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Search Results (151)

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Keywords = sustainable façade materials

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39 pages, 21004 KB  
Article
Vertical Thermal Stratification and Orientation Effects on Summer Outdoor Thermal Conditions of Campus Terraces in Severe Cold Regions
by Bo Wang, Guoqiang Ai, Wenlong Zhang, Bingbing Han and Hongyu Zhao
Sustainability 2026, 18(16), 8158; https://doi.org/10.3390/su18168158 - 10 Aug 2026
Viewed by 138
Abstract
Optimizing outdoor thermal environments is essential for sustainable urban development and spatial resilience. Existing urban microclimate studies generally adopt the 1.5 m pedestrian height to represent outdoor thermal conditions. However, this widely accepted assumption has not been verified in multi-level campus spaces with [...] Read more.
Optimizing outdoor thermal environments is essential for sustainable urban development and spatial resilience. Existing urban microclimate studies generally adopt the 1.5 m pedestrian height to represent outdoor thermal conditions. However, this widely accepted assumption has not been verified in multi-level campus spaces with terrace-induced complex three-dimensional environments, particularly in severe cold climate zones. This study investigates vertical thermal stratification and the relative influences of orientation, surface material, and height in Changchun, China. Field measurements at four levels were integrated with ENVI-met simulations calibrated against six independent validation sites. During summer peak hours, orientation dominates the thermal regime, outweighing both material and height. The peak thermal load shifts vertically from the south at lower elevations to the west at upper levels, generating a maximum air temperature difference of 1.66 °C compared to the consistently coolest east-facing terraces at 14:00. The vertical temperature profile does not follow a simple trend but varies with the surrounding geometry. Mid-level thermal trap appears near 3.5 m in the semi-enclosed building, where air temperature peaks before declining toward the roof. Moreover, an idealized model shows monotonic cooling with height, confirming that local obstructions cause the observed heat accumulation. During summer peak hours, surface material exerts a highly limited direct effect on ambient air temperature within these well-mixed three-dimensional spaces. Differences among concrete, asphalt, wood, and turf stay below 0.1 °C, roughly two orders of magnitude smaller than the orientation-driven contrast, because turbulent mixing and façade radiation overwhelm local surface heat fluxes. The findings highlight the inadequacy of evaluating thermal conditions at a single height, and challenge the conventional assumptions that material substitution is the primary heat mitigation measure in multi-level environments and that building orientation plays only a minor role in microclimate regulation. All quantitative outputs stem from ideal courtyard shapes and cloudless summer scenarios, reflecting mechanistic microclimate patterns instead of globally applicable predictive metrics. Local validation is mandatory before extending these conclusions to other seasons or building typologies. For sustainable summer thermal regulation on multi-level campuses, this work highlights orientation and adaptive shading as primary design measures, while material configuration acts only as auxiliary fine-tuning. Full article
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36 pages, 23802 KB  
Article
What Remains Local in Preserved Historic Districts? Multimodal Evidence on Heritage Identity and Multisensory Homogenization in Yunnan
by Yuxin Qin, Yuhao Huang and Dayu Yang
Buildings 2026, 16(15), 2993; https://doi.org/10.3390/buildings16152993 - 27 Jul 2026
Viewed by 466
Abstract
Historic districts are conserved through visible fabric, while locality is also sustained by everyday sounds, language, and social activity. This study examines the spatial patterning of perceived multisensory homogenization across five historic districts in Yunnan, China. We combine street-view imagery for all sites, [...] Read more.
