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Development of a machine learning-based graphical user interface for compressive strength prediction of graphene oxide infused concrete 基于机器学习的氧化石墨烯混凝土抗压强度预测图形用户界面的开发
Pub Date : 2026-01-29 DOI: 10.1007/s44150-026-00183-5
MK Diptikanta Rout, Padmabati Sahoo, Bibhu Prasad Mishra

This study develops Machine Learning (ML) driven hybrid metaheuristic models to predict the Compressive Strength (CS) of graphene oxide–infused concrete (GOIC) using Random Forest (RF) and its optimized variants—Grasshopper Optimization Algorithm (GOA-RF), Krill Herd Optimization (KHO-RF), and Starfish Optimization Algorithm (SOA-RF). A comprehensive dataset of 367 samples incorporating ten mix design variables was used for model training and validation. Model performance was evaluated using multiple regression metrics, including R², RMSE, MAE, MAPE, VAF, A20 index, Performance Index (PI), and Taylor diagrams, along with cross-validation analysis. The proposed SOA-RF model achieved highest predictive accuracy with R² = 0.96 (training) and 0.93 (testing), alongside the lowest RMSE (0.058–0.065) and MAPE (7.4–8.2%), outperforming the base RF (R² = 0.87–0.83, MAPE = 11.2–12.8%). SHAP-based interpretability analysis identified that cement content, curing duration, and graphene oxide dosage as the most influential parameters governing strength development of concrete. To facilitate practical application, a Streamlit-based Graphical User Interface (GUI) was developed to enable prediction and visualization of CS using selected input variables. The proposed SOA-RF framework thus offers a robust, interpretable, and user-friendly approach for the reliable prediction and optimization of GOIC.

本研究开发了机器学习(ML)驱动的混合元启式模型,利用随机森林(RF)及其优化变体——蚱蜢优化算法(GOA-RF)、磷虾群优化算法(KHO-RF)和海星优化算法(SOA-RF)来预测氧化石墨烯混凝土(GOIC)的抗压强度(CS)。一个包含10个混合设计变量的367个样本的综合数据集用于模型训练和验证。采用多重回归指标,包括r2、RMSE、MAE、MAPE、VAF、A20指数、性能指数(PI)和Taylor图,以及交叉验证分析来评估模型的性能。所提出的SOA-RF模型的预测准确率最高,分别为R²= 0.96(训练)和0.93(测试),RMSE(0.058-0.065)和MAPE(7.4% - 8.2%)最低,优于基础RF (R²= 0.87-0.83,MAPE = 11.2-12.8%)。基于shap的可解释性分析发现,水泥含量、养护时间和氧化石墨烯用量是影响混凝土强度发展的最重要参数。为了便于实际应用,开发了一个基于streamlit的图形用户界面(GUI),可以使用选定的输入变量来预测和可视化CS。因此,所提出的SOA-RF框架为GOIC的可靠预测和优化提供了一个健壮的、可解释的和用户友好的方法。
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引用次数: 0
Allowable settlement of two tall buildings using numerical simulation and soil continuum-foundation-structure interaction 基于连续土-基础-结构相互作用的两座高层建筑容许沉降数值模拟
Pub Date : 2025-12-03 DOI: 10.1007/s44150-025-00179-7
Erick Christian Cruz, Jean-Louis Briaud

Building foundations are designed to prevent soil failure (ULS) and minimize structural deformation (SLS). Due to lack of concrete guidelines on allowable settlement in building codes, practitioners often rely on engineering judgement and rules of thumb. This study presents a framework to establish the allowable movement of concrete building structures by limiting angular distortion and associated damage to structural elements through numerical simulations that explicitly incorporate the interaction between the deforming soil and structure. The procedure was implemented to determine the allowable settlement of a hypothetical 10-story reinforced concrete building and an actual 37-story reinforced concrete building. In addition, a mat foundation and a spread footings foundation were considered for the 10-story building in order to compare the allowable movement for these two different shallow foundation systems. The limiting angular distortions obtained from this study were found to be more restrictive than the code-suggested limits for building structural elements. However, the limiting differential settlement deduced from the suggested limiting angular distortions in this study were more relaxed than the industry-accepted rule-of-thumb of 19 mm for SLS criteria. Furthermore, the numerical simulations performed in this study lead to plots of normalized differential settlement vs normalized foundation stiffness that can be adopted to estimate the magnitude of the allowable settlement of foundations for concrete buildings of similar geometry.

