Journal of building engineering最新文献

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Factors influencing the mechanical strength of geopolymer-based ultra-high-performance concrete (G-UHPC): A systematic review from materials to processes 影响地聚合物基高性能混凝土(G-UHPC)机械强度的因素:从材料到工艺的系统综述
IF 6.7 2区 工程技术
Journal of building engineering Pub Date : 2025-06-13 DOI: 10.1016/j.jobe.2025.113095
Zhenzhen Liu , Bing Chen , Xiangrui Meng
{"title":"Factors influencing the mechanical strength of geopolymer-based ultra-high-performance concrete (G-UHPC): A systematic review from materials to processes","authors":"Zhenzhen Liu ,&nbsp;Bing Chen ,&nbsp;Xiangrui Meng","doi":"10.1016/j.jobe.2025.113095","DOIUrl":"10.1016/j.jobe.2025.113095","url":null,"abstract":"<div><div>Traditional ultra-high-performance concrete (UHPC) has a significant environmental impact due to its high cement content, leading to increased interest in sustainable alternatives. Geopolymer-based ultra-high-performance concrete (G-UHPC) has recently attracted attention because of its lower carbon footprint and environmental advantages. Although research on G-UHPC is still in its early phases, its mechanical strength has emerged as a critical performance indicator. Based on existing literature, this paper provides a comprehensive review of the key factors influencing G-UHPC's mechanical strength. The review examines the effects of chemical components, such as binders, activators, aggregates, and fibers, on mechanical strength and their synergistic interactions. Additionally, it analyzes how mixing ratios and curing conditions, as crucial process parameters, affect the mechanical properties of G-UHPC. Furthermore, the paper summarizes commonly used optimal designs and curing techniques. Finally, it outlines potential future research directions for G-UHPC. This review offers valuable insights for scholars and engineers seeking to enhance their understanding of the strength development mechanisms in G-UHPC and promotes the advancement of this emerging material.</div></div>","PeriodicalId":15064,"journal":{"name":"Journal of building engineering","volume":"111 ","pages":"Article 113095"},"PeriodicalIF":6.7,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305017","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application-oriented multi-level framework for dimensional quality inspection of prefabricated laminated slabs 面向应用的预制叠合板尺寸质量检测多级框架
IF 6.7 2区 工程技术
Journal of building engineering Pub Date : 2025-06-13 DOI: 10.1016/j.jobe.2025.113179
Qingze Li , Yang Yang , Gang Yao , Gang Liao
{"title":"Application-oriented multi-level framework for dimensional quality inspection of prefabricated laminated slabs","authors":"Qingze Li ,&nbsp;Yang Yang ,&nbsp;Gang Yao ,&nbsp;Gang Liao","doi":"10.1016/j.jobe.2025.113179","DOIUrl":"10.1016/j.jobe.2025.113179","url":null,"abstract":"<div><div>Dimensional quality inspection (DQI) of prefabricated laminated slabs (PLS) is critical for on-site construction efficiency, yet existing techniques suffer from delayed inspection timelines and limited inspection scopes. To address these issues, an application-oriented multi-level DQI framework for PLS is proposed in this paper, namely, Identification-Segmentation-Measurement based on YOLOv8 and the Segment Anything Model (YS-ISM). YS-ISM enables the online DQI of PLS in production. YS-ISM consists of four steps: (1) pre-training of the benchmark identification model, (2) targeted improvement of the benchmark identification model, (3) pixel-level target segmentation, and (4) multi-target dimensional measurement. Numerical experiments demonstrate that the improved model, featuring the proposed Context-Enhanced Feature Fusion Pyramid Network (CEFFPN), enables more effective feature aggregation and contextual information propagation. By leveraging the channel partition selection mechanism of Dimension-Aware Selective Integration (DASI) and Shape-IoU, which balances focus on bounding box shape and scale, it overcomes inaccurate small-target localization caused by nesting and occlusion in PLS. The improved model achieves 82.4 % and 70.2 % mAP0.5_0.95 for holes and PVC boxes, representing 