005 to June 2025. (3) Results: A total of 19 articles were analyzed, with 17 focusing on PPE and 17 on ergonomics. The findings emphasize that PPE, such as gloves, masks, gowns, sleeves and safety glasses, plays a critical role in the safe handling of cytotoxic drugs, particularly when combined with other safety measures. Additionally, maintaining correct ergonomic posture is important in preventing musculoskeletal disorders; (4) Conclusions: This review emphasizes the significance of integrating appropriate PPE use with sound ergonomic procedures. Although PPE is still the secondary line of defense against occupational exposure, ergonomic issues must also be addressed to avoid chronic musculoskeletal problems. Continuous training, rigorous attention to safety procedures, and ergonomic enhancements should be prioritized by healthcare facilities as a key element of occupational safety programs to reduce the short-term and long-term health hazards for personnel handling dangerous drugs. Full article
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16 pages, 2805 KB  
Article
The Effects of Selenization Treatment Temperature on the Phase Formation and Properties of Ba-Doped LaCuOSe Thin Films
by Chin-Yun Huang, Guo-Ju Chen, Guan-You Wu, Po-Sheng Chang and Chih-Ning Wu
Coatings 2025, 15(10), 1174; https://doi.org/10.3390/coatings15101174 - 8 Oct 2025
Viewed by 137
Abstract
In this study, barium-doped lanthanum copper oxide (LaCuO) thin films were deposited onto quartz glass substrates using a radio frequency (RF) magnetron sputtering system. The deposited films were subsequently subjected to a selenization annealing process to convert them into barium-doped lanthanum copper oxyselenide [...] Read more.
In this study, barium-doped lanthanum copper oxide (LaCuO) thin films were deposited onto quartz glass substrates using a radio frequency (RF) magnetron sputtering system. The deposited films were subsequently subjected to a selenization annealing process to convert them into barium-doped lanthanum copper oxyselenide (LaCuOSe:Ba) thin films. Selenization was conducted at annealing temperatures of 750 °C, 800 °C, 850 °C, and 900 °C to determine the optimal processing conditions for achieving high-quality LaCuOSe:Ba films. Structural and compositional analyses were performed using X-ray diffraction (XRD) and X-ray photoelectron spectroscopy (XPS). The results indicated that the primary phase of the films under all conditions was LaCuOSe. However, at annealing temperatures above 850 °C, secondary phases, such as Cu2Se and La2O2Se, were formed, indicating partial decomposition or phase separation at elevated temperatures. Among the conditions tested, the film annealed at 850 °C exhibited the most favorable optoelectronic properties. It demonstrated an average visible light transmittance of 59%, an electrical resistivity of 6.37 × 10−3 Ω·cm, a carrier mobility of 5.87 cm2/V·s, and a carrier concentration of 2.15 × 1020 cm−3. These values yielded the highest calculated figure of merit for transparent conducting films, reaching 1.6 × 10−5 Ω−1, signifying an optimal balance between transparency and conductivity under these processing conditions. Full article
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16 pages, 9917 KB  
Article
Controlled Hydrophilic–Hydrophobic Transition of PET Films via Fluorination and Drying
by Zhipeng He, Jae-Ho Kim and Susumu Yonezawa
Physchem 2025, 5(4), 43; https://doi.org/10.3390/physchem5040043 - 7 Oct 2025
Viewed by 119
Abstract
Polyethylene terephthalate (PET) films were modified by direct fluorination using fluorine gas at room temperature and 660 torr for reaction times ranging from 10 min to 5 h. Some of the fluorinated samples were dried at 70 °C for 7 days. FT-IR and [...] Read more.