Historic districts are conserved through visible fabric, while locality is also sustained by everyday sounds, language, and social activity. This study examines the spatial patterning of perceived multisensory homogenization across five historic districts in Yunnan, China. We combine street-view imagery for all sites, synchronous field recordings at 340 sampling points on Ximen Street, pairwise human judgments, multimodal model scoring, and explainable machine learning. For the other four districts, auditory variables represent image-derived proxies for potential soundscape conditions, rather than measured acoustics. The results reveal a mismatch between visual preservation and auditory locality: streets that retain historic façades may still be perceived as losing distinctive soundmarks and everyday acoustic identity. In the fitted models, standardized signage, generic decoration, and consumption-oriented frontages are associated with higher visual homogenization predictions, whereas dialect-related cues, resident activity, and diverse everyday sound events are associated with stronger auditory locality. The findings support heritage governance that considers not only material appearance but also the social and acoustic conditions through which place distinctiveness is maintained. Full article
(This article belongs to the Section Building Energy, Physics, Environment, and Systems)
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19 pages, 2616 KB  
Article
Water Resistance of Fully Bio-Based Particleboard Intended for Building Façade Application
by Ramunas Tupciauskas, Laura Andze, Oskars Bikovens, Andris Berzins, Martins Andzs, Gunars Pavlovics, Rudolfs Berzins and Janis Rizikovs
Thermo 2026, 6(3), 60; https://doi.org/10.3390/thermo6030060 - 22 Jul 2026
Viewed by 244
Abstract
Ventilated façades are increasingly used in building renovations, often containing non-renewable and CO2-emissions-intensive cement-based materials. Renewable biomass-based materials offer a more sustainable alternative with a high amount of sequestered CO2. However, water uptake is a critical factor in exterior [...] Read more.
Ventilated façades are increasingly used in building renovations, often containing non-renewable and CO2-emissions-intensive cement-based materials. Renewable biomass-based materials offer a more sustainable alternative with a high amount of sequestered CO2. However, water uptake is a critical factor in exterior applications. This study investigates the water resistance of high-density particleboards made of wheat straw (WS), grey alder (GA), and softwood (SW) for façade-related exterior applications. Two general board types were produced from each biomass using (1) steam explosion (SE) treatment and (2) the addition of birch-bark-derived suberinic acids (SAs) as the bio-based binder. In addition, the influence of conventional and mold hot pressing was investigated. The particleboards were coated with four types of innovative finishes, comprising (1) purified SA, (2) SA + chitosan (SH), (3) SA + earth pigment (SP), and (4) SHP. The water resistance of the particleboards was evaluated using an internal bonding (IB) test after 2 h of boiling and by measuring the water drop contact angle. FTIR analysis was performed to identify differences between the board varieties and to explain the obtained results. Only two board varieties (GASA and SWSA) fulfilled the Type P5 EN 312 water resistance requirement (0.15 N/mm2), achieving IB values of 0.81 ± 0.23 N/mm2 and 0.22± 0.07 N/mm2, respectively. In turn, the coatings used did not significantly increase the static contact angle compared to the reference board. Although the results of this study confirm the inherent moisture sensitivity of engineered particleboards, two board varieties demonstrate promising potential for façade-related exterior applications. Full article
23 pages, 16829 KB  
Article
A Comparative Study of the Conservation and Sustainable Renewal of Arcade Buildings in Four Lingnan Cities
by Qinyu Li, Junwei Yang and Ziyi Zhu
Buildings 2026, 16(14), 2854; https://doi.org/10.3390/buildings16142854 - 17 Jul 2026
Viewed by 252
Abstract
Against the background of China’s large-scale, fast-paced, and uniformly constructed urban renewal, Lingnan arcade buildings are confronted with unprecedented conservation challenges, a contextual feature that endows this research with unique academic value in the international arena. Drawn from the authors’ practical participation in [...] Read more.
Against the background of China’s large-scale, fast-paced, and uniformly constructed urban renewal, Lingnan arcade buildings are confronted with unprecedented conservation challenges, a contextual feature that endows this research with unique academic value in the international arena. Drawn from the authors’ practical participation in a government-led arcade conservation project in Zhao’an, three pragmatic research gaps unaddressed by existing theories are identified. Through a systematic comparative analysis of conservation and sustainable renewal models, as well as specific adaptive reuse cases of arcade buildings in four representative Lingnan cities, Macao, Hong Kong, Guangzhou and Shantou, three targeted recommendations corresponding to the aforementioned dilemmas are proposed to inform future practices: 1. Arcade conservation practices should not be restricted to superficial facade restoration. Instead, a well-defined intervention framework shall be established prior to the implementation of any conservation works. 2. Sufficient emphasis shall be placed on the material and structural authenticity throughout the design and construction phase. 3. A sustainable long-term operation mechanism shall be formulated post restoration to facilitate the revival of the inherent vitality of arcade buildings. Full article
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36 pages, 81756 KB  
Article
Assessing Urban Chromatic Contagion: A Quantitative Index and an Epidemiological Approach to Prevent Visually Disruptive Facade Interventions
by Maialen Sagarna, María Senderos-Laka, Juan Pedro Otaduy-Zubizarreta, Ana Azpiri-Albístegui, Fernando Mora-Martín, José Javier Pérez-Martínez and Mireia Roca-Zeberio
Urban Sci. 2026, 10(7), 340; https://doi.org/10.3390/urbansci10070340 - 23 Jun 2026
Viewed by 462
Abstract
Façades play a decisive role in shaping the visual and symbolic character of historic urban environments. Recent European funding schemes promoting energy-efficient retrofitting have accelerated interventions on building envelopes. Although aligned with decarbonization objectives, these processes are generating significant chromatic and material transformations [...] Read more.