15.5 % and 10.9 % improvements over the benchmark model. The effectiveness of YS - ISM has been verified in practical applications. For the contour dimensions of the laminated panel and the coordinates of the PVC box, the maximum recognition errors are 1.4 % and 34.3 mm, respectively. For the hole, the maximum diameter error is 10.6 mm and the maximum coordinate error is 25.4 mm. which has a positive impact on prefabricated concrete components quality control. The outcomes of the application demonstrate the considerable potential of YS-ISM in the DQI of PLS, which has a positive impact on the development of prefabricated buildings.</div></div>","PeriodicalId":15064,"journal":{"name":"Journal of building engineering","volume":"111 ","pages":"Article 113179"},"PeriodicalIF":6.7,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305031","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Elucidating the rate-dependent shear failure mechanism in cement fractures based on multi-parameter acoustic emission analysis 基于多参数声发射分析的水泥裂缝速率相关剪切破坏机制研究
IF 6.7 2区 工程技术
Journal of building engineering Pub Date : 2025-06-13 DOI: 10.1016/j.jobe.2025.113161
Dongqi Shang , Sunhao Zhang , Yujing Jiang , Xiaoshan Wang , Jinge Zhang , Jie Liu , Yan Wang
{"title":"Elucidating the rate-dependent shear failure mechanism in cement fractures based on multi-parameter acoustic emission analysis","authors":"Dongqi Shang ,&nbsp;Sunhao Zhang ,&nbsp;Yujing Jiang ,&nbsp;Xiaoshan Wang ,&nbsp;Jinge Zhang ,&nbsp;Jie Liu ,&nbsp;Yan Wang","doi":"10.1016/j.jobe.2025.113161","DOIUrl":"10.1016/j.jobe.2025.113161","url":null,"abstract":"<div><div>Gaining insight into the rate-dependent shear failure behavior of cement fractures is crucial for the design and safety evaluation of cement-based structures. Direct shear tests were conducted under constant normal load (CNL) conditions with multi-parameter acoustic emission (AE) monitoring. As the shear rate increased from 2.5 mm/min to 20 mm/min, the peak shear stresses for groups SA, SB, and SC decreased from 2.95 MPa, 2.61 MPa, and 2.21 MPa–2.23 MPa, 1.87 MPa, and 1.69 MPa, corresponding to reduction rates of 24.4 %, 28.4 %, and 23.5 %, respectively. Similarly, the residual shear stresses declined from 2.86 MPa, 2.21 MPa, and 1.67 MPa–2.02 MPa, 1.81 MPa, and 1.57 MPa, with reduction rates of 29.4 %, 18.1 %, and 5.9 %, respectively. The results demonstrated a negative correlation between shear stress and shear rate, attributed to a transition from gnawing failure (GF) to sliding failure (SF). AE signals showed distinct activity near peak shear stress, emphasizing their effectiveness in capturing failure evolution. Crack classification using the RA–AF method combined with a Gaussian Mixture Model (GMM) verified the GF-to-SF transition and the corresponding proportions of crack types, consistent with multifractal analysis. Dominant tensile cracks were associated with the degradation of second-order asperities. Additionally, a higher post-peak stress drop rate (PPSDR) at low shear rates indicates a transition in frictional behavior, whereas a lower PPSDR at higher rates reflects the persistence of stable sliding friction. This study contributes significantly to a better understanding of the rate-dependent shear failure mechanism in cement fractures.</div></div>","PeriodicalId":15064,"journal":{"name":"Journal of building engineering","volume":"111 ","pages":"Article 113161"},"PeriodicalIF":6.7,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144291671","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Interior panel selection for light-timber structure buildings under intermittent energy use: Balancing mould risk and energy efficiency 间歇性能源使用下的轻木结构建筑内饰板选择:平衡霉菌风险和能源效率
IF 6.7 2区 工程技术
Journal of building engineering Pub Date : 2025-06-13 DOI: 10.1016/j.jobe.2025.113182
Jiang Lu , Yucong Xue , Wanqing Xu , Jian Ge
