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Search Results (394)

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21 pages, 12210 KB  
Article
Mechanisms of Surface Deposition-Induced Optical Degradation of Mineral Pigments Under Soot Exposure: A Case Study of Painted Surfaces in Zhaomiao Temples, Inner Mongolia
by Xin Wen, Shiqiang Wang, Yi Meng, Diandian Chen and Xiaoming Su
Coatings 2026, 16(1), 80; https://doi.org/10.3390/coatings16010080 - 9 Jan 2026
Viewed by 188
Abstract
Soot particle deposition is a common form of surface contamination in enclosed architectural environments and can significantly alter the optical appearance of painted surfaces. In the Zhaomiao temple halls of Inner Mongolia, long-term exposure to soot generated by butter lamps and incense burning [...] Read more.
Soot particle deposition is a common form of surface contamination in enclosed architectural environments and can significantly alter the optical appearance of painted surfaces. In the Zhaomiao temple halls of Inner Mongolia, long-term exposure to soot generated by butter lamps and incense burning has led to pronounced color darkening of mural pigments. To clarify the mechanisms by which soot deposition affects pigment optical behavior, this study investigates the surface deposition-induced color degradation of mineral pigment coatings, using Zhaomiao temple murals as a representative application context. Thirty-six typical mineral pigments were prepared as standardized coating specimens, and controlled soot deposition experiments were conducted to simulate progressive particulate accumulation on pigment surfaces. Variations in Commission Internationale de l’Éclairage (CIE) XYZ tristimulus values, luminance, and color difference (ΔE) were quantitatively analyzed under different soot-loading conditions. The results show systematic luminance attenuation and chromatic compression with increasing soot deposition, indicating that optical degradation is primarily governed by surface absorption and scattering effects introduced by carbonaceous particles. These results establish a quantitative framework based on measurable optical parameters—rather than a single absolute value—for evaluating particulate-induced optical degradation of pigment coatings. This study provides a quantitative basis for evaluating particulate-induced optical degradation of pigment coatings and supports surface condition assessment and digital reconstruction of soot-contaminated painted surfaces in architectural contexts such as the Zhaomiao temples. Full article
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32 pages, 641 KB  
Review
Synergistic Effects of Graphene and SiO2 Nanoadditives on Dirt Pickup Resistance, Hydrophobicity, and Mechanical Properties of Architectural Coatings: A Systematic Review and Meta-Analysis
by Kseniia Burkovskaia, Michał Strankowski and Krzysztof Szafran
Coatings 2026, 16(1), 32; https://doi.org/10.3390/coatings16010032 - 28 Dec 2025
Viewed by 322
Abstract
This article provides a comprehensive review of the literature on the use of graphene-based nanomaterials (graphene oxide, reduced graphene oxide, and graphene nanoplatelets) and nanosilica (SiO2) in architectural paint and coatings. The aim was to quantitatively assess their effect on dirt [...] Read more.
This article provides a comprehensive review of the literature on the use of graphene-based nanomaterials (graphene oxide, reduced graphene oxide, and graphene nanoplatelets) and nanosilica (SiO2) in architectural paint and coatings. The aim was to quantitatively assess their effect on dirt pickup resistance, hydrophobicity, and mechanical properties. In a systematic search across ScienceDirect, Scopus, and Web of Science (2010–2025), 20 studies that met the set inclusion criteria were identified. We extracted and generalized data with random-effects models (REML) based on standardized mean differences, conducting subgroup and meta-regression analyses to assess filler type, loading, and binder system impact. The results reveal that graphene-based fillers and SiO2 improve coating performance at the same time, and hybrid graphene-SiO2 systems may provide a synergistic improvement depending on the binder matrix. Our results present the first quantitative evidence of graphene-SiO2 interaction in the coating formulations, identify remaining research gaps, and indicate methods for designing next-generation facade paints with better dirt repellence, durability, and sustainability. Full article
(This article belongs to the Special Issue Modern Polymer Coating Materials Containing Graphene Derivatives)
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15 pages, 6063 KB  
Article
Rubber-Induced Corrosion of Painted Automotive Steel: Inconspicuous Case of Galvanic Corrosion
by Kateryna Popova, Jan Švadlena and Tomáš Prošek
Corros. Mater. Degrad. 2026, 7(1), 2; https://doi.org/10.3390/cmd7010002 - 23 Dec 2025
Viewed by 263
Abstract
Rubber components filled with carbon black are widely used in vehicles for sealing, preventing water ingress, and reducing vibration and aerodynamic noise. However, carbon particles increase the electrical conductivity of rubber. When a carbon-filled rubber part comes into contact with the metal car [...] Read more.