Façades play a decisive role in shaping the visual and symbolic character of historic urban environments. Recent European funding schemes promoting energy-efficient retrofitting have accelerated interventions on building envelopes. Although aligned with decarbonization objectives, these processes are generating significant chromatic and material transformations that risk eroding the visual coherence and cultural sustainability of consolidated urban areas. In the historic Ensanches of San Sebastián, the replacement of traditional envelope systems with new cladding solutions is leading to the loss of the architectural style of some facades and altering their materials, textures, and colors. A progressive “contagion effect” has been identified, whereby dissonant chromatic schemes—often associated with the proliferation of so-called “zebra blocks”, residential buildings with façades clad in alternating black and white stripes that have proliferated in recent urban developments—are replicated across adjacent buildings, gradually weakening spatial continuity and the genius loci of the neighborhood. In response to this phenomenon, this research develops a systematic methodology to analyze, quantify, and anticipate chromatic transformation in consolidated urban fabrics. The study combines historical morphological analysis, classification of architectural periods, and chromatic mapping of recent façade interventions. Based on this framework, a CARI, Chromatic Alteration Risk Index is proposed to evaluate the potential impact of façade alterations on urban chromatic coherence. Drawing on an epidemiological framework, the methodology enables the identification of critical transformation clusters, the assessment of contagion dynamics, and the definition of regulatory thresholds for color and material interventions. By integrating perceptual criteria, urban morphology, and spatial distribution patterns, the study moves beyond descriptive diagnosis and offers a transferable tool for municipal planning. The proposed approach supports the proactive regulation of façade rehabilitation processes, balancing energy efficiency objectives with the preservation of collective memory, material identity, and urban sensory quality. This study proposes a quantitative model of “urban chromatic contagion” to assess how façade color interventions propagate within a neighborhood. We define the Chromatic Integration Percentage (CIP) and the Chromatic Alteration Risk Index (CARI) of the analyzed area. Results indicate that poorly regulated façades show higher chromatic dissonance (low CIP) and act as contagion hotspots, while a clear risk gradient emerges: highly protected buildings present lower risk, whereas mixed typologies and recent rehabilitations concentrate higher CARI values. The model supports preventive urban color management by identifying areas at risk before visible alteration. Full article
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24 pages, 5910 KB  
Article
Digital Heritage Conservation of Historical Villages Using UAV Photogrammetry–LiDAR Fusion and AI-Based Façade Material Analytics
by Junpeng Fan, Zao Zhang, Anbang Dai, Hongxi Yin and Yasushi Ikeda
Geomatics 2026, 6(3), 66; https://doi.org/10.3390/geomatics6030066 - 5 Jun 2026
Viewed by 637
Abstract
The accelerating deterioration of Chinese historical villages necessitates advanced digital approaches for systematic documentation and conservation. The present research proposes a novel Digital Heritage Framework that integrates UAV-based 3D oblique photogrammetry, LiDAR point cloud modeling, and computer vision. Unlike single-technology approaches, our methodology [...] Read more.