Polyethylene terephthalate (PET) films were modified by direct fluorination using fluorine gas at room temperature and 660 torr for reaction times ranging from 10 min to 5 h. Some of the fluorinated samples were dried at 70 °C for 7 days. FT-IR and XPS analyses confirmed the successful incorporation of fluorine into the PET structure, with the formation of -CHF- and -CF2- groups. The degree of fluorination increased with the reaction time, but excessive reaction led to the formation and loss of CF4. Drying further decreased the fluorine content due to the continued CF4 formation. XRD revealed that fluorination increased the crystallinity of PET owing to increased polarity, whereas drying decreased the crystallinity owing to increased crosslinking. The DSC results showed an increase in the glass transition temperature (Tg) after fluorination and drying, which was attributed to increased polarity and crosslinking, respectively. The surface hydrophilicity of PET increased significantly with fluorination time, and the water contact angle decreased to as low as 3.35°. This was due to the introduction of polar fluorine atoms and the development of a rough and porous surface morphology, as observed by AFM. Interestingly, drying of the fluorinated samples led to an increase in the water contact angle, with a maximum of 85.95°, owing to increased crosslinking and particle formation on the surface. This study demonstrates a simple and effective method for controlling the hydrophilicity and hydrophobicity of PET surfaces via direct fluorination and drying. Full article
(This article belongs to the Section Surface Science)
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18 pages, 3170 KB  
Article
Synthesis and Characterisation of Metal–Glass Composite Materials Fabricated by Liquid Phase Sintering
by Vladimir Pavkov, Gordana Bakić, Vesna Maksimović and Srećko Stopić
Materials 2025, 18(19), 4622; https://doi.org/10.3390/ma18194622 - 7 Oct 2025
Viewed by 241
Abstract
In recent years, there has been a global increase in environmental awareness, which has driven the application of natural materials or the synthesis of novel, environmentally compatible materials. Composite materials hold a prominent position among modern materials and are typically developed to achieve [...] Read more.
In recent years, there has been a global increase in environmental awareness, which has driven the application of natural materials or the synthesis of novel, environmentally compatible materials. Composite materials hold a prominent position among modern materials and are typically developed to achieve resistance to various damage mechanisms, thereby extending the service life of structures. This study presents the synthesis and characterisation of high-density metal–glass composite materials. The commercially available 316L stainless steel powder was used as the matrix material, while andesite basalt powder was used as the reinforcement phase. Andesite basalt aggregate, ground into powder, is a cost-effective, widely available, and environmentally friendly natural raw material. Powder metallurgy was employed to produce the composite materials. Sintering was performed at 1250 °C for 30 min in a vacuum. The density of the sintered composite samples was analysed as a function of andesite basalt content, with sintering conducted in the presence of a liquid phase. Composite materials were characterised using optical and scanning electron microscopy, X-ray structural analysis, and hardness testing. This study confirmed that the optimal combination of properties was achieved in the composite with 20 wt.% andesite basalt, present as a glass phase within the 316L steel matrix. Full article
(This article belongs to the Special Issue Synthesis, Sintering, and Characterization of Composites)
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33 pages, 10540 KB  
Article
Impact Response of a Thermoplastic Battery Housing for Transport Applications
by Aikaterini Fragiadaki and Konstantinos Tserpes
Batteries 2025, 11(10), 369; https://doi.org/10.3390/batteries11100369 - 5 Oct 2025
Viewed by 213
Abstract
The transition to electric mobility has intensified efforts to develop battery technologies that are not only high-performing but also environmentally sustainable. A critical element in battery system design is the structural housing, which must provide effective impact protection to ensure passenger safety and [...] Read more.
The transition to electric mobility has intensified efforts to develop battery technologies that are not only high-performing but also environmentally sustainable. A critical element in battery system design is the structural housing, which must provide effective impact protection to ensure passenger safety and prevent catastrophic failures. This study examines the impact response of an innovative sheet molding compound (SMC) composite battery housing, manufactured from an Elium resin modified with Martinal ATH matrix, reinforced with glass fibers, that combines fire resistance and recyclability, unlike conventional thermoset and metallic housings. The material was characterized through standardized mechanical tests, and its impact performance was evaluated via drop-weight experiments on plates and a full-scale housing. The impact tests were conducted at varying energy levels to induce barely visible impact damage (BVID) and visible impact damage (VID). A finite element model was developed in LS-DYNA using the experimentally derived material properties and was validated against the impact tests. Parametric simulations of ground and pole collisions revealed the critical velocity thresholds at which housing deformation begins to affect the first battery cells, while lower-energy impacts were absorbed without compromising the pack. The study provides one of the first combined experimental and numerical assessments of Elium SMC in battery enclosures, emphasizing its potential as a sustainable alternative for next-generation battery systems for transport applications. Full article
(This article belongs to the Section Battery Performance, Ageing, Reliability and Safety)
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21 pages, 5222 KB  
Article
False Positive Patterns in UAV-Based Deep Learning Models for Coastal Debris Detection
by Ye-Been Do, Bo-Ram Kim, Jeong-Seok Lee and Tae-Hoon Kim
J. Mar. Sci. Eng. 2025, 13(10), 1910; https://doi.org/10.3390/jmse13101910 - 4 Oct 2025
Viewed by 234
Abstract
Coastal debris is a global environmental issue that requires systematic monitoring strategies based on reliable statistical data. Recent advances in remote sensing and deep learning-based object detection have enabled the development of efficient coastal debris monitoring systems. In this study, two state-of-the-art object [...] Read more.