Rubber components filled with carbon black are widely used in vehicles for sealing, preventing water ingress, and reducing vibration and aerodynamic noise. However, carbon particles increase the electrical conductivity of rubber. When a carbon-filled rubber part comes into contact with the metal car body, it may act as a cathode, accelerating metal corrosion via galvanic coupling. This study combined volume resistivity and zero-resistance ammeter (ZRA) measurements, resistometric corrosion monitoring, and accelerated corrosion testing to assess the effect of rubber conductivity on the corrosion degradation of painted car body panels in defects. More conductive rubber induced a higher galvanic current and accelerated paint delamination from defects. Real-time monitoring confirmed an earlier onset of corrosion and higher corrosion rates for steel coupled with conductive rubber. These findings emphasize the importance of using low-conductive rubber with resistivity from 104 Ω·m to minimize the risk of galvanic corrosion of the car body. Full article
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25 pages, 4873 KB  
Article
Research on Lightweight Multi-Modal Behavior-Driven Methods for Pig Models
by Jun Yang and Bo Liu
Appl. Sci. 2026, 16(1), 19; https://doi.org/10.3390/app16010019 - 19 Dec 2025
Viewed by 202
Abstract
With the in-depth development of digital twin technology in modern agriculture, smart pig farm construction is evolving from basic environmental modeling toward refined, bio-behavior-driven approaches. This study addresses the non-standard body configurations and complex behavioral patterns of pig models by proposing a binding [...] Read more.
With the in-depth development of digital twin technology in modern agriculture, smart pig farm construction is evolving from basic environmental modeling toward refined, bio-behavior-driven approaches. This study addresses the non-standard body configurations and complex behavioral patterns of pig models by proposing a binding method that combines lightweight skeletal design with automated weight allocation strategies. The method optimizes skeletal layout schemes based on pig physiological structures and behavioral patterns, replacing manual painting processes through geometry-driven weight calculation strategies to achieve a balance between efficiency and animation naturalness. The research constructs a motion template library containing common behaviors such as walking and foraging, conducting quantitative testing and comprehensive evaluation in simulation systems. Experimental results demonstrate that the proposed method achieves significant improvements: it demonstrated superior computational efficiency with 95.2% reduction in computation time, memory storage space reduced by 91.7% through weight matrix sparsification (density controlled at 8.3%), and weight smoothness was maintained at 0.955 while cross-region weight leakage reduced from 15.3% to 2.1%. The method effectively supports animation expression of eight typical pig behavioral patterns with key joint angle errors controlled within 2.3 degrees, providing a technically viable and economically feasible pathway for virtual modeling and intelligent interaction in smart agriculture. Full article
(This article belongs to the Special Issue Digital Technologies in Smart Agriculture)
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19 pages, 2294 KB  
Article
Seasonal and Diurnal Dynamics of Urban Surfaces: Toward Nature-Supportive Strategies for SUHI Mitigation
by Syed Zaki Ahmed, Daniele La Rosa and Shanmuganathan Jayakumar
Land 2025, 14(12), 2412; https://doi.org/10.3390/land14122412 - 12 Dec 2025
Viewed by 332
Abstract
Rapid urban growth in South Indian coastal cities such as Chennai has intensified the Urban Heat Island (UHI) effect, with paved parking lots, walkways, and open spaces acting as major heat reservoirs. This study specifically compares conventional construction materials with natural and low-thermal-inertia [...] Read more.