The accelerating deterioration of Chinese historical villages necessitates advanced digital approaches for systematic documentation and conservation. The present research proposes a novel Digital Heritage Framework that integrates UAV-based 3D oblique photogrammetry, LiDAR point cloud modeling, and computer vision. Unlike single-technology approaches, our methodology solves modeling issues for complex terrain mapping. This especially applies to the interior and roof works of buildings. The framework implements a customized Rhino-Grasshopper. The 3D model is able to resolve issues of shadow occlusion and spatial discontinuity by integrating aerial and ground-based datasets into spatially coherent formats. This makes use of the Meta-AI-SAM2 deep learning model for semantic segmentation and identification of materials. The computer vision (CV) approach gives semi-automated façade analysis. It enables documentation of complex architectural features non-invasively. We developed a Unity-based visualization platform. It features multiscale representations, ranging from village-scale layouts to centimeter-accurate scans of heritage structures such as the Qinchuan Ancestral Hall. Integration with the Unity platform optimizes dataset organization and hierarchical structuring. This significantly enhances database operational efficiency. This integration reduces manual processing complexity and hardware demands. Demonstrating documented efficiency and precision, this workflow presents a scalable solution for endangered heritage sites. Future research will explore AI-assisted detail reconstruction and cross-cultural adaptations. It potentially establishes this framework as a comprehensive tool for sustainable digital conservation. Full article
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24 pages, 1684 KB  
Review
Advanced Plasma-Modified Textile Polymer Materials for Building Energy Retrofit Technologies
by Musaddaq Azeem, Nesrine Amor, Muhammad Kashif and Muhammad Tayyab Noman
Polymers 2026, 18(11), 1395; https://doi.org/10.3390/polym18111395 - 4 Jun 2026
Cited by 2 | Viewed by 600
Abstract
Buildings account for a significant share of global energy consumption and carbon emissions, creating an urgent need for advanced energy retrofit technologies. This review critically examines the role of plasma-modified textile polymer materials in improving the energy efficiency and durability of building retrofit [...] Read more.
Buildings account for a significant share of global energy consumption and carbon emissions, creating an urgent need for advanced energy retrofit technologies. This review critically examines the role of plasma-modified textile polymer materials in improving the energy efficiency and durability of building retrofit systems. Various textile polymers, including polyester (polyethylene terephthalate, PET), polypropylene (PP), polytetrafluoroethylene (PTFE), polyamide (PA), and fiber-reinforced composites, are evaluated in relation to plasma surface engineering approaches, including atmospheric plasma, dielectric barrier discharge (DBD), and plasma jet treatment. Reported studies demonstrate that plasma treatment significantly alters surface morphology and chemistry, resulting in increased surface roughness, enhanced wettability, improved coating adhesion, and superior hydrophobic behavior. Water contact angles increased from approximately 70° to 145° depending on polymer type and plasma conditions, while reflective coating performance improved with solar reflectance enhancements of approximately 10–15%. Plasma-treated reflective roofing and shading textiles also showed reductions in building cooling energy demand of approximately 18–25% and roof temperature decreases of 10–15 °C. Furthermore, plasma-induced surface activation improved durability, ultraviolet (UV) resistance, and weather stability of textile membranes used in facade and roofing applications. The review also discusses industrial challenges related to scalability, plasma aging effects, energy consumption, and long-term performance. Plasma-modified systems demonstrate strong potential for multifunctional, lightweight, and sustainable building envelope technologies for future energy-efficient construction. Full article
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25 pages, 31854 KB  
Article
Preservation of Rural Heritage and Regional Planning Strategies Through Traditional Architectural Typology: The Case of Akkoy, Bilecik
by Aslıhan Kızılyar, Fikret Bademci, Durduşen Öztürk and Hicran Hanım Halaç
Buildings 2026, 16(11), 2243; https://doi.org/10.3390/buildings16112243 - 2 Jun 2026
Viewed by 354
Abstract
In provinces where the dynamics of industrialization and urbanization are intensifying, migration flows from rural settlements to urban centers are transforming the socio-cultural structure and physical fabric of rural spaces, leading to the gradual weakening of the unique rural identity and, consequently, a [...] Read more.