{"title":"Interior panel selection for light-timber structure buildings under intermittent energy use: Balancing mould risk and energy efficiency","authors":"Jiang Lu ,&nbsp;Yucong Xue ,&nbsp;Wanqing Xu ,&nbsp;Jian Ge","doi":"10.1016/j.jobe.2025.113182","DOIUrl":"10.1016/j.jobe.2025.113182","url":null,"abstract":"<div><div>Light-framed timber structure (LTS) buildings are increasingly utilized in the hot summer and cold winter climate zone due to their renewability, energy efficiency, and low carbon footprint. However, heat and moisture transfer (HAMT) within the building envelope becomes highly complex under the intermittent energy consumption mode commonly adopted in this region, impacting energy performance, indoor environmental creation, and moisture risk prevention. In these processes, interior panels, serving as the primary pathway for HAMT between indoor environment and building envelopes, play a critical but often overlooked role in mould prevention and moisture regulation. To assess the comprehensive impacts of energy consumption mode and identify the optimal strategy for interior panels, this study employed numerical simulations conducted using WUFI-Plus, validated through in-situ experimental data. Results showed that, although intermittent modes met indoor hygrothermal requirements only about 25 % of the time and were less effective in controlling temperature and relative humidity compared to continuous modes, they significantly reduced mould growth risks by leveraging daytime ventilation while achieving a 72.0 % reduction in annual energy consumption. Interior panels with high water vapour permeability helped lower envelope moisture content and improve humidity control, though they may also induce moisture fluctuations. Inorganic materials with moderate vapour permeability are thus recommended as a balanced choice. This study highlights the value of considering interior panel configuration in tandem with typical operational modes, providing practical guidance for hygrothermal optimisation of LTS buildings in humid climates.</div></div>","PeriodicalId":15064,"journal":{"name":"Journal of building engineering","volume":"111 ","pages":"Article 113182"},"PeriodicalIF":6.7,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305012","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Differential settlements of piled raft foundation: numerical simulations, empirical equations and design charts 桩筏基础的微分沉降:数值模拟、经验方程和设计图表
IF 6.4 2区 工程技术
Journal of building engineering Pub Date : 2025-06-13 DOI: 10.1016/j.jobe.2025.113118
Ruping LUO PhD, Zhidan LI PhD, Bitang ZHU PhD., Qijing YANG PhD
{"title":"Differential settlements of piled raft foundation: numerical simulations, empirical equations and design charts","authors":"Ruping LUO PhD, Zhidan LI PhD, Bitang ZHU PhD., Qijing YANG PhD","doi":"10.1016/j.jobe.2025.113118","DOIUrl":"https://doi.org/10.1016/j.jobe.2025.113118","url":null,"abstract":"Piled raft foundations are widely adopted for different kinds of infrastructure projects due to their high bearing capacity and deformation control efficiency. However, differential settlement which is critical to structural integrity remains inadequately addressed in existing design methods. This study employs three-dimensional finite element simulations to systematically analyze the influence of soil type, pile configuration, raft stiffness, and load distribution patterns on differential settlement. A novel parameter, the <ce:italic>relative flexural ratio</ce:italic> (defined as the angular distortion normalized by average settlement, <ce:italic>θ</ce:italic><ce:inf loc=\"post\"><ce:italic>r</ce:italic></ce:inf><ce:italic>/w</ce:italic><ce:inf loc=\"post\"><ce:italic>ave</ce:italic></ce:inf>), is proposed to characterize the differential settlement behavior. Parametric studies reveal that the <ce:italic>relative flexural ratio</ce:italic> exhibits strong normalization with piled raft stiffness (<ce:italic>K</ce:italic><ce:inf loc=\"post\"><ce:italic>r</ce:italic></ce:inf>), with load distribution patterns being the dominant influencing factor. Empirical equations and design charts linking <ce:italic>θ</ce:italic><ce:inf loc=\"post\"><ce:italic>r</ce:italic></ce:inf><ce:italic>/w</ce:italic><ce:inf loc=\"post\"><ce:italic>ave</ce:italic></ce:inf> to <ce:italic>K</ce:italic><ce:inf loc=\"post\"><ce:italic>r</ce:italic></ce:inf> are established for three typical load types (central, edge, and