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Reliability-based design shear resistance of headed studs in solid slabs predicted by machine learning models 用机器学习模型预测实心板中栓钉的可靠性设计抗剪能力
Pub Date : 2022-12-19 DOI: 10.1007/s44150-022-00078-1
Vitaliy V. Degtyarev, Stephen J. Hicks

The economical and reliable design of steel-concrete composite structures relies on accurate predictions of the resistance of headed studs transferring the longitudinal shear forces between the two materials. The existing mechanics-based or empirical design equations do not always produce accurate and safe predictions of the stud shear resistance. This study presents the evaluation of nine machine learning (ML) algorithms and the development of optimized ML models for predicting the stud resistance. The ML models were trained and tested using databases of push-out test results for studs in both normal weight and lightweight concrete. The reliability of ML model predictions was evaluated in accordance with European and US design practices. Reduction coefficients required for the ML models to satisfy the Eurocode reliability requirements for the design shear resistance were determined. Resistance factors used in US design practice were also obtained. The developed ML models were interpreted using the SHapley Additive exPlanations (SHAP) method. Predictions by the ML models were compared with those by the existing descriptive equations, which demonstrated a higher accuracy for the ML models. A web application that conveniently provides predictions of the nominal and design stud shear resistances by the developed ML models in accordance with both European and US design practices was created and deployed to the cloud.

钢-混凝土组合结构的经济可靠设计依赖于准确预测螺栓在两种材料之间传递纵向剪力的阻力。现有的基于力学的或经验设计方程并不总是能准确和安全地预测螺柱的抗剪能力。本研究介绍了九种机器学习(ML)算法的评估,并开发了用于预测螺柱抗性的优化ML模型。使用正常重量和轻质混凝土中螺柱的推出测试结果数据库对ML模型进行了训练和测试。ML模型预测的可靠性根据欧洲和美国的设计实践进行了评估。确定了ML模型满足欧洲规范设计抗剪可靠性要求所需的折减系数。还得到了美国设计实践中使用的阻力系数。建立的ML模型使用SHapley加性解释(SHAP)方法进行解释。将ML模型的预测结果与现有描述方程的预测结果进行了比较,结果表明ML模型的预测精度更高。根据欧洲和美国的设计实践,开发了一个web应用程序,方便地提供标称和设计螺栓抗剪能力的预测,并将其部署到云上。
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引用次数: 0
Performance of a seismically isolated building in Albania during the Durrës sequence of 2019 and a feasibility study of pendulum isolators in the region 2019年Durrës序列期间阿尔巴尼亚地震隔离建筑的性能以及该地区钟摆隔离器的可行性研究
Pub Date : 2022-12-12 DOI: 10.1007/s44150-022-00076-3
Nikolin Hima, Ergys Çaushi, Luan Murtaj, Maria Gabriella Castellano

This work evaluates the behaviour of the only seismically isolated building in Albania during the Durrës sequence of 2019 and analyses the efficiency and feasibility of pendulum isolators in the region. The behaviour of the existing building is analysed through observational data gathered during on-site inspection and is verified through numerical simulations using the impact of the main shock of 26th of November 2019. The technical efficiency and the economic feasibility of seismic isolation through pendulum isolators for non-strategic buildings are analysed by designing, detailing, and estimating the cost of an ordinary six story residential building in both approaches (capacity design and seismic isolation approach), accounting for the local factors such as typical architecture, soil characterization, the level of the seismic hazard and the cost of the construction materials and workmanship in the densely populated region of central Albania. The structural behaviour assessment highlighted the superiority of the seismic isolation, and the feasibility analysis revealed that the initial cost for delivering seismically isolated buildings is higher than that of the conventional approach by some percentage. However, the gains in structural performance and the relatively high seismic hazard of the country make seismic isolation of buildings a relevant alternative in achieving seismic protection for buildings in the region.