建筑基础的设计是为了防止土壤破坏(ULS)和减少结构变形(SLS)。由于建筑规范中缺乏关于允许沉降的具体指导方针,从业人员往往依赖于工程判断和经验法则。本研究提出了一个框架,通过明确结合变形土壤和结构之间相互作用的数值模拟,通过限制角变形和结构元件的相关损伤来建立混凝土建筑结构的允许运动。该程序用于确定假设的10层钢筋混凝土建筑和实际的37层钢筋混凝土建筑的允许沉降。此外,为了比较这两种不同浅基础系统的允许运动,考虑了10层建筑的席式基础和扩展基础。从这项研究中获得的极限角变形被发现比建筑结构元件的规范建议极限更具限制性。然而,从本研究中建议的极限角畸变推断出的极限微分沉降比行业公认的SLS标准19 mm的经验法则更宽松。此外,在本研究中进行的数值模拟得出归一化微分沉降与归一化基础刚度的图,可以用来估计类似几何形状的混凝土建筑物的基础允许沉降的大小。
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引用次数: 0
Technical note: Effect of partial composite action on the dynamical properties of timber floor 技术说明:部分复合作用对木地板动力性能的影响
Pub Date : 2025-12-01 DOI: 10.1007/s44150-025-00182-y
Osama A. B. Hassan

This study is aimed at investigating the effect of partial composite action between floorboards and joists on the dynamic properties of timber floor system: natural frequency, velocity and deflection due to footfall vibrations. The results are compared with the results of two cases: floor system with full composite action and floor system with non-composite action. It is shown that span length of the joists and spacing between the fasteners are the two main factors that affect the dynamic properties of floor system with partial composite action. As the floor span length increases, and spacing between fasteners decreases, the results of dynamic properties of floor system with partial composite action will approach the results of floor system with full composite action. On the other hand, as the span length decreases and spacing between nails increases, the results of floor system with partial composite action will approach the results of floor system with non-composite action.

本研究旨在探讨地板和托梁之间的部分复合作用对木地板系统动态特性的影响:固有频率,速度和由于行人振动引起的挠度。将计算结果与完全复合作用楼板体系和非复合作用楼板体系两种情况的计算结果进行了比较。结果表明,梁跨长度和扣件间距是影响局部复合作用下楼盖体系动力性能的两个主要因素。随着楼板跨距的增大和扣件间距的减小,部分复合作用下楼板体系的动力性能计算结果将接近完全复合作用下楼板体系的动力性能计算结果。另一方面,随着跨长的减小和钉间距的增大,部分复合作用下楼盖体系的计算结果将接近于非复合作用下楼盖体系的计算结果。
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引用次数: 0
Applications of urban and architectural intervention in “Zogu I” boulevard Tirana, Albania 阿尔巴尼亚地拉那“Zogu I”大道的城市和建筑干预应用
Pub Date : 2025-11-20 DOI: 10.1007/s44150-025-00180-0
Klodjan Xhexhi

This paper is going to analyze two different urban and architectonic proposals located in the same area of “Zogu i I” Boulevard in the city of Tirana, an existing recently build building and a hypothetic intervention preserving as much as possible the existing situation. During the years 2013 up to 2023, it is observed a transformation in the area considering the GLP (General Local Plan) and DLP (Detailed Local Plan). According to GLP, the intensity of the construction for the area is revealed to be 4, the territory utilization coefficient is 45% and the total number of floors is 12. Due to the vision of the Municipality of Tirana, in order to increase the intensity of construction and density in the inner historical center of Tirana, the implemented building respects all the urban conditions considering the approved GLP and DLP. A hypothetic intervention based on the principles of historical preservation, respecting also the high, dimensions of the sections, and existing materials of construction of the existing buildings is proposed too. The proposal will help to better understand the urban tissue of the city of Tirana and to perceive the city in another manner. The historical analysis of the Boulevard and the transformation of the selected area during approximately 10 years are the best witnesses in order to judge the current situation.

