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Architectural sampling: three possible preconditions for machine learning architectural forms 架构抽样:机器学习架构形式的三个可能的先决条件
Pub Date : 2023-03-21 DOI: 10.1007/s44223-023-00024-1
Immanuel Koh
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引用次数: 0
InterspeciesForms the hybridization of architectural, biological and robotic agencies 物种间建筑、生物和机器人机构的混合体
Pub Date : 2023-03-20 DOI: 10.1007/s44223-023-00025-0
Natalie Alima

Situated in the field of architectural biodesign, InterspeciesForms explores a closer relationship between the fungus Pleurotus ostreatus and the designer in the creation of form. The intention of hybridizing mycelia’s agency of growth with architectural design aesthetic, is to generate novel, non- indexical crossbred designed outcomes. The purpose of this research to advance architecture's existing relationship with the biological and evolve preconceived notions of form. In order to establish a direct dialogue between architectural and mycelia agencies, robotic feedback systems are implemented to extract data from the physical realm and feed it into the digital. Initiating this cyclic feedback system, mycelia growth is scanned in order to computationally visualize its entangled network and agency of growth. Utilizing mycelia’s physical data as impute, the architect then embeds design intention into this process through customized algorithms based on the logic of stigmergy. In order to bring this cross-bred computational outcome back into the physical realm, form is 3D printed with a customized mixture of mycelium and agricultural waste. Once the geometry has been extruded, the robot patiently waits for the mycelia to grow and react to the organic 3D- printed compound. The architect then responds with a countermove, by scanning this new growth and continuing the cyclic feedback system between nature-machine and the architect. This procedure demonstrates form emerging in real time according to the co-creational design process and dynamic dialogue between architectural and mycelia agencies.

InterspeciesForms 位于建筑生物设计领域,探索了真菌 Pleurotus ostreatus 与设计师之间在创造形式方面的密切关系。将菌丝体的生长机理与建筑设计美学杂交,旨在产生新颖、非指数化的杂交设计成果。这项研究的目的是推进建筑与生物的现有关系,并发展先入为主的形式概念。为了在建筑和菌丝机构之间建立直接对话,我们采用了机器人反馈系统,从物理领域提取数据,并将其输入数字领域。启动这个循环反馈系统,对菌丝体的生长进行扫描,以便通过计算将其纠缠的网络和生长机构可视化。建筑师利用菌丝体的物理数据作为推断,然后通过基于 Stigmergy 逻辑的定制算法,将设计意图嵌入这一过程。为了将这种杂交育种的计算结果带回物理领域,建筑师使用菌丝体和农业废弃物的定制混合物进行 3D 打印。一旦挤出几何形状,机器人就会耐心等待菌丝生长并对有机 3D 打印复合物做出反应。然后,建筑师通过扫描新长出的菌丝做出反击,继续自然-机器-建筑师之间的循环反馈系统。这一过程展示了建筑师与菌丝体机构之间的共同设计过程和动态对话所产生的实时形式。
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引用次数: 0
Exploration of three-dimensional spatial learning approach based on machine learning–taking Taihu stone as an example 基于机器学习的三维空间学习方法探索——以太湖石为例
Pub Date : 2023-02-23 DOI: 10.1007/s44223-023-00023-2
Qiaoming Deng, Xiaofeng Li, Yubo Liu, Kai Hu

Under the influence of globalization, the transformation of traditional architectural space is vital to the growth of local architecture. As an important spatial element of traditional gardens, Taihu stone has the image qualities of being “thin, wrinkled, leaky and transparent” The “transparency” and “ leaky” of Taihu stone reflect the connectivity and irregularity of Taihu stone’s holes, which are consistent with the contemporary architectural design concepts of fluid space and transparency. Nonetheless, relatively few theoretical studies have been conducted on the spatial analysis and design transformation of Taihu stone. Using machine learning, we attempt to extract the three-dimensional spatial variation pattern of Taihu stone in this paper. This study extracts 3D spatial features for experiments using artificial neural networks (ANN) and generative adversarial networks (GAN). In order to extract 3D spatial variation patterns, the machine learning model learns the variation patterns between adjacent sections. The trained machine learning model is capable of generating a series of spatial sections with the spatial variation pattern of the Taihu stone. The purpose of the experimental results is to compare the performance of various machine learning models for 3D space learning in order to identify a model with superior performance. This paper also presents a novel concept for machine learning to master continuous 3D spatial features.