这项工作评估了2019年杜尔埃序列期间阿尔巴尼亚唯一一座隔震建筑的性能,并分析了该地区单摆隔震器的效率和可行性。通过现场检查期间收集的观测数据分析了现有建筑的性能,并通过2019年11月26日主震的影响进行了数值模拟验证。通过设计、详细说明和估计两种方法(容量设计和隔震方法)中普通六层住宅楼的成本,分析了非战略建筑通过摆式隔震器进行隔震的技术效率和经济可行性,并考虑了当地因素,如典型建筑、土壤特征、,阿尔巴尼亚中部人口稠密地区的地震危险程度以及建筑材料和工艺成本。结构性能评估强调了隔震的优越性,可行性分析表明,交付隔震建筑的初始成本比传统方法高出一定比例。然而,该国结构性能的提高和相对较高的地震危险性使建筑物的隔震成为该地区建筑物实现抗震保护的相关替代方案。
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引用次数: 0
Radical Tectonics – a multi-scalar approach to material circularity through community empowerment, building re-use, and material regeneration 激进构造——通过社区赋权、建筑再利用和材料再生来实现材料循环的多尺度方法
Pub Date : 2022-12-07 DOI: 10.1007/s44150-022-00075-4
Franca Trubiano, Anne Beim, Urs Meister

Radical Tectonics is a multi-scalar approach to improving the short- and long-term outcomes of sustainable design and circular economies. Community empowerment, building reuse, and material regeneration are three fundamental principles of a radical tectonics which operates simultaneously at the macro, meso, and micro scale. Three tactics define our integrated approach to radical tectonics: building material choices and labor practices which favor the health, safety, and prosperity of communities; urban design policies which favor the re-habilitation, re-use, re-programming and re-mining of existing structures; building construction innovations that channel the adoption of traditional, craft-based, local, low-energy, and regenerative materials. Not only does each scale introduce an original interpretation of tectonics (as a form of built justice, a practice of urban re-mining, and regenerating matter) but their integration speaks to the question of ‘radicality’ which at its simplest form references change or action with essential, fundamental, and all-encompassing outcomes. In this sense, this collaboratively written paper introduces a methodological approach whose multi-scaler insistence on circularity is essential to its role as transformative agent.

Radical Tectonics是一种多标量方法,用于改善可持续设计和循环经济的短期和长期成果。社区赋权、建筑再利用和材料再生是激进结构的三个基本原则,它在宏观、中观和微观尺度上同时运作。三种策略定义了我们对激进构造的综合方法:有利于社区健康、安全和繁荣的建筑材料选择和劳动实践;有利于现有结构的重新适应、再利用、重新规划和重新挖掘的城市设计政策;建筑施工创新,引导采用传统、工艺、本地、低能耗和再生材料。每一个尺度不仅引入了对构造的原始解释(作为一种构建正义的形式,一种城市再挖掘和再生物质的实践),而且它们的整合也谈到了“激进”问题,最简单的形式是指具有基本、根本和包罗万象的结果的变化或行动。从这个意义上说,这篇合作撰写的论文介绍了一种方法论方法,其对循环性的多尺度坚持对其作为变革推动者的作用至关重要。
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引用次数: 0
Computational approach for form-finding optimal design 寻形优化设计的计算方法
Pub Date : 2022-11-21 DOI: 10.1007/s44150-022-00077-2
Saaranya Kumar Dasari, Nicholas Fantuzzi, Patrizia Trovalusci, Roberto Panei

In this paper, an optimization strategy for a canopy, based on computational modelling approaches is presented. The design approach is applied to a realistic roof structure of an ecological island (waste collection centre) and has been completely redesigned with the aid of a Genetic Algorithm and a Dynamic Relaxation Algorithm. The preliminary design of the roof structure can be formulated as a shape optimization problem, involving functional needs and constraints at different scales of the structure. The proposed hypothesis solution was studied by using an optimization procedure through algorithms in the software Rhinoceros3D®/Grasshopper®. The main aim of this work is to explore different modelling approaches for form-finding that can be built from the use of numerical simulations based on algorithms. To this aim, the need to meet various requirements (structural, functional, formal) involving a team of architects and engineers can be interpreted as a matter of structural optimization.