uniform). The reliability of the proposed design charts has been verified by three published case histories. Based on the design charts and the empirical equations provided in this paper, the distribution range of the maximum differential settlement of a piled raft foundation can be quickly obtained by calculating the average settlement of the piled raft foundation, offering a practical tool for preliminary differential settlement estimation in engineering design.","PeriodicalId":15064,"journal":{"name":"Journal of building engineering","volume":"13 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144304981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-objective optimization of an integrated energy system with shared energy storage 具有共享储能的集成能源系统多目标优化
IF 6.4 2区 工程技术
Journal of building engineering Pub Date : 2025-06-13 DOI: 10.1016/j.jobe.2025.113176
Guangtai Zhang, Hui Chen, Libin Yang, Jian Gao, Bingxiang Ji, Lingling Li
{"title":"Multi-objective optimization of an integrated energy system with shared energy storage","authors":"Guangtai Zhang, Hui Chen, Libin Yang, Jian Gao, Bingxiang Ji, Lingling Li","doi":"10.1016/j.jobe.2025.113176","DOIUrl":"https://doi.org/10.1016/j.jobe.2025.113176","url":null,"abstract":"To improve the operational efficiency and stability of an integrated energy system with shared energy storage, this study proposes a hierarchical optimization framework. A three-layer optimization model is constructed to address the problem that it is difficult to consider the interests of multiple parties and the synergy of multiple objectives in the traditional model. In the first layer, a fish eagle optimization algorithm is used to optimize the operator's energy supply revenue and subsidy cost. The second layer proposes a multi-objective osprey optimization algorithm (MOOOA) to solve the multi-objective optimization problem of the operational revenue and net load fluctuation of shared energy storage. The third layer is based on a mathematical solver to refine the optimization of demand response user agent cost. The proposed method reduces the user agent cost by 21.00% and the net load fluctuation by 49.99% with only 7.42% reduction in shared energy storage revenue, which verifies the role of layered optimization in synergizing the system with multiple actors. The operator-energy storage-user layered optimization architecture established in this study avoids the single optimization limitation of the traditional centralized model. The proposed MOOOA is verified to be universal by ZDT/UF test function. This study provides referable optimization ideas for the low-carbon and high-efficiency operation of integrated energy systems, which helps to promote energy structure transformation and sustainable development.","PeriodicalId":15064,"journal":{"name":"Journal of building engineering","volume":"625 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144304979","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Early-Age Mechanical and Shrinkage Performance of CaO-MgO Expansive Agent Self-Compacting Concrete CaO-MgO膨胀剂自密实混凝土早期力学性能及收缩性能
IF 6.4 2区 工程技术
Journal of building engineering Pub Date : 2025-06-13 DOI: 10.1016/j.jobe.2025.113165
Xiao Guo, Longhui Liao, Kaizhong Xie, Wen Xu, Liqun Lu, Kang Huang
{"title":"Early-Age Mechanical and Shrinkage Performance of CaO-MgO Expansive Agent Self-Compacting Concrete","authors":"Xiao Guo, Longhui Liao, Kaizhong Xie, Wen Xu, Liqun Lu, Kang Huang","doi":"10.1016/j.jobe.2025.113165","DOIUrl":"https://doi.org/10.1016/j.jobe.2025.113165","url":null,"abstract":"Material properties and construction processes can cause structural issues like shrinkage and debonding in steel tube concrete. This study examines the effect of mix proportions on the mechanical and shrinkage properties of CaO-MgO expansive self-compacting concrete. Using X-ray diffraction, low-field nuclear magnetic resonance, scanning electron microscopy, and mechanical and shrinkage tests, this study examines how microstructural changes, structural characteristics, and pore evolution influence early-age strength and shrinkage. CaO-MgO expansive agents densify concrete microstructure, enhancing mechanical properties. At 28 days, a CaO 63 wt.