在全球化的影响下,传统建筑空间的改造对本土建筑的发展至关重要。作为传统园林的重要空间元素,太湖石具有 "瘦、皱、漏、透 "的形象特质,其中的 "透 "与 "漏 "体现了太湖石孔洞的连通性与不规则性,与当代建筑设计中流畅空间与通透性的理念不谋而合。然而,关于太湖石的空间分析和设计转换的理论研究相对较少。本文尝试利用机器学习提取太湖石的三维空间变化规律。本研究利用人工神经网络(ANN)和生成对抗网络(GAN)提取三维空间特征进行实验。为了提取三维空间变化模式,机器学习模型学习相邻切面之间的变化模式。经过训练的机器学习模型能够生成一系列具有太湖石空间变化模式的空间剖面图。实验结果的目的是比较用于三维空间学习的各种机器学习模型的性能,以便找出性能更优越的模型。本文还提出了机器学习掌握连续三维空间特征的新概念。
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引用次数: 0
Intelligent renovation of existing Olympic venues: digital design and construction strategy of a DfD-based prefabricated structure system 奥运场馆智能化改造:基于DfD的装配式结构系统的数字化设计与建设策略
Pub Date : 2023-02-21 DOI: 10.1007/s44223-022-00018-5
Xiang Wang, Ziqi Zhou, Xueyuan Lv, Li Yang, Philip F. Yuan, Lei Chen

This article introduces introduces a new prefabricated and assembled steel structure system and its key construction technologies for repeated switching scenes in existing stadiums. This steel structure system follows the DfD design method, minimizing the volume of each group of structural member units and separating the connection interfaces between members. In order to improve the construction and assembly efficiency of all the structural components, this study establishes an assembly-oriented BIM model data system by adding customized attributes in the family library in Autodesk REVIT. By associating model attributes with on-site monitoring data of the construction process, this research realizes real-time acquisition and display of construction data of all components during the whole life cycle. At the same time, aiming at the requirements of high-precision positioning and digital dynamic monitoring in future on-site construction, this research proposes an innovative construction positioning monitoring method which combines motion capture system with traditional construction monitoring technology. By correcting the positioning data of motion capture system with traditional construction monitoring data, real-time dynamic monitoring of several monitoring points in a 12*15 m large site is realized and the measurement error is controlled within ±1 mm. This study takes the construction project of “ice-water conversion” from the main swimming pool of the National Swimming Center in the Summer Olympic Games to the curling venue of the Winter Olympic Games as an example to show the important role of relevant technology to improve the construction efficiency in the construction application for the renovation of existing Olympic venues.

本文介绍了一种新型预制装配式钢结构体系及其关键施工技术,适用于现有体育场馆的重复切换场景。该钢结构体系采用 DfD 设计方法,最大限度地减少了每组结构构件单元的体积,并分离了构件之间的连接界面。为了提高所有结构构件的施工和装配效率,本研究通过在 Autodesk REVIT 的族库中添加自定义属性,建立了面向装配的 BIM 模型数据系统。通过将模型属性与施工过程的现场监控数据关联,本研究实现了全生命周期内所有构件施工数据的实时采集和显示。同时,针对未来现场施工对高精度定位和数字化动态监控的要求,本研究提出了一种将运动捕捉系统与传统施工监控技术相结合的创新施工定位监控方法。通过将运动捕捉系统的定位数据与传统施工监测数据进行校正,实现了对 12*15 米大型工地上多个监测点的实时动态监测,测量误差控制在±1 毫米以内。本研究以夏季奥运会国家游泳中心主游泳馆到冬季奥运会冰壶场馆的 "冰水转换 "施工项目为例,展示了相关技术在现有奥运场馆改造施工应用中对提高施工效率的重要作用。
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引用次数: 0
Urban mining. Scoping resources for circular construction 城市采矿。循环建设资源范围界定
Pub Date : 2023-02-01 DOI: 10.1007/s44223-023-00021-4
Areti Markopoulou, Oana Taut

Operating with an abundance mindset – rather than from a place of “scarcity” – is a new paradigm, relevant to the practices of design and construction, which expands the definition of “resources” as well as where resources, both raw and non-raw materials, can be found and “mined”.

Within three scales of design and planning, the current research – developed at the Institute for Advanced Architecture of Catalonia (IAAC) – examines the applications of computational technologies and life cycle assessment with the goal of setting up protocols for enhancing processes of urban mining and material reuse in future circular construction. In the material scale (i), selected projects experiment with up-cycled waste for the creation of new engineered composites for construction. In the building scale (ii), robotic technologies and computer vision are used to scan and sort the materials from existing buildings or demolition sites. Finally, in the urban scale (iii), google images, satellite data and ML are used to index the existing material stock in building façades in cities.

The research calls for agents involved in design, planning and construction to shift their focus to the anthroposphere as a source of, rather than just a destination for, processed goods. The concept of “urban mining” is revisited to manage the material stock in urban systems and the use of anthropogenic resources in new production cycles.