Rapid urban growth in South Indian coastal cities such as Chennai has intensified the Urban Heat Island (UHI) effect, with paved parking lots, walkways, and open spaces acting as major heat reservoirs. This study specifically compares conventional construction materials with natural and low-thermal-inertia alternatives to evaluate their relative ability to mitigate Surface Urban Heat Island (SUHI) effects. Unlike previous studies that examine isolated materials or single seasons, this pilot provides a unified, multi-season comparison of nine urban surfaces, offering new evidence on their comparative cooling performance. To assess practical mitigation strategies, a field pilot was conducted using nine surface types commonly employed in the region—concrete, interlocking tiles, parking tiles, white cooling tiles, white-painted concrete, natural grass, synthetic turf, barren soil, and a novel 10% coconut-shell biochar concrete. The rationale of this comparison is to evaluate how conventional, reflective, vegetated, and low-thermal-inertia surfaces differ in their capacity to reduce surface heating, thereby identifying practical, material-based strategies for SUHI mitigation in tropical cities. Surface temperatures were measured at four times of day (pre-dawn, noon, sunset, night) across three months (winter, transition, summer). Results revealed sharp noon-time contrasts: synthetic turf and barren soil peaked above 45–70 °C in summer, while reflective coatings and natural grass remained 25–35 °C cooler. High thermal-mass materials such as concrete and interlocked tiles retained heat into the evening, whereas grass and reflective tiles cooled rapidly, lowering late-day and nocturnal heat loads. Biochar concrete performed thermally similarly to conventional concrete but offered co-benefits of ~10% cement reduction, carbon sequestration, and sustainable reuse of locally abundant coconut shell waste. Full article
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33 pages, 31820 KB  
Article
Confined Fluids in Gel Matrices for the Selective Cleaning of a Tibetan Altar Table
by Chiara Biribicchi, Jessica Chasen and Laura Maccarelli
Gels 2025, 11(12), 1001; https://doi.org/10.3390/gels11121001 - 11 Dec 2025
Viewed by 438
Abstract
LACMA’s 19th-century Tibetan Altar Table with Auspicious Symbols is characterized by a complex stratigraphy comprising animal glue-based ground and paint layers, a presumably original tung oil-based varnish, and a dark surface layer composed of a complex mixture of paraffinic wax, shellac, and rapeseed [...] Read more.
LACMA’s 19th-century Tibetan Altar Table with Auspicious Symbols is characterized by a complex stratigraphy comprising animal glue-based ground and paint layers, a presumably original tung oil-based varnish, and a dark surface layer composed of a complex mixture of paraffinic wax, shellac, and rapeseed oil, which obscures the object’s original decorative scheme. This study examines the use of nanostructured fluids and organic solvents confined within hydrogels and organogels for the selective removal of the dark surface layer while preserving the underlying paint and varnish. Following the analysis of the artwork’s constituent materials, cleaning tests were conducted and evaluated using visible and ultraviolet fluorescence (UVF) imaging, spectrophotometry, and digital microscopy. The homogeneous absorption of solvent mixtures by the organogels was assessed through gas chromatography–mass spectrometry (GC–MS). Results indicate that confining cleaning fluids within the gels’ porous networks significantly improved solvent retention and control of fluid release. While conventional cleaning methods proved insufficiently selective, the gradual release of a nanostructured fluid containing a small amount of benzyl alcohol, combined with the nanostructural properties of the poly(vinyl alcohol)–sebacic acid (PSA2) hydrogel, enabled targeted removal of the surface layer while preserving the integrity of the underlying layers. Full article
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14 pages, 26522 KB  
Article
Effect of Distributed Roughness Elements on Crossflow Transition in a Yawed Cone in a Mach 6 Wind Tunnel
by Haibo Niu, Shihe Yi, Xiaolin Liu and Jia Fu
Aerospace 2025, 12(12), 1045; https://doi.org/10.3390/aerospace12121045 - 25 Nov 2025
Viewed by 335
Abstract
Research on hypersonic crossflow transition holds significant engineering and scientific importance. This paper investigates the impact of distributed roughness elements (DREs) on crossflow transition for a cone set at a 6° angle of attack, using experimental methods. The research was conducted in the [...] Read more.