本文提出了一种基于计算建模方法的雨棚优化策略。该设计方法应用于一个生态岛(废物收集中心)的真实屋顶结构,并在遗传算法和动态松弛算法的帮助下进行了完全的重新设计。屋顶结构的初步设计可以公式化为一个形状优化问题,涉及结构不同尺度下的功能需求和约束。通过Rhinoceros3D®/Grashopper®软件中的算法,使用优化程序对所提出的假设解决方案进行了研究。这项工作的主要目的是探索不同的造型方法,这些方法可以通过使用基于算法的数值模拟来建立。为此,需要满足建筑师和工程师团队的各种要求(结构、功能、形式),可以理解为结构优化问题。
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引用次数: 0
Structures & architecture—joining forces? 结构与建筑——合力?
Pub Date : 2022-11-09 DOI: 10.1007/s44150-022-00074-5
Marie Frier Hvejsel
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引用次数: 0
Mycostructures—growth-driven fabrication processes for architectural elements from mycelium composites 菌丝体复合材料建筑构件的生长驱动制造工艺
Pub Date : 2022-11-04 DOI: 10.1007/s44150-022-00073-6
Eliza Biala, Martin Ostermann

The paper discusses how characteristics of the mycelium growth process—namely different growth effectiveness depending on the nutrition content of the substrate, gradual solidification of the inoculated substrate, and bio-welding—can be a driving force for developing sustainable biofabrication processes of mycelium based composites (MBC) for architectural application. To explore this potential one-semester (12 weeks) seminar and one block seminar (2 weeks) with master-level students were held at the University of Stuttgart, and independent work within the Institute IBK2 was performed. The free experimentation with fabrication tactics resulted in the emergence of different investigation paths, tested with small-scale demonstrators, from which the most interesting three this paper presents in detail. The first is the two-phase printing process of mycelium substrate and subsidiary reusable support materials. It applied tests with the small, inorganic, loose substances (plastic pellets) extractable mechanically and meltable substances (wax) extracted by heating. The second path of investigation followed lost formworks created from hemp strings positioned inside the material. Finally, the third path is a particular case of lost formwork approach utilizing different tubular bandages stuffed with MBC and utilizing it later as a thick filament for other different form-giving deposition practices: layering, hanging, braiding, and knotting. All three investigation paths prove feasible, although their upscaling potential correlates strongly with the successful automation of the processes using CNC machines, which could provide the precision and sterility needed for this highly heterogenous and sensitive material. In addition, further developments in the material cultivation protocols are indispensable to provide a higher repetition of the results.

本文讨论了菌丝生长过程的特点,即根据基质的营养含量、接种基质的逐渐凝固和生物焊接而产生的不同生长效果,如何成为开发用于建筑应用的菌丝基复合材料(MBC)可持续生物制造工艺的驱动力。为了探索这一潜力,在斯图加特大学举办了为期一个学期(12周)的研讨会和一个模块研讨会(2周),并在研究所IBK2内进行了独立工作。对制作策略的自由实验导致了不同调查路径的出现,用小规模的示威者进行了测试,其中最有趣的三种是本文详细介绍的。首先是菌丝体基质和附属可重复使用支撑材料的两阶段印刷工艺。它应用了可机械提取的小的、无机的、松散的物质(塑料颗粒)和可加热提取的可熔化物质(蜡)的试验。第二个调查路径是由位于材料内部的麻绳创建的丢失模板。最后,第三条路径是一种特殊的模板丢失方法,使用不同的管状绷带填充MBC,然后将其用作其他不同的成型沉积实践的厚丝:分层、悬挂、编织和打结。所有三种研究途径都证明是可行的,尽管它们的升级潜力与使用数控机床的成功自动化过程密切相关,这可以为这种高度异质和敏感的材料提供所需的精度和无菌性。此外,材料培养方案的进一步发展是必不可少的,以提供更高的重复结果。
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引用次数: 2
Framework for (semi) automatised construction specification and quantity takeoff in the context of small and medium architectural design offices 中小型建筑设计事务所(半)自动化施工规范与数量起飞框架
Pub Date : 2022-11-02 DOI: 10.1007/s44150-022-00071-8
Lucas Vieira, Marta Campos, José Granja, Miguel Azenha