Through a multi-scalar approach, the outcome challenges the foundation of our material practices, presenting the potential to disrupt linear patterns of design and making in the built environment.

以 "丰饶 "的心态而不是从 "稀缺 "的角度来运作,是与设计和建筑实践相关的一种新范式,它扩展了 "资源 "的定义,以及在哪里可以找到和 "开采 "资源(包括原材料和非原材料)。在加泰罗尼亚高级建筑研究所(IAAC)开展的当前研究,在设计和规划的三个尺度上,对计算技术和生命周期评估的应用进行了研究,目的是为在未来的循环型建筑中加强城市开采和材料再利用过程制定规程。在材料方面(i),选定的项目尝试利用回收的废弃物制造新的建筑用工程复合材料。在建筑方面(ii),利用机器人技术和计算机视觉技术对现有建筑或拆除现场的材料进行扫描和分类。最后,在城市尺度(iii)中,谷歌图像、卫星数据和人工智能被用来对城市建筑外墙的现有材料库存进行索引。这项研究呼吁参与设计、规划和施工的人员将注意力转移到作为加工产品来源的人类圈,而不仅仅是加工产品的目的地。研究重新审视了 "城市采矿 "的概念,以管理城市系统中的材料存量,并在新的生产周期中使用人为资源。通过多尺度的方法,研究成果对我们的材料实践基础提出了挑战,为打破建筑环境中的线性设计和制造模式提供了可能。
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引用次数: 0
Architecture’s Allagmatics 建筑的语用学
Pub Date : 2023-01-28 DOI: 10.1007/s44223-023-00022-3
Andrej Radman

The chapter addresses the topic of architectural intelligence whose sole purpose is to create affordances and make experience ‘stand on its own’, apart from architecture and distinct from the architect. The principles of sensation constitute the principles of composition of an existential niche whose structure reveals the genetic conditions of real experience. The argument is unpacked across three sections by reference to the Simondonian concept of allagmatics defined as the theory of operations. The first section ‘Ticks and Cats’ argues in favour of inserting an interval between the input and output, with the aim of debunking the mechanicist allegiance to linearity and promoting the concept of quasi-causality. In the second section ‘Ducks and Rabbits’ the affordance theory meets contemporary neurosciences to revamp the concept of metastability and plasticity. Its goal is to reframe the subject as the effect of (architectural) affect. The concluding radical empiricist section ‘Zebras and Flies’ revisits the lesson of the Leibnizian Monadology to tie sense to sensibility and matter to manner. The overall ambition of the chapter is to contest the philosophy of representation through the concept of difference and multiplicity.

本章论述了建筑智能的主题,其唯一目的是创造承受能力,使体验 "独立 "于建筑之外,并与建筑师区分开来。感觉的原则构成了一个存在性利基的构成原则,其结构揭示了真实体验的遗传条件。本论点以西蒙顿(Simondon)定义为 "操作理论"(the theory of operations)的 "全能主义"(allagmatics)概念为基础,分为三个部分进行阐释。第一部分 "虱子和猫 "主张在输入和输出之间插入间隔,目的是揭穿机械论对线性的忠诚,并推广准因果关系的概念。在第二部分 "鸭子和兔子 "中,承受力理论与当代神经科学相结合,重塑了新陈代谢和可塑性的概念。其目标是将主体重塑为(建筑)情感的效果。最后的激进经验主义章节 "斑马与苍蝇 "重温了莱布尼兹一元论的教训,将感觉与感性、物质与方式联系起来。本章的总体目标是通过差异和多重性概念对表象哲学提出质疑。
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引用次数: 0
The evaluation of urban spatial quality and utility trade-offs for Post-COVID working preferences: a case study of Hong Kong 后 COVID 工作偏好的城市空间质量和效用权衡评估:香港案例研究。
Pub Date : 2023-01-27 DOI: 10.1007/s44223-022-00020-x
Qiwei Song, Zhiyi Dou, Waishan Qiu, Wenjing Li, Jingsong Wang, Jeroen van Ameijde, Dan Luo

The formation of urban districts and the appeal of densely populated areas reflect a spatial equilibrium in which workers migrate to locations with greater urban vitality but diminished environmental qualities. However, the pandemic and associated health concerns have accelerated remote and hybrid work modes, altered people's sense of place and appreciation of urban density, and transformed perceptions of desirable places to live and work. This study presents a systematic method for evaluating the trade-offs between perceived urban environmental qualities and urban amenities by analysing post-pandemic urban residence preferences. By evaluating neighbourhood Street View Imagery (SVI) and urban amenity data, such as park sizes, the study collects subjective opinions from surveys on two working conditions (work-from-office or from-home). On this basis, several Machine Learning (ML) models were trained to predict the preference scores for both work modes. In light of the complexity of work-from-home preferences, the results demonstrate that the method predicts work-from-office scores with greater precision. In the post-pandemic era, the research aims to shed light on the development of a valuable instrument for driving and evaluating urban design strategies based on the potential self-organisation of work-life patterns and social profiles in designated neighbourhoods.