%, MgO 37 wt.% mix increased cubic compressive strength (74.8 MPa) and splitting tensile strength (4.74 MPa) by 8.6% and 25.2%, respectively. Expansive agents reduced flowability from 50 mm to 27 mm but effectively suppressed shrinkage. Drying shrinkage decreased by 19.8%–99.9%, autogenous shrinkage by 20.0%–99.2%, with a CaO 75 wt.%, MgO 25 wt.% mix showing positive deformation. By analyzing the development of early-age mechanical strength, an expansive agent dosage model was proposed. Further research was conducted on early-age strength development based on various models, resulting in a predictive model for early-age mechanical strength in relation to the expansive agent dosage. This study demonstrates that CaO-MgO expansive agents optimize microstructure, enhance strength, and mitigate early shrinkage, providing a theoretical basis and practical guidance for improving concrete durability.","PeriodicalId":15064,"journal":{"name":"Journal of building engineering","volume":"14 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144304978","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Axial compressive behavior of double-skin steel-plate composite walls with parallel CFST columns 平行钢管混凝土柱双层钢板组合墙轴压特性研究
IF 6.7 2区 工程技术
Journal of building engineering Pub Date : 2025-06-13 DOI: 10.1016/j.jobe.2025.113181
Mengyue Zhang , Zhiyuan He , Bowen Liu , Guifeng Zhao , Yuhong Ma , Dawen Guo , Zhuangcheng Fang
{"title":"Axial compressive behavior of double-skin steel-plate composite walls with parallel CFST columns","authors":"Mengyue Zhang ,&nbsp;Zhiyuan He ,&nbsp;Bowen Liu ,&nbsp;Guifeng Zhao ,&nbsp;Yuhong Ma ,&nbsp;Dawen Guo ,&nbsp;Zhuangcheng Fang","doi":"10.1016/j.jobe.2025.113181","DOIUrl":"10.1016/j.jobe.2025.113181","url":null,"abstract":"<div><div>This study analyzed the axial compressive behavior of double-skin steel-plate composite walls with parallel CFST columns (P-CFST-DSCWs) to improve structural stability and performance under axial loading conditions. Four specimens underwent axial compression tests, focusing on key design factors such as steel plate thickness, CFST column spacing, and aspect ratio. Experimental and finite element analyses were performed to examine load-bearing mechanisms, record failure modes (including steel bulging, concrete crushing, and overall instability), and confirm model accuracy. Results indicated that increasing steel tube thickness significantly enhanced initial stiffness, peak load capacity, and confinement effects on the concrete core, contributing to improved structural integrity. Reducing CFST column spacing lowered post-peak ductility, suggesting that closer spacing could limit deformation capacity under extreme loads. Specimens with greater aspect ratios demonstrated susceptibility to global buckling, leading to compromised ductility and reduced load capacity. Comparative analysis revealed close alignment between finite element predictions and experimental findings, supporting the reliability of the model in simulating axial compression behavior in P-CFST-DSCWs. A calculation model for axial compressive capacity was introduced, integrating steel confinement effects and steel-concrete synergy; results demonstrated greater accuracy and stability compared to traditional methods. This research provided essential insights for optimizing P-CFST-DSCW design to enhance load-bearing capacity and energy dissipation.</div></div>","PeriodicalId":15064,"journal":{"name":"Journal of building engineering","volume":"111 ","pages":"Article 113181"},"PeriodicalIF":6.7,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305013","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Development of an occupancy measurement system for micro-zones within open office spaces based on multi-view multi-person 3D pose estimation 基于多视角多人三维姿态估计的开放式办公空间微区占用测量系统的开发
IF 6.4 2区 工程技术
Journal of building engineering Pub Date : 2025-06-12 DOI: 10.1016/j.jobe.2025.113037
Sihua Chen, Tomohiro Fukuda, Nobuyoshi Yabuki