BIM-based construction specification and quantity takeoff (QTO) processes have proven faster and more reliable than traditional methods. However, their execution and integration still rely on time-consuming and error-prone manual or semi-automatic interventions to deal with the lack of completeness, suitability and granularity of produced BIM models in design practice, mostly related to elements and activities not digitally represented in these models. In addition, besides the BIM authoring tool, they demand other proprietary platforms to obtain the expected outcomes, leading to interoperability issues and representing an obstacle to small and medium architectural design offices in terms of needed investment and customisations inherent to their business model. This work addresses the problem by proposing a BIM-based framework for automatised coordinated construction specification and quantity takeoff. It encompasses information modelling requirements, establishing a construction specification database and an add-in on the authoring tool that automatically produces joint construction specifications and quantity QTO documentation. The proposed system improves current BIM-based practices by mitigating the number of non-automatised intermediary steps, not requiring any other proprietary BIM platform rather than the authoring tool. Besides, it structures alternative ways of digitally representing elements and activities not graphically expressed in the model, allowing automated, more efficient, faster and cheaper production of coordinated reports of quantities and construction specifications. Two real projects validated the implementation of the framework, as well as the capabilities of the add-in, demonstrating its applicability in practical cases.

事实证明,基于bim的施工规格和数量提取(QTO)过程比传统方法更快、更可靠。然而,它们的执行和集成仍然依赖于耗时且容易出错的手动或半自动干预,以处理设计实践中生成的BIM模型缺乏完整性、适用性和粒度的问题,这些问题主要与这些模型中未以数字方式表示的元素和活动有关。此外,除了BIM创作工具之外,他们还需要其他专有平台来获得预期的结果,这导致了互操作性问题,并且在所需的投资和固有的定制业务模式方面对中小型建筑设计事务所构成了障碍。这项工作通过提出一个基于bim的自动化协调施工规范和数量起飞框架来解决这个问题。它包含了信息建模需求,建立了一个构造规范数据库,并在自动生成联合构造规范和数量QTO文档的创作工具上添加了一个插件。拟议的系统通过减少非自动化中间步骤的数量来改进当前基于BIM的实践,不需要任何其他专有的BIM平台而不是创作工具。此外,它还构建了以数字方式表示模型中未以图形方式表示的元素和活动的替代方法,从而允许自动化、更高效、更快和更便宜地生产数量和结构规格的协调报告。两个真实的项目验证了框架的实现,以及插件的功能,展示了它在实际案例中的适用性。
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引用次数: 2
An experimental study on strength and durability properties of concrete with partial replacement of aggregate with ferrochrome slag 铬铁矿渣部分替代骨料混凝土强度和耐久性试验研究
Pub Date : 2022-10-15 DOI: 10.1007/s44150-022-00072-7
Subhashish Dey, Angoth Anurag, V. V. Praveen Kumar

In recent years there has been more raise in manufacturing dissipate materials and bi-products produces due to the more enlargement rate of inhabitants. By the growth of industries and technology enlargement of consumption, due to this consumption raw materials produced more and more therefore the environment going to be polluted. The raw materials like iron, steel and aluminum waste reacts in atmosphere it creates air pollution and water pollution. To avoid these air pollution the application of manufacturing solid waste (ferrochrome slag) as a half substitute of raw resources in building activities. An experimental work is conducted on mix design of M40 grade concrete material by semi alternate of coarse size particles with ferrochrome by 25%, 50% and 75% by weight of concrete and partial replacement of fine aggregate (sand) with Robo sand by 25%, 50% and 75% by mass. These mixtures of materials will be applied to analysis the compressive strength, split tensile strength and flexural strength for 7 days and 28 days. In this work, the strength and toughness of potable concrete are the main parameters to be studied.

近年来,由于居民的扩大率越来越高,制造消散材料和双产品的产量也越来越高。随着工业的增长和技术消费的扩大,由于这种消费,生产的原材料越来越多,因此环境将受到污染。铁、钢和铝废料等原材料在大气中发生反应,造成空气污染和水污染。为了避免这些空气污染,在建筑活动中使用制造固体废物(铬铁渣)作为原材料的一半替代品。对M40级混凝土材料的配合比设计进行了试验研究,将粗粒与铬铁按混凝土重量的25%、50%和75%进行半交替,并将细骨料(砂)部分替换为Robo砂按质量的25%、50和75%,7天和28天的劈拉强度和弯曲强度。在这项工作中,饮用混凝土的强度和韧性是需要研究的主要参数。
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引用次数: 1
Tectonics of conservation technology 保护技术的构造
Pub Date : 2022-09-20 DOI: 10.1007/s44150-022-00070-9
D. Theodossopoulos