Coastal debris is a global environmental issue that requires systematic monitoring strategies based on reliable statistical data. Recent advances in remote sensing and deep learning-based object detection have enabled the development of efficient coastal debris monitoring systems. In this study, two state-of-the-art object detection models—RT-DETR and YOLOv10—were applied to UAV-acquired images for coastal debris detection. Their false positive characteristics were analyzed to provide guidance on model selection under different coastal environmental conditions. Quantitative evaluation using mean average precision (mAP@0.5) showed comparable performance between the two models (RT-DETR: 0.945, YOLOv10: 0.957). However, bounding box label accuracy revealed a significant gap, with RT-DETR achieving 80.18% and YOLOv10 only 53.74%. Class-specific analysis indicated that both models failed to detect Metal and Glass and showed low accuracy for fragmented debris, while buoy-type objects with high structural integrity (Styrofoam Buoy, Plastic Buoy) were consistently identified. Error analysis further revealed that RT-DETR tended to overgeneralize by misclassifying untrained objects as similar classes, whereas YOLOv10 exhibited pronounced intra-class confusion in fragment-type objects. These findings demonstrate that mAP alone is insufficient to evaluate model performance in real-world coastal monitoring. Instead, model assessment should account for training data balance, coastal environmental characteristics, and UAV imaging conditions. Future studies should incorporate diverse coastal environments and apply dataset augmentation to establish statistically robust and standardized monitoring protocols for coastal debris. Full article
(This article belongs to the Section Ocean Engineering)
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14 pages, 3409 KB  
Article
Synergistic ATO/SiO2 Composite Coatings for Transparent Superhydrophobic and Thermal-Insulating Performance
by Guodong Qin, Lei Li and Qier An
Coatings 2025, 15(10), 1160; https://doi.org/10.3390/coatings15101160 - 4 Oct 2025
Viewed by 279
Abstract
Multifunctional coatings integrating high transparency, thermal insulation, and self-cleaning properties are critically needed for optical devices and energy-saving applications, yet simultaneously optimizing these functions remains challenging due to material and structural limitations. This study designed a superhydrophobic transparent thermal insulation coating via synergistic [...] Read more.
Multifunctional coatings integrating high transparency, thermal insulation, and self-cleaning properties are critically needed for optical devices and energy-saving applications, yet simultaneously optimizing these functions remains challenging due to material and structural limitations. This study designed a superhydrophobic transparent thermal insulation coating via synergistic co-construction of micro–nano structures using antimony-doped tin oxide (ATO) and SiO2 nanoparticles dispersed in an epoxy resin matrix, with surface modification by perfluorodecyltriethoxysilane (PFDTES) and γ-glycidyl ether oxypropyltrimethoxysilane (KH560). The optimal superhydrophobic transparent thermal insulating (SHTTI) coating, prepared with 0.6 g SiO2 and 0.8 g ATO (SHTTI-0.6-0.8), achieved a water contact angle (WCA) of 162.4°, sliding angle (SA) of 3°, and visible light transmittance of 72% at 520 nm. Under simulated solar irradiation, it reduced interior temperature by 7.3 °C compared to blank glass. The SHTTI-0.6-0.8 coating demonstrated robust mechanical durability by maintaining superhydrophobicity through 40 abrasion cycles, 30 tape-peel tests, and sand impacts, combined with chemical stability, effective self-cleaning capability, and exceptional anti-icing performance that prolonged freezing time to 562 s versus 87 s for blank glass. This work provides a viable strategy for high-performance multifunctional coatings through rational component ratio optimization. Full article
(This article belongs to the Section Surface Characterization, Deposition and Modification)
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