本文将分析位于地拉那“左古i i”大道同一区域的两个不同的城市和建筑方案,一个是现有的新建筑,另一个是尽可能保留现有情况的假设干预。在2013年至2023年期间,考虑到GLP(总体局部规划)和DLP(详细局部规划),可以观察到该地区的转变。根据GLP,该区域的建筑强度为4,面积利用系数为45%,总层数为12层。由于地拉那市政府的愿景,为了增加地拉那内部历史中心的建设强度和密度,实施的建筑尊重所有城市条件,考虑批准的GLP和DLP。基于历史保护原则的假设干预,也尊重了部分的高度,尺寸和现有建筑的现有建筑材料。该方案将有助于更好地了解地拉那的城市组织,并以另一种方式感知城市。对林荫大道的历史分析和所选区域近10年的改造是判断现状的最好见证。
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引用次数: 0
Assessing the influence of indoor environment on occupant comfort and health: A case study of GRIHA and TERI offices 评估室内环境对居住者舒适度和健康的影响:以grha和TERI办公室为例
Pub Date : 2025-11-12 DOI: 10.1007/s44150-025-00178-8
Harshita Jadaun, Akash Deep, Harshita Jain

Occupant comfort is a vital element of building design, impacting the physical and mental well-being, efficiency, and contentment of individuals. This study thoroughly investigates and evaluates many indoor environmental factors, including air quality, visual comfort, auditory comfort, and thermal comfort, which have a direct influence on the comfort, health, and well-being of occupants. Lux levels, carbon dioxide (CO2) concentrations, carbon monoxide (CO) levels, temperature, relative humidity, and sound pressure levels (SPL) were monitored at various locations throughout the GRIHA and TERI offices at the India Habitat Centre (IHC), New Delhi, India. The results demonstrate that the mean values for temperature and relative humidity adhere to the limits set by the National Building Code (NBC), although sound levels often above the allowable limitations. Measurements of lux levels indicate substantial variation in lighting settings, emphasising the necessity for enhancement. The concentration of CO2 remained within acceptable limits for the most part, except for one occurrence where excessive occupancy resulted in levels over the threshold. Regions with less occupancy exhibited decreased amounts of carbon dioxide, while densely populated floors displayed elevated concentrations. The levels of carbon monoxide were insignificant, with only minor increases observed in certain regions. The purpose of this study is to identify any shortcomings or areas that need to be improved in compliance with current laws and recommendations. Suggested measures consist of augmenting illumination in poorly lit zones, enhancing ventilation in areas with elevated CO2 and CO levels, and using approaches to mitigate noise, such as employing white noise generators and incorporating sound-absorbing materials. These initiatives aim to establish a more favourable environment for the well-being and productivity of the occupants.

居住者的舒适度是建筑设计的重要元素,影响着个人的身心健康、效率和满足感。本研究深入调查和评估了许多室内环境因素,包括空气质量、视觉舒适、听觉舒适和热舒适,这些因素对居住者的舒适、健康和福祉有直接影响。在印度新德里印度栖息地中心(IHC)的GRIHA和TERI办公室的各个地点监测了Lux水平、二氧化碳(CO2)浓度、一氧化碳(CO)水平、温度、相对湿度和声压级(SPL)。结果表明,温度和相对湿度的平均值符合国家建筑规范(NBC)规定的限制,尽管声级经常超过允许的限制。勒克斯水平的测量表明了照明设置的实质性变化,强调了增强的必要性。二氧化碳的浓度在大多数情况下保持在可接受的限度内,除了一次由于占用过多而使浓度超过阈值的情况。占用率较低的区域显示出二氧化碳含量降低,而人口密集的楼层显示出浓度升高。一氧化碳的水平是微不足道的,在某些地区只观察到轻微的增加。这项研究的目的是根据现行法律和建议确定需要改进的任何缺点或领域。建议的措施包括在光线不足的地区增加照明,在二氧化碳和一氧化碳含量升高的地区加强通风,以及采用减轻噪音的方法,例如使用白噪音发生器和加入吸声材料。这些举措旨在为居住者的福祉和生产力建立一个更有利的环境。
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引用次数: 0
LIGHT BIM simpro: natural and artificial lighting simulation interface and interoperability optimization for BIM models LIGHT BIM simpro:针对BIM模型的自然和人工照明仿真界面及互操作性优化
Pub Date : 2025-10-30 DOI: 10.1007/s44150-025-00176-w
Yuri Ribeiro de Andrade Scatrut, Leonardo de Oliveira Gomes