Tectonics as the visual communication of creating buildings by linking the construction processes with structural form should inform the dialogue between new and existing fabric at interventions in historic buildings, but has not been mapped in the relevant theoretical debate. This paper attempts this mapping by highlighting two underlying concepts: firstly, how such a component in the vocabulary of designers informs their role in conservation; secondly the value of this communication for the user, i.e. how to appreciate historical fabric by connecting with more familiar forms and matter from contemporary architecture. The study develops around modern traits in tectonic explorations that can be used to preserve and communicate the historical ways through which construction produced architectural space: the generation of structural form and its relation to the construction processes around the nature of the main material systems (existing and new). The tectonics of composing historic and modern material systems is explored, including innovative materials like mass timber.

构造学作为通过将建筑过程与结构形式联系起来来创造建筑的视觉交流,应该为历史建筑中新结构和现有结构之间的对话提供信息,但尚未在相关的理论辩论中进行阐述。本文通过强调两个基本概念来尝试这种映射:首先,设计师词汇中的这一组成部分如何告知他们在保护中的作用;其次,这种交流对用户的价值,即如何通过与当代建筑中更熟悉的形式和物质联系来欣赏历史结构。这项研究围绕着构造探索中的现代特征展开,这些特征可用于保存和交流建筑产生建筑空间的历史方式:结构形式的产生及其与主要材料系统(现有和新)性质周围的建筑过程的关系。探索了构成历史和现代材料系统的构造,包括大量木材等创新材料。
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引用次数: 0
Material Value(s): Motivating the architectural application of waste wood 材料价值:促进废木材的建筑应用
Pub Date : 2022-09-17 DOI: 10.1007/s44150-022-00065-6
Xan Browne, Olga Popovic Larsen, Nikolaj Callisen Friis, Magnus Sølvhøj Kühn

Abstract

At present, wood is in focus, with many sectors striving to capitalise on its renewability for reducing environmental impacts. Whilst wood offers incredible capabilities, attitudes are conflicted over how best we should manage our expectations of forests, and subsequently, how to value wood. The paper highlights current research into the barriers for a more circular practice of wood, notably defects, that inhibit the reuse of wood in its solid form. The theoretical context for the paper, material agency, provides a framework for discussing the development of closer connections between the heterogeneous material traits found in waste wood, and architecture. This theoretical approach, alongside the motivations from current research form the basis of two 1:1 practice-based waste wood prototypes, that depart from the function of a glulam beam, and a CLT (Cross Laminated Timber) wall. As architectural elements, they aim to integrate inherited material traits, recognising waste wood’s agency in the dialogue between designer and material. The prototypes demonstrate a potential for waste wood to replace virgin material in typical structural functions, as well as offering new aesthetics, that maintain the waste stream’s identity. In conclusion, the paper highlights avenues for further research to enable integrating wood’s agency in sustainable approaches to timber construction.

摘要目前,木材是人们关注的焦点,许多行业都在努力利用其可再生性来减少对环境的影响。虽然木材提供了令人难以置信的能力,但对于我们应该如何最好地管理我们对森林的期望,以及随后如何评估木材的价值,人们的态度存在冲突。这篇论文强调了目前对木材循环使用的障碍的研究,特别是阻碍固体木材再利用的缺陷。这篇论文的理论背景,材料代理,为讨论废木材中发现的异质材料特性与建筑之间更紧密联系的发展提供了一个框架。这种理论方法,加上当前研究的动机,形成了两个基于1:1实践的废弃木材原型的基础,这两个原型偏离了胶合木梁和CLT(交叉层压木材)墙的功能。作为建筑元素,它们旨在整合继承的材料特征,承认废木在设计师和材料之间的对话中的作用。原型展示了废木材在典型结构功能中取代原始材料的潜力,并提供了新的美学,以保持废物流的特性。最后,该论文强调了进一步研究的途径,以使木材机构能够融入木材建筑的可持续方法中。
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引用次数: 1
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Architecture, Structures and Construction
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