{"title":"Development of an occupancy measurement system for micro-zones within open office spaces based on multi-view multi-person 3D pose estimation","authors":"Sihua Chen, Tomohiro Fukuda, Nobuyoshi Yabuki","doi":"10.1016/j.jobe.2025.113037","DOIUrl":"https://doi.org/10.1016/j.jobe.2025.113037","url":null,"abstract":"A micro-zone constitutes the fundamental unit of open spaces. Occupancy information of micro-zones with functional attributes is critical for layout optimization, space management, and energy control in open-plan workplaces. However, existing occupancy measurement methods predominantly focus on macro-scales and commonly suffer from reliance on additional devices, rigid behavioral constraints, and limited access to authentic human occupancy data. To address these limitations and bridge the gap in micro-scale occupancy analysis, this study proposes a design framework for occupancy measurement systems to investigate functional zone utilization in open office spaces. The framework takes multi-view RGB images as input, applies 3D pose estimation to infer spatial positions of human joints, and further determines the occupancy state and metrics of the entire space and functional zones by analyzing overlap between projected joint coordinates and zone boundaries. To evaluate the feasibility of the framework, a prototype system is developed and deployed in a small-scale open office space, achieving a Precision of 100% and an F1 score of 89.19% in occupancy state measurement. These results demonstrate that the framework effectively supports occupancy surveys of functional zones and holds potential for real-world application. This study presents a low-cost, multi-scale occupancy measurement approach that innovatively introduces pose estimation technology into building occupancy investigation. While enabling holistic spatial occupancy perception, it fills the gap in functional zone analysis. This work provides a theoretical foundation for the development of CCTV-based occupancy measurement methods and offers data support for decision-making in the sustainable design and operation of indoor open office environments.","PeriodicalId":15064,"journal":{"name":"Journal of building engineering","volume":"23 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2025-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305014","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrating symbolic neural networks with building physics: A study and proposal 符号神经网络与建筑物理的整合:研究与建议
IF 6.4 2区 工程技术
Journal of building engineering Pub Date : 2025-06-12 DOI: 10.1016/j.jobe.2025.113033
Xia Chen, Guoquan Lv, Xinwei Zhuang, Carlos Duarte, Stefano Schiavon, Philipp Geyer
{"title":"Integrating symbolic neural networks with building physics: A study and proposal","authors":"Xia Chen, Guoquan Lv, Xinwei Zhuang, Carlos Duarte, Stefano Schiavon, Philipp Geyer","doi":"10.1016/j.jobe.2025.113033","DOIUrl":"https://doi.org/10.1016/j.jobe.2025.113033","url":null,"abstract":"Symbolic neural networks, such as Kolmogorov–Arnold Networks (KAN), offer a promising approach for integrating prior knowledge with data-driven methods, making them valuable for addressing inverse problems in scientific and engineering domains. This study explores the application of KAN in building physics, focusing on predictive modeling, knowledge discovery, and continuous learning. Through four case studies, we demonstrate KAN’s ability to rediscover fundamental equations, approximate complex formulas, and capture time-dependent dynamics in heat transfer. While there are challenges in extrapolation and interpretability, we highlight KAN’s potential to combine advanced modeling methods for knowledge augmentation, which benefits energy efficiency, system optimization, and sustainability assessments beyond the personal knowledge constraints of the modelers. Additionally, we propose a model selection decision tree to guide practitioners in appropriate applications for building physics.","PeriodicalId":15064,"journal":{"name":"Journal of building engineering","volume":"10 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2025-06-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144305018","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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