In provinces where the dynamics of industrialization and urbanization are intensifying, migration flows from rural settlements to urban centers are transforming the socio-cultural structure and physical fabric of rural spaces, leading to the gradual weakening of the unique rural identity and, consequently, a decline in its sustainability. This study examines the population loss occurring in rural areas as a result of industrialization and urbanization processes, along with the accompanying issue of cultural heritage preservation, using the village of Akkoy in Bilecik as a case study. Akkoy is considered worthy of preservation due to its geographical location and its architectural fabric, which has survived largely intact to the present day. Within the scope of the research, the architectural typology of 134 traditional dwellings in Akkoy was analyzed in detail based on parameters such as plot relationships, number of floors, construction systems, material usage, and facade characteristics. The findings show that the structures in the village are examples of sustainable architecture, built using local materials (adobe, stone, wood) and adapted to the sloping terrain. However, it was determined that due to intense migration, a large portion of the structures are abandoned and at risk of losing their original identities. The study emphasizes that a comprehensive conservation and management plan covering not only the buildings but also socio-economic activities (silkworm farming, agriculture, etc.) must be implemented urgently to preserve Akkoy’s rural heritage. Full article
(This article belongs to the Special Issue Advanced Studies in Urban and Regional Planning—2nd Edition)
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29 pages, 4368 KB  
Article
Integrating Smart Materials into Building Facade Design to Achieve Thermal Sustainability: A Case Study in Karbala, Iraq
by Saba Salih Shalal, Haider I. Alyasari, Zahraa Nasser Azzam, Ali Nadhim Shakir, Zainab Mahmood Malik and Zainab Hamid Mohson
Buildings 2026, 16(8), 1634; https://doi.org/10.3390/buildings16081634 - 21 Apr 2026
Viewed by 606
Abstract
This study addresses a critical methodological gap in evaluating building envelope performance in hot, arid climates, the overreliance on annual energy indicators, which fail to capture transient thermal behavior during peak-load periods. In such environments, instantaneous heat gains, their intensity, and temporal distribution [...] Read more.
This study addresses a critical methodological gap in evaluating building envelope performance in hot, arid climates, the overreliance on annual energy indicators, which fail to capture transient thermal behavior during peak-load periods. In such environments, instantaneous heat gains, their intensity, and temporal distribution are decisive factors for cooling demand, occupant comfort, and grid stability. To overcome this limitation, a dynamic evaluation framework—the Thermal Adaptation Rating (TAC) system—is proposed. TAC integrates three interrelated indices—peak temperature reduction (ΔT_peak), relative peak cooling load reduction (ΔP_peak, %), and peak thermal delay (Δt_delay), representing thermal damping, load intensity mitigation, and temporal redistribution, respectively. A typical residential building in Karbala was modeled in DesignBuilder using the EnergyPlus engine, with inputs documented and calibration performed against real consumption data following ASHRAE standards (MBE and CV(RMSE)) to ensure reliability. The study examined advanced envelope systems, including thermochromic glass (TG), phase-change materials (PCMs), aerogel materials (AMs), and hybrid combinations. Results revealed that while AM achieved the greatest annual energy savings, its impact on instantaneous cooling load was limited. PCM, by contrast, effectively mitigated and delayed peak loads, enhancing thermal comfort (PMV/PPD). Hybrid systems, particularly TG-PCM, delivered the most balanced performance, simultaneously reducing peak cooling load and shifting its occurrence to reshape the cooling demand curve during critical periods. These findings demonstrate that annual indices alone are insufficient for evaluating envelope performance in extreme climates. Peak-condition analysis, expressed in terms of instantaneous cooling load, as operationalized through TAC, provides a more accurate representation of thermal behavior and offers a practical tool to guide envelope design decisions in hot, dry regions. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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26 pages, 17521 KB  
Article
Multi-Objective Optimization of Façade and Roof Opening Configurations for Sustainable Industrial Heritage Retrofit: Enhancing Daylight Availability, Non-Visual Potential, and Energy Performance
by Jian Ma, Zhenxiang Cao, Jie Jian, Kunming Li and Jinyue Wu
Sustainability 2026, 18(7), 3644; https://doi.org/10.3390/su18073644 - 7 Apr 2026
Viewed by 770
Abstract
During the adaptive reuse of industrial heritage buildings, existing opening systems and envelope performance often pose major constraints. These restrictions make it difficult for the building to meet the requirements of the updated indoor environment, resulting in insufficient daylight and increased energy consumption. [...] Read more.