Research on hypersonic crossflow transition holds significant engineering and scientific importance. This paper investigates the impact of distributed roughness elements (DREs) on crossflow transition for a cone set at a 6° angle of attack, using experimental methods. The research was conducted in the Mach 6 wind tunnel, employing temperature-sensitive paint (TSP) as the measurement technology. Two types of nosetip were examined: a sharp nosetip with a radius of 0.1 mm and a blunt nosetip with a radius of 2.5 mm. The circumferential wavenumbers of the DREs on the nosetip included k = 35, k = 50, and k = 70. The results indicate that the nosetip with DREs at k = 50 has a more pronounced effect in promoting boundary layer transition to turbulence on the leeward side of the cone compared to the nosetips with DREs at k = 35 and k = 70. However, all three types of DREs exhibit similar effects on transition on the windward side. Additionally, the bluntness of the nosetip, at R = 2.5 mm, diminishes the effectiveness of DREs in promoting transition; however, the degree of diminished effectiveness varies with the circumferential azimuth. Full article
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16 pages, 3743 KB  
Article
Composition and Contrast: The Painterly Nature of Architectural Exterior Illumination
by Rafał Krupiński, Marta Rusnak, Wojciech Żagan, Bartosz Kuczyński, Zofia Koszewicz, Marta Szmigiel and Malwina Geniusz
Arts 2025, 14(6), 139; https://doi.org/10.3390/arts14060139 - 13 Nov 2025
Viewed by 474
Abstract
CIE recommendations for architectural exterior illumination provide general guidelines for highlighting building forms, with emphasis on edges, curvature, and spatial layering. However, they do not explicitly address luminance contrast disposition—specifically, whether elements further from the viewer should appear brighter or if those closer [...] Read more.
CIE recommendations for architectural exterior illumination provide general guidelines for highlighting building forms, with emphasis on edges, curvature, and spatial layering. However, they do not explicitly address luminance contrast disposition—specifically, whether elements further from the viewer should appear brighter or if those closer should be more intensely lit. Inspiration for addressing this problem can be drawn from the principles of Renaissance and Baroque paintings, where techniques of working with light evolved from dramatic contrasts to more rational and balanced approaches, offering valuable models for contemporary illumination design. This study compares the principles of painting from that period with eye-tracking and survey-based methods to investigate whether the arrangement of luminance contrasts of illuminated building facades significantly influences viewers’ visual attention, aesthetic judgment, and perception of depth. The verification was conducted in two stages using three lighting variants of a selected architectural object. These variants differed in the luminance contrast distribution between surfaces closer to and farther from the observer, while maintaining a constant average luminance level across the entire façade of 10 cd/m2. The first stage analysed visual reactions of 116 (out of 178) participants to luminance changes across the multi-segmented façade, presented in a darkened room on a luminance-calibrated display. The second stage involved a survey in which 358 participants were asked about their lighting preferences. Participants—including both design professionals and laypeople—exhibited consistent perceptions regarding how different lighting configurations affected their impression of the building. The results revealed that luminance disposition significantly influenced the perceived volume of the structure, particularly the sense of depth. Eye-tracking data also indicated a strong positive correlation between subjective aesthetic assessments and patterns of visual attention. Full article
(This article belongs to the Special Issue Aesthetics in Contemporary Cities)
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22 pages, 699 KB  
Review
Causes of Childhood Cancer: A Literature Review (2014–2021)—Part 3: Environmental and Occupational Factors
by Rebecca T. Emeny, Mary E. Butow, Linda Titus, Angela M. Ricci, Pamela J. Bagley, Heather B. Blunt, Alexandra Morgan, Jennifer A. Alford-Teaster, Raymond R. Walston and Judy R. Rees
Cancers 2025, 17(21), 3516; https://doi.org/10.3390/cancers17213516 - 31 Oct 2025
Viewed by 1677
Abstract
Purpose: To achieve a better understanding of the environmental factors that contribute to childhood cancers, so as to inform future prevention efforts. Methods: We conducted a comprehensive review of epidemiological studies on environmental risk factors and childhood cancer, which was published between January [...] Read more.