The BIM (Building Information Modeling) approach represents a systemic and holistic transformation in the development and management of construction projects, requiring significant changes in processes, behaviors and use of related technologies. Behavioral adaptation is a challenge, as there is a human tendency to resist change. However, BIM technology facilitates integration and collaboration between teams and significantly increases control over project development. This article presents a natural and artificial lighting simulation interface for complete projects developed using information models (BIM), promoting interoperability and involving multidisciplinary teams and users. The interface uses game engines, software with high graphics power for architectural and lighting simulations. Its distinctions from existing simulators are in the technical accuracy of its information from projects developed in BIM and in the efficiency of photorealistic rendering in real time in the simulated environment. The application’s initial development focuses on simulating lighting with georeferencing and bioclimatic data, but in the future it may evolve and cover ventilation, air conditioning and people flow. The goal is to promote behavioral changes (both among designers and users), optimizing the use of the BIM platform using game engines and virtual reality to improve understanding, analysis, collaboration and communication, resulting in more efficient and well-functioning projects and works.

BIM(建筑信息模型)方法代表了建筑项目开发和管理的系统和整体转型,要求在流程,行为和相关技术的使用方面发生重大变化。行为适应是一个挑战,因为人类有抗拒改变的倾向。然而,BIM技术促进了团队之间的集成和协作,并大大增加了对项目开发的控制。本文介绍了使用信息模型(BIM)开发的完整项目的自然和人工照明仿真接口,促进互操作性,并涉及多学科团队和用户。界面使用游戏引擎,具有高图形功能的软件进行建筑和照明模拟。它与现有模拟器的区别在于其在BIM中开发的项目信息的技术准确性以及在模拟环境中实时逼真渲染的效率。该应用程序最初的开发重点是通过地理参考和生物气候数据模拟照明,但未来它可能会发展到包括通风、空调和人流。目标是促进行为改变(设计师和用户之间),通过游戏引擎和虚拟现实优化BIM平台的使用,以提高理解、分析、协作和沟通,从而产生更高效、更有效的项目和作品。
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引用次数: 0
Experimental investigation on behaviour of circular Concrete Filled Double Skin Tubular short columns (CFDST) under axial compressive loads 轴压荷载作用下圆形双层管状混凝土短柱性能试验研究
Pub Date : 2025-10-29 DOI: 10.1007/s44150-025-00175-x
B. S. Sricharan, Ramesh P S, S. Gangadhara, Praveen Kumar K

Several people moving towards major cities due to the modern urbanization and also having several opportunities have led to the expansion of cities, the expansion of cities along the horizontal direction is restricted, hence all cities were developed vertically with high rise structures. In order to support the heavy loads acting on the structure, the members tend to become bulkier and heavier inturn reducing the carpet area, Therefore innovative solutions to overcome these problems are studied all across the globe, CFDST columns being one of its kinds, the load taking ability of CFDST sections is dependent on the concrete strength, confinement strength given by the tubes Therefore the prime focus of this investigation will be in understanding the performance of short concrete filled double steel tubular columns (CFDST) under axial compression forces and determining the influence of exterior steel tubes on the behaviour of CFDST columns. The results indicate that there is a direct correlation between the wall thickness of the external tube and column compression capacity, where an increase in the exterior tube thickness yields a proportional increase in the column compression capacity by providing better confinement to the concrete.

由于现代城市化,一些人向主要城市迁移,也有一些机会导致城市的扩张,城市沿着水平方向的扩张受到限制,因此所有的城市都是垂直发展的高层建筑。为了支持作用在结构上的重荷载,构件往往变得更大更重,从而减少了地毯面积,因此,全球都在研究克服这些问题的创新解决方案,CFDST柱就是其中一种,CFDST截面的承载能力取决于混凝土强度。因此,本研究的主要重点将是了解短混凝土填充双钢管柱(CFDST)在轴压力下的性能,并确定外部钢管对CFDST柱性能的影响。结果表明,外管壁厚与柱抗压能力之间存在直接相关性,其中外管厚度的增加通过对混凝土提供更好的约束而使柱抗压能力成比例增加。
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引用次数: 0
Integrating life cycle assessment in space layout planning for minimizing the embodied carbon emission of modular buildings – identification of influencing factors 将生命周期评估融入空间布局规划,实现模块化建筑隐含碳排放最小化——影响因素识别
Pub Date : 2025-10-09 DOI: 10.1007/s44150-025-00177-9
Leila Rafati Sokhangoo, Amirhossein Mehdipoor, Aryan Hojjati, Joon Ha Hwang, Sang Hyeok Han, Mazdak Nik-Bakht