During the adaptive reuse of industrial heritage buildings, existing opening systems and envelope performance often pose major constraints. These restrictions make it difficult for the building to meet the requirements of the updated indoor environment, resulting in insufficient daylight and increased energy consumption. Therefore, optimizing lighting and energy performance has become the primary goal of the retrofit design. However, with limited interventions, the retrofit of heritage buildings to achieve significant overall performance improvement is still a challenge. From a sustainability perspective, improving daylight utilization and reducing energy demand are essential strategies for achieving low-carbon and resource-efficient building retrofit. This study proposes a grid-based parametric multi-objective optimization approach to optimize the window openings of the building envelope. The approach defines the position, size and material properties of the roof and facade openings as design variables. Implemented via the Honeybee and Octopus platforms, it integrates a genetic algorithm with EnergyPlus and Radiance simulations to co-optimize daylight performance, circadian frequency, and energy use intensity. Taking a single-story typical industrial heritage building in China’s cold climate zone as a case study, it is shown that coordinated multi-objective constraints significantly improve the overall performance across various evaluation metrics. The optimization results also provide interpretable window configuration strategies and recommended parameter ranges, which fully consider the climate adaptability of the surrounding environment. These findings offer useful guidance for sustainable retrofit design decision-making in similar single-story industrial heritage buildings. Full article
(This article belongs to the Section Green Building)
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41 pages, 3140 KB  
Systematic Review
Structural Imbalance and Life-Cycle Cost Coverage in Vertical Greenery Systems: A Systematic Literature Review
by Nitchaya Phatthanaphan, Tarid Wongvorachan, Duangkamon Wutisun, Sathirat Singkham, Sippakorn Petsirasan, Chaniporn Thampanichwat, Suphat Bunyarittikit and Sanawete Sirirat
Buildings 2026, 16(7), 1353; https://doi.org/10.3390/buildings16071353 - 29 Mar 2026
Viewed by 1220
Abstract
Vertical greenery systems (VGS), including vertical gardens (VG) and green façades (GF), are increasingly promoted as nature-based solutions for sustainable urban development. Despite their environmental benefits, economic evaluation remains fragmented, particularly within a life-cycle cost (LCC) perspective. This study conducts a systematic literature [...] Read more.
Vertical greenery systems (VGS), including vertical gardens (VG) and green façades (GF), are increasingly promoted as nature-based solutions for sustainable urban development. Despite their environmental benefits, economic evaluation remains fragmented, particularly within a life-cycle cost (LCC) perspective. This study conducts a systematic literature review to examine the structural configuration of cost-related research on VGS within an LCC framework. Following the PRISMA protocol, 136 peer-reviewed articles published between 2021 and 2025 were identified through a structured search of the ScienceDirect database and retained as the analytical dataset. Bibliometric mapping, thematic classification, and co-occurrence analysis were applied to assess publication patterns, the distribution of cost components, and reporting structures. Five principal cost categories were identified: Installation and Operation, Maintenance, Consumables, Materials and Manufacturing, and Design. The results reveal a pronounced concentration on installation and maintenance costs, while design-phase economics and comprehensive LCC integration remain marginal. Most studies address only one or two cost categories, indicating structural fragmentation. In addition, heterogeneous reporting units and inconsistent contextual descriptors constrain cross-study comparability and cumulative synthesis. Collectively, the findings demonstrate that although cost research on VGS is expanding, it has not yet achieved methodological maturity within a standardized LCC framework. Advancing harmonized cost-reporting protocols and integrated life-cycle modeling is therefore essential to support robust economic evaluation and informed implementation of VGS in sustainable built environments. Full article
(This article belongs to the Section Architectural Design, Urban Science, and Real Estate)
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59 pages, 18673 KB  
Article
Characterization and Predictive Modeling of Diatomite Mortar Performance: A Hybrid Framework Based on Experimental Analysis and Machine Learning Meta-Models
by Sihem Brahimi, Miloud Hamadache and Mhand Hifi
Buildings 2026, 16(7), 1281; https://doi.org/10.3390/buildings16071281 - 24 Mar 2026
Cited by 1 | Viewed by 584
Abstract
Decarbonizing the construction sector requires high-volume replacement of Portland clinker with non-calcined supplementary cementitious materials (SCMs). This study investigates white cement pastes incorporating raw Algerian diatomite—a silica-rich biogenic mineral—at substitution levels from 40% to 95% (5% increments) and a fixed water-to-binder ratio of [...] Read more.