Purpose: To achieve a better understanding of the environmental factors that contribute to childhood cancers, so as to inform future prevention efforts. Methods: We conducted a comprehensive review of epidemiological studies on environmental risk factors and childhood cancer, which was published between January 2014 and March 2021. Potential exposure sources presented in this review include air pollution, radiation, and parental occupational exposures. We considered exposures during childhood and parental exposures occurring before the child’s conception and during pregnancy in relation to all types of childhood cancer. Results: Aggregated evidence is strong for associations between leukemia and parental/child exposure to traffic pollution, indoor paints, residential pesticides, and parental occupational/nonoccupational exposure to benzene. Evidence is also strong for associations between brain cancer and residential pesticides and parental occupational exposure to agricultural pesticides. Evidence of associations between leukemia and ionizing radiation from radon and nuclear power plants remains mixed, as does evidence of a link between electromagnetic fields (EMFs) and childhood leukemia. Conclusions: Clear associations have been demonstrated between childhood cancer and environmental factors, including parent/child exposure to traffic pollution, occupational/nonoccupational benzene, indoor paints, residential pesticides, and parental occupational exposure to agricultural pesticides. These associations can be used to inform further study of interventions and public health campaigns to reduce risk. Full article
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10 pages, 955 KB  
Proceeding Paper
Enhancing Parabolic Trough Collector Performance Through Surface Treatment: A Comparative Experimental Analysis
by Abdullah Rahman, Nawaf Mehmood Malik and Muhammad Irfan
Eng. Proc. 2025, 111(1), 30; https://doi.org/10.3390/engproc2025111030 - 28 Oct 2025
Viewed by 403
Abstract
Parabolic trough collectors (PTCs) are effective solar thermal systems, but their performance can be significantly enhanced through surface treatments. This research investigates the enhancement of thermal performance in parabolic trough collectors (PTCs) by experimentally evaluating the results of surface coating on the absorber [...] Read more.
Parabolic trough collectors (PTCs) are effective solar thermal systems, but their performance can be significantly enhanced through surface treatments. This research investigates the enhancement of thermal performance in parabolic trough collectors (PTCs) by experimentally evaluating the results of surface coating on the absorber tube surface. To achieve this objective, a closed-loop PTC system was fabricated to conduct an experimental comparison between a conventional simple copper tube and a black-painted copper tube. The experimental setup was placed in Islamabad, Pakistan, operated under both laminar and turbulent flow conditions to measure key performance metrics, of temperature difference (ΔT) between the inlet and outlet. The results demonstrate a significant performance advantage for the black-painted tube. In laminar flow, the black-painted tube achieved an average ΔT of 3.54 °C, compared to 2.11 °C for the simple copper tube. Similarly, in turbulent flow, the black-painted tube’s ΔT was 2.1 °C, surpassing the simple copper tube’s 1.57 °C. This superior performance is primarily attributed to the black surface’s high solar absorptivity, which more effectively captures and converts solar radiation into thermal energy. The findings highlight the critical role of surface treatment in optimizing PTC efficiency and provide a practical method for improving solar thermal energy systems. Full article
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23 pages, 13741 KB  
Article
Experimental and Numerical Investigation of Electromagnetic Wave Propagation Through Conductive Multilayer Coatings
by Vanja Mandrić, Slavko Rupčić, Bogdan Pavković and Ismail Baxhaku
Appl. Sci. 2025, 15(20), 11201; https://doi.org/10.3390/app152011201 - 19 Oct 2025
Viewed by 779
Abstract
The proliferation of wireless networking solutions, which are omnipresent in our daily lives, has led to increased exposure to the energy of electromagnetic (EM) waves in the higher frequency range, raising concerns about their impact on human health. Investigating the propagation of EM [...] Read more.