Space layout planning (SLP) is the process of identifying the dimensions and arrangement of physical spaces to enhance functionality and efficiency. It is considered a cornerstone of design optimization to control and improve a building’s lifecycle behaviour from different perspectives. It is, therefore, essential to understand the SLP factors that influence the building’s architectural design, particularly in residential buildings, because of the diversity and relationships between required spaces. The space layout optimization literature, however, has mostly focused on construction cost and operational energy usage as minimization functions, overlooking a comparison between design alternatives based on their lifecycle impacts. Despite the growing research in life cycle assessment (LCA) of building construction methods, there is a significant area of opportunity in the literature regarding specific SLP factors that influence the LCA of modular buildings. In response to this gap, the paper aims to identify the SLP parameters that significantly affect the LCA of modular buildings for potential SLP alternatives. To achieve this goal, the research methodology starts with a comprehensive literature analysis to identify relevant SLP parameters, focusing on architectural considerations. These parameters are further examined through a critical review of LCA literature to determine their impact on the lifecycle behaviour of modular buildings. The identified parameters are filtered based on their nature and influence on the LCA process. The key design factors influencing the LCA of various modular building layouts are validated through an expert survey method. By synthesizing findings from previous research, the study confirms the relevance and impact of selected parameters on the environmental performance of modular buildings. This approach allows designers to focus solely on the parameters they can genuinely influence—those factors that significantly impact the LCA of various layout options—while setting aside elements outside their control. By narrowing the focus in this manner, future research can better support sustainable design choices. Ultimately, the findings of this study assist designers and decision-makers in the early stages of modular building projects to concentrate their efforts on the most meaningful sustainability decisions.

空间布局规划(SLP)是确定物理空间的尺寸和排列,以提高功能和效率的过程。从不同的角度控制和改善建筑的生命周期行为被认为是设计优化的基石。因此,了解影响建筑设计的SLP因素是至关重要的,特别是在住宅建筑中,因为所需空间之间的多样性和关系。然而,空间布局优化文献主要集中在建筑成本和运营能源使用上,将其作为最小化函数,而忽略了基于其生命周期影响的设计方案之间的比较。尽管对建筑施工方法的生命周期评估(LCA)的研究越来越多,但关于影响模块化建筑LCA的特定SLP因素的文献中有很大的机会。针对这一差距,本文旨在确定对潜在SLP替代方案的模块化建筑的LCA有显著影响的SLP参数。为了实现这一目标,研究方法从全面的文献分析开始,以确定相关的SLP参数,重点关注架构考虑。通过对LCA文献的批判性审查,进一步检查这些参数,以确定它们对模块化建筑生命周期行为的影响。根据所识别的参数的性质及其对LCA过程的影响对其进行过滤。通过专家调查方法,验证了影响各种模块化建筑布局LCA的关键设计因素。通过综合以往的研究结果,本研究确认了所选参数对模块化建筑环境性能的相关性和影响。这种方法允许设计师只关注他们能够真正影响的参数——那些对各种布局选项的LCA有重大影响的因素——同时把他们无法控制的元素放在一边。通过以这种方式缩小焦点,未来的研究可以更好地支持可持续设计选择。最终,本研究的发现有助于设计师和决策者在模块化建筑项目的早期阶段集中精力做出最有意义的可持续性决策。
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引用次数: 0
Recent photovoltaic developments and integration prospects within architectural systems design 最近光伏的发展和建筑系统设计中的集成前景
Pub Date : 2025-09-24 DOI: 10.1007/s44150-025-00174-y
Abdel Rahman Elbakheit

This study outlines recent photovoltaic developments and notable architectural features conducive to enhanced photovoltaic integration into buildings. The inherent qualities of these features are pinpointed together with new photovoltaic attributes that enhance their quality. Recent advancements in photovoltaic technology are described, namely enhanced efficiencies, half-cells, bifacial cells, transparent cells, and tiling ribbons, with their potential for enhanced building integration. The investigation is grounded in principles of building physics and architectural systems analysis. Photovoltaic modules naturally integrate with well-established architectural features, such as atria, curtain walling, multi-skin facades, and solar chimneys. Architectural systems integration serves as the cornerstone for advanced photovoltaic integration and, consequently, the realisation of sustainable architecture. Finally, designers need more information regarding the physical and environmental properties of photovoltaics to better integrate them within architectural fabrics. Thus, enabling critical qualities of energy efficiency in building fabrics to ensure the long-term sustainability of buildings. The article provides a concise overview of new features of BIPV and its potential effects. However, it does not explore specific technologies or architectural solutions in depth. This limitation should be acknowledged, as the study primarily offers a broad perspective rather than detailed technical analysis.