Decarbonizing the construction sector requires high-volume replacement of Portland clinker with non-calcined supplementary cementitious materials (SCMs). This study investigates white cement pastes incorporating raw Algerian diatomite—a silica-rich biogenic mineral—at substitution levels from 40% to 95% (5% increments) and a fixed water-to-binder ratio of 0.5. The target application is ultra-lightweight, multifunctional composites for non-structural uses such as decorative panels and partition elements. Increasing diatomite content progressively reduced bulk density from 1.483 g/cm3 (D40) to 0.557 g/cm3 (D95) and increased porosity. 28-day compressive strength decreased monotonically from 16 MPa (D40) to 2.4 MPa (D95) as clinker dilution intensified. Ultrasonic pulse velocity dropped from 6205 m/s to 1495 m/s, reflecting progressive pore development and confirming the material’s lightweight potential. Statistically significant strength gains beyond 28 days were recorded (+25.87% for compression, p-value < 0.05), evidencing delayed pozzolanic activity. These results confirm that raw, non-calcined diatomite is a viable SCM for eco-efficient, low-density construction systems. To overcome the extrapolation instability of purely data-driven approaches, a Meta-Avrami Hybrid Framework was developed. It anchors Gradient Boosting residual learning to a sigmoidal Avrami hydration kernel. The model achieved high predictive accuracy (R20.999, RMSE0.010) under 10-fold cross-validation. Generalization was well-controlled, with a low overfitting gap (ΔR2=0.0226) and stable fold-to-fold performance (Std=0.0204). These metrics confirm suitability for unseen mix designs. This is particularly relevant for service-life assessment of partition panels and lightweight façade elements, where long-term performance guarantees are required. The physics-informed architecture ensures asymptotic strength stabilization up to a 10-year horizon (amplification ratios 1.03–1.05). This prevents the non-physical divergence observed in polynomial and power-law hybrids (ratios 1.36–1.70). The framework provides a reliable and interpretable tool for service-life design of sustainable low-carbon cementitious systems. Full article
(This article belongs to the Section Building Materials, and Repair & Renovation)
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15 pages, 2024 KB  
Article
Fire Performance of Ventilated Rendered Facades with EPS Insulation: Full-Scale DIN-Type Evaluation and Influence of Cavities on Flame Spread
by Aušra Stankiuvienė and Ritoldas Šukys
Fire 2026, 9(3), 113; https://doi.org/10.3390/fire9030113 - 3 Mar 2026
Viewed by 1532
Abstract
The fire performance of ventilated facade systems incorporating combustible insulation remains a critical issue in contemporary building design. This study presents a full-scale natural-fire test of a ventilated, rendered facade system containing 150 mm expanded polystyrene (EPS) insulation, conducted in accordance with the [...] Read more.
The fire performance of ventilated facade systems incorporating combustible insulation remains a critical issue in contemporary building design. This study presents a full-scale natural-fire test of a ventilated, rendered facade system containing 150 mm expanded polystyrene (EPS) insulation, conducted in accordance with the DIN 4102-20 methodology. Temperature measurements were recorded at key facade locations via K-type thermocouples, and flame spread, materials melting, and degradation were documented through visual observations. The combustion chamber reached a peak temperature of 912 °C, while the thermocouple located above the opening recorded a maximum temperature of 786 °C. No sustained flaming or debris above the 3.5 m height limit was observed, yet significant internal EPS melting occurred throughout the cavity. These findings underscore the potency of the “chimney effect” in ventilated cavities, highlight the limitations of the current acceptance criteria, and provide evidence relevant to ongoing efforts to develop more coherent approaches to facade fire-safety assessment. Full article
(This article belongs to the Special Issue Behavior of Structural Building Materials in Fire)
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32 pages, 3223 KB  
Article
Integrating Generative Design and Artificial Intelligence for Optimized Energy-Efficient Composite Facades in Next-Generation Smart Buildings
by Mohammad Q. Al-Jamal, Ayoub Alsarhan, Mahmoud AlJamal, Qasim Aljamal, Bashar S. Khassawneh, Amina Salhi and Hanan Hayat
Sustainability 2026, 18(5), 2379; https://doi.org/10.3390/su18052379 - 1 Mar 2026
Cited by 8 | Viewed by 1342
Abstract
The pursuit of energy efficiency and sustainability in the built environment has placed façade systems at the forefront of innovation in architectural design. This study proposes an integrated framework that combines generative design techniques with artificial intelligence (AI) to optimize composite façade configurations [...] Read more.