The proliferation of wireless networking solutions, which are omnipresent in our daily lives, has led to increased exposure to the energy of electromagnetic (EM) waves in the higher frequency range, raising concerns about their impact on human health. Investigating the propagation of EM waves through multilayer structures can shed light on the future direction of effective protection and shielding solutions. The paper provides a comparative study that examines EM wave propagation through a multilayered composite structure. The structure combines Plexiglas plates (acrylic, polymethyl methacrylate), a dielectric material, with one or more layers of conductive YSHIELD HSF54 paint to reduce EM field intensity. The paint’s carbon-based particle composition promises effective field attenuation. Our side-by-side comparative real-world measurements and simulation results showcase correlation. We further demonstrated the benefits of applying a layer of conductive YSHIELD HSF54 paint over Plexiglass to form a composite structure, with the initial layer contributing to attenuation of approximately 20 dB. Finally, the results were validated by calculating Morozov’s first- and second-order analytical approximations for the transmission parameter S21—the calculated values accurately trace both the simulations and measurements. The research concludes that shielding, which is used as a method of protection against EM radiation in many industrial devices, can also be used in procedures to protect human habitats by selecting new, innovative, and affordable materials and structures. Full article
(This article belongs to the Section Electrical, Electronics and Communications Engineering)
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11 pages, 2042 KB  
Article
Numerical Simulation of Drying Patterns of Nanofluids in an Open Square Domain
by Zhenlong Song, Yibo Hu and Yanguang Shan
Colloids Interfaces 2025, 9(5), 71; https://doi.org/10.3390/colloids9050071 - 15 Oct 2025
Viewed by 486
Abstract
The drying of nanofluid films on a surface can form various patterns and plays an important role in painting, surface patterning, and nano-fabrication processes. In this paper, a two-dimensional Kinetic Monte Carlo (KMC) model is developed based on the two-dimensional Ising model to [...] Read more.
The drying of nanofluid films on a surface can form various patterns and plays an important role in painting, surface patterning, and nano-fabrication processes. In this paper, a two-dimensional Kinetic Monte Carlo (KMC) model is developed based on the two-dimensional Ising model to investigate the drying patterns of nanofluids in an open domain. In the KMC model, the effective chemical potential is approximated by a linear function, in contrast to the constant value used in previous studies. This ensures that the dewetting front in the open domain consistently recedes from the edges toward the center. Simulation results show that nanoparticles, initially uniformly distributed, can assemble into branched structures that remain on the substrate after complete evaporation of the nanofluid. Furthermore, the structures observed in our study differ from the fractal cavities investigated in previous studies conducted in closed domains. A parametric study reveals that both the particle diffusion rate and the chemical potential distribution significantly influence the resulting patterns. Full article
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16 pages, 2436 KB  
Article
VIS-Light-Induced Degradation of Street Art Paints and Organic Pigments
by Nicolò Guarnieri, Claudia Conti, Matteo Passoni, Kevin Ambrogioni, Paulina Guzmán García Lascurain, Sara Goidanich and Lucia Toniolo
Appl. Sci. 2025, 15(18), 10188; https://doi.org/10.3390/app151810188 - 18 Sep 2025
Viewed by 1120
Abstract
Contemporary murals are highly susceptible to rapid color fading due to outdoor urban exposure. This study investigates the photodegradation mechanisms affecting synthetic organic pigments (SOPs) and commercial acrylic–vinyl paints under simulated visible light exposure. Artificial aging experiments were conducted on two types of [...] Read more.
Contemporary murals are highly susceptible to rapid color fading due to outdoor urban exposure. This study investigates the photodegradation mechanisms affecting synthetic organic pigments (SOPs) and commercial acrylic–vinyl paints under simulated visible light exposure. Artificial aging experiments were conducted on two types of systems: (a) pigment pellets, composed of pre-fixed pigments on mineral bases, as supplied by the manufacturer, and (b) commercial paints applied on glass substrates. Both systems were aged under controlled and uncontrolled relative humidity (RH) conditions. Colorimetric analyses revealed significant color fading, particularly in pigments PR112, PO5, and PV23. Vibrational spectroscopies highlighted the reduction in pigment-related bands after aging, indicating SOPs’ vulnerability to photodegradation. In paint mock-ups, FTIR-ATR measurements indicated binder degradation and an increase in signals from inorganic fillers. A superficial layer enriched in inorganic components was investigated non-invasively by Micro Spatially Offset Raman spectroscopy (Micro-SORS) in the beamsteer modality. It highlighted a gradient of calcite to pigment with depth. These findings indicate that color fading in mural paints results from the combined degradation of both pigments and binders. Full article
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19 pages, 2245 KB  
Systematic Review
Systematic Literature Review of Research on the Effectiveness of Art Therapy for Chinese Patients with Depressive Disorder
by Guochao Xu, Bo Ram Park and Bo Hyun Kim
Int. J. Environ. Res. Public Health 2025, 22(9), 1443; https://doi.org/10.3390/ijerph22091443 - 17 Sep 2025
Viewed by 1637
Abstract
This study aimed to systematically review literature on the effects of art therapy in Chinese patients with depression. The review was conducted in accordance with the guidelines of the preferred reporting items for systematic reviews and meta-analyses. We used four Chinese databases (CNKI, [...] Read more.