本研究概述了最近的光伏发展和显著的建筑特征,有助于增强光伏与建筑物的整合。这些特征的固有品质与新的光伏属性一起被确定,从而提高了它们的质量。描述了光伏技术的最新进展,即提高效率,半电池,双面电池,透明电池和瓦片带,以及它们增强建筑一体化的潜力。调查是建立在建筑物理和建筑系统分析的原则。光伏组件自然地与完善的建筑特征相结合,如中庭、幕墙、多层立面和太阳能烟囱。建筑系统集成是先进光伏集成的基石,从而实现可持续建筑。最后,设计师需要更多关于光伏的物理和环境特性的信息,以便更好地将它们整合到建筑结构中。因此,在建筑织物中实现能源效率的关键品质,以确保建筑物的长期可持续性。本文简要概述了BIPV的新特性及其潜在影响。然而,它没有深入探讨特定的技术或体系结构解决方案。应该承认这一限制,因为这项研究主要提供了一个广泛的观点,而不是详细的技术分析。
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引用次数: 0
The new National Opera House of Hellas 新建的希腊国家歌剧院
Pub Date : 2025-09-08 DOI: 10.1007/s44150-025-00173-z
Ioannis Timagenis, Theodoros Timagenis, Alexandra Timageni, Dimitrios Timagenis

Since its opening back in 2017, the new Hellenic National Opera House and National Library Complex has become one of Hellas’s most iconic 21st century cultural landmarks. The entire cultural complex incorporates a variety of performing art venues such as, the main opera-concert hall (1400 seats), a multipurpose hall (400 seats), choir and orchestra rehearsal rooms, warm up rooms for individual musicians, as well as various ballet and dance rehearsing areas. Due to the topnotch acoustic specifications and the demanding completion schedule the resolution of the acoustic design required proficient, yet realistic, construction methods that could be implemented efficiently in practice. In the present paper the authors provide a detailed description about their pivotal design and construction decisions, which shaped the acoustic outcome as experienced today. The narrative initiates back in 2007 when the authors firm commenced their work with the noise mapping of the -at the time- future building site (upon which the soundproofing of the entire complex was based). The discussion continues with the acoustical challenges faced including also a practical guide, related to acoustics, for developing engineers. The work culminates by emphasizing the crucial role of a qualified acoustic professional, with architectural and engineering expertise, both characteristics required, in order to effectively orchestrate and supervise the construction of such projects. The discourse engages experiences both from the authors 50-years portfolio in similar acoustic projects, as well as from the development of the new cultural complex and their productive collaboration with JV Impregilo-Terna, that brought this magnificent project meticulously into life.

自2017年开放以来,新的希腊国家歌剧院和国家图书馆综合体已成为希腊21世纪最具标志性的文化地标之一。整个文化综合体包括各种表演艺术场所,如主歌剧音乐厅(1400个座位),多功能厅(400个座位),合唱团和管弦乐队排练室,个人音乐家的热身室,以及各种芭蕾舞和舞蹈排练区。由于一流的声学规格和苛刻的完工时间表,声学设计的解决方案需要熟练而现实的施工方法,这些方法可以在实践中有效地实施。在本文中,作者详细描述了他们的关键设计和施工决策,这些决策塑造了今天所经历的声学结果。故事开始于2007年,当时作者公司开始了他们的工作,对当时未来的建筑场地进行噪音测绘(整个建筑群的隔音基础)。讨论继续面临的声学挑战,包括为开发工程师提供与声学相关的实用指南。这项工作的高潮是强调合格的声学专业人员的关键作用,具有建筑和工程专业知识,这两个特征都是必需的,以便有效地协调和监督这些项目的建设。本次演讲涉及了作者50年来在类似声学项目中的经验,以及新文化综合体的发展和他们与JV Impregilo-Terna的富有成效的合作,这些合作将这个宏伟的项目精心地带入了生活。
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引用次数: 0
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