The pursuit of energy efficiency and sustainability in the built environment has placed façade systems at the forefront of innovation in architectural design. This study proposes an integrated framework that combines generative design techniques with artificial intelligence (AI) to optimize composite façade configurations for next-generation smart buildings. Using parametric modeling, a wide design space of façade geometries and material compositions was generated, capturing trade-offs between thermal performance, daylight, structural strength, and aesthetic variability. Artificial intelligence algorithms, particularly machine learning models, are trained on simulation-derived performance datasets to rapidly predict key indicators such as energy consumption, thermal transmittance (U-value) and solar heat gain coefficients. The proposed approach achieved a predictive accuracy of 99.85%, enabling efficient exploration of optimal solutions across high-dimensional design alternatives. A multi-objective optimization strategy was further implemented to balance energy efficiency with structural and aesthetic constraints, producing façade configurations that outperform conventional designs. The findings demonstrate that integrating generative design with AI-based prediction not only accelerates the façade design process but also provides actionable pathways toward net-zero energy buildings. This research highlights the transformative potential of AI-driven generative workflows in advancing sustainable architecture and delivering intelligent, adaptive and performance-oriented façades for future urban environments. Full article
(This article belongs to the Special Issue Building a Sustainable Future: Sustainability and Innovation in BIM)
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37 pages, 6774 KB  
Article
Evaluating WELL-Informed Biophilic Façades in Automated Retail Environments: A Multimodal Eye-Tracking and Facial Expression Analysis
by Jie Yun and Nayeon Kim
Buildings 2026, 16(4), 876; https://doi.org/10.3390/buildings16040876 - 22 Feb 2026
Viewed by 1029
Abstract
Global urbanization redirects attention toward the sensory quality of the built environment as a decisive factor in public health and psychological resilience. In automated retail, façades function as sensory interfaces to mitigate the psychological alienation and sensory deprivation inherent in automated nodes. This [...] Read more.
Global urbanization redirects attention toward the sensory quality of the built environment as a decisive factor in public health and psychological resilience. In automated retail, façades function as sensory interfaces to mitigate the psychological alienation and sensory deprivation inherent in automated nodes. This preliminary study proposes and empirically validates a multimodal evaluation framework for assessing WELL-informed, AI-generated biophilic façade designs in automated retail contexts. Grounded in Environment-Based Design (EBD) theory, the framework systematically integrates health-oriented design logic with generative AI–based façade synthesis and multimodal human-response evaluation. To evaluate the effectiveness of the proposed methodology, this study pursued three specific objectives: (1) to utilize a curated series of architectural façade variations with calibrated biophilic complexity derived from an environment-based AI generative framework, as experimental stimuli, (2) to quantify subconscious responses represented by gaze patterns and behavioral indicators elicited by these configurations, and (3) to analyze the correlation and potential divergence between implicit physiological responses and explicit conscious aesthetic appraisals. The multimodal experiment involving 30 participants integrated eye-tracking, facial expression analysis, and Semantic Differential (SD) scales. Area of Interest (AOI)-based visual attention analysis indicated that biophilic complexity, particularly the integration of organic patterns and natural materials, significantly enhanced subconscious visual interest and sustained engagement within specific design zones. The findings unveiled a complexity–aesthetic paradox where subconscious physiological and behavioral indicators exhibited peak engagement with high-complexity patterns while conscious aesthetic preference favored material-driven structural clarity. Statistical verification via repeated measures correlation analysis revealed a lack of significant linear association between instinctive physiological engagement and explicit aesthetic appraisal, highlighting a notable divergence between implicit and explicit responses. In conclusion, grounded in an EBD–driven evaluation framework, this research establishes a systematic evaluation methodology for health-conscious design, recommending a material-first strategy with pattern as an enhancement to align subconscious fascination with psychological comfort. Full article
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