This study aimed to systematically review literature on the effects of art therapy in Chinese patients with depression. The review was conducted in accordance with the guidelines of the preferred reporting items for systematic reviews and meta-analyses. We used four Chinese databases (CNKI, CBM, WF, and VIP) to identify studies and dissertations published in China between January 2008 and December 2023, retrieving 368 studies. We applied the inclusion/exclusion criteria based on the Participant, Intervention, Comparison, Outcome, Time, and Study Design criteria and assessed the risk of bias; 34 studies were included. Studies began in 2008 and their number increased in 2018. They mostly comprised research articles. Intervention targets were most often adolescents (≤19 years old) diagnosed with depressive disorder. Art therapy interventions were conducted and comprised 6–10 group therapy sessions that lasted 60–90 min each. Of the 12 techniques used, painting was the most common. Second, art therapy effectively improved affective, social, cognitive, self, and physical aspects. Given the slow development of art therapy in research and clinical practice, we believe our study makes valuable contributions to its advancement in China. Full article
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33 pages, 1120 KB  
Review
Wearables in ADHD: Monitoring and Intervention—Where Are We Now?
by Mara-Simina Olinic, Roland Stretea and Cristian Cherecheș
Diagnostics 2025, 15(18), 2359; https://doi.org/10.3390/diagnostics15182359 - 17 Sep 2025
Cited by 2 | Viewed by 5206
Abstract
Introduction: Wearable devices capable of continuously sampling movement, autonomic arousal and neuro-electrical activity are emerging as promising complements to traditional assessment and treatment of Attention-Deficit/Hyperactivity Disorder (ADHD). By moving data collection from the clinic to everyday settings, these technologies offer an unprecedented window [...] Read more.
Introduction: Wearable devices capable of continuously sampling movement, autonomic arousal and neuro-electrical activity are emerging as promising complements to traditional assessment and treatment of Attention-Deficit/Hyperactivity Disorder (ADHD). By moving data collection from the clinic to everyday settings, these technologies offer an unprecedented window onto the moment-to-moment fluctuations that characterise the condition. Methods: Drawing on a comprehensive literature search spanning 2013 to February 2025 across biomedical and engineering databases, we reviewed empirical studies that used commercial or research-grade wearables for ADHD-related diagnosis, monitoring or intervention. Titles and abstracts were screened against predefined inclusion criteria, with full-text appraisal and narrative synthesis of the eligible evidence. A narrative synthesis was conducted, with inclusion criteria targeting empirical studies of wearable devices applied to ADHD for monitoring, mixed monitoring-plus-intervention, or intervention-only applications. No quantitative pooling was undertaken due to heterogeneity of designs, endpoints, and analytic methods. Results: The reviewed body of work demonstrates that accelerometers, heart-rate and electrodermal sensors, and lightweight EEG headsets can enrich clinical assessment by capturing ecologically valid markers of hyperactivity, arousal and attentional lapses. Continuous monitoring studies suggest that wearable-derived metrics align with symptom trajectories and medication effects, while early intervention trials explore haptic prompts, attention-supporting apps and non-invasive neuromodulation delivered through head-worn devices. Across age groups, participants generally tolerate these tools well and value the objective feedback they provide. Nevertheless, the literature is limited by heterogeneous study designs, modest sample sizes and short follow-up periods, making direct comparison and clinical translation challenging. Conclusions: Current evidence paints an optimistic picture of the feasibility and acceptability of wearables in ADHD, yet larger, standardised and longer-term investigations are needed to confirm their clinical utility. Collaboration between clinicians, engineers and policymakers will be crucial to address data-privacy, equity and cost-effectiveness concerns and to integrate wearable technology into routine ADHD care. Full article
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