城市区域的形成和人口稠密地区的吸引力反映了一种空间平衡,即工人向城市活力更强但环境质量下降的地方迁移。然而,大流行病和相关的健康问题加速了远程和混合工作模式,改变了人们的地方感和对城市密度的欣赏,并改变了人们对理想生活和工作场所的看法。本研究提出了一种系统的方法,通过分析疫情过后的城市居住偏好,评估人们对城市环境质量和城市便利设施之间的权衡。通过评估街区街景图像(SVI)和城市设施数据(如公园大小),该研究从调查中收集了两种工作条件(办公室工作或在家工作)的主观意见。在此基础上,对多个机器学习(ML)模型进行了训练,以预测两种工作模式的偏好分数。鉴于在家工作偏好的复杂性,结果表明该方法能更精确地预测办公室工作模式的得分。在后流行病时代,这项研究旨在阐明如何开发一种有价值的工具,用于根据指定社区中工作-生活模式和社会概况的潜在自组织情况,推动和评估城市设计战略。
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引用次数: 0
Porous space — biomimetic of tafoni in computational design 多孔空间——计算设计中的仿塔芙尼
Pub Date : 2022-12-30 DOI: 10.1007/s44223-022-00019-4
Wei Ye, Shuhua Chen, Xiayu Zhao, Weiguo Xu

Porous urban spaces not only improve interactions, but also increase natural ventilation. Weathered rocks are where porous spaces exist in nature. This paper investigates the biomimicry of tafoni, a type of weathered rock that contains pores of varying sizes. The formation of tafoni inspires architectural design, but its complex shape makes manual modeling challenging. The objective of studying the biomimetics of tafoni is to apply its benefits to design applications. Using biomimetic techniques, computation algorithms for tafoni morphogenesis are developed. This paper investigates the inherent characteristics of tafoni and reclassifies them based on architectural geometric elements. It then describes the reclassified tafoni and explains the formation process. This paper develops a 3D evolutionary algorithm and a 2.5D descriptive algorithm based on diagrams. After a comparison, the 2.5D algorithm is chosen because it is more controllable and operable for computational design. This paper also conducts experiments on the results obtained by the 2.5D algorithm to demonstrate its adaptability and architectural design application potential, as well as its application schemes in various design disciplines, including urban planning, architectural design, and landscape design. This paper proposes an algorithm that can be utilized in various fields of computational design. It is computationally efficient while retaining its biological form.

多孔的城市空间不仅能改善互动,还能增加自然通风。风化岩石是自然界中存在多孔空间的地方。本文研究了塔福尼(tafoni)的生物仿生学,塔福尼是一种含有大小不一孔隙的风化岩石。塔夫尼的形成激发了建筑设计的灵感,但其复杂的形状使得手工建模具有挑战性。研究塔夫尼的生物仿生学的目的是将其优势应用到设计应用中。利用仿生技术,我们开发出了 tafoni 形态发生的计算算法。本文研究了 tafoni 的固有特性,并根据建筑几何元素对其进行了重新分类。然后描述了重新分类后的 tafoni,并解释了其形成过程。本文开发了一种三维进化算法和一种基于图表的 2.5D 描述算法。经过比较,选择了 2.5D 算法,因为它在计算设计方面更具可控性和可操作性。本文还对 2.5D 算法获得的结果进行了实验,以证明其适应性和建筑设计应用潜力,以及在城市规划、建筑设计和景观设计等不同设计学科中的应用方案。本文提出的算法可用于计算设计的各个领域。该算法计算效率高,同时保留了其生物形态。
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引用次数: 0
EEG-based spatial elements optimisation design method 基于脑电图的空间元件优化设计方法
Pub Date : 2022-11-21 DOI: 10.1007/s44223-022-00017-6
Zihuan Zhang, Zao Li, Zhe Guo

In the field of digital design, a recent hot topic is the study of the interaction between spatial environment design and human factors. Electroencephalogram (EEG) and eye tracking can be used as quantitative analysis methods for architectural space evaluation; however, conclusions from existing studies on improving the quality of spatial environments based on human factors tend to remain qualitative. In order to realise the quantitative optimisation design of spatial elements from human physiological data, this research used the digital space optimisation method and perceptual evaluation research. In this way, it established an optimisation method for built space elements in real-time using human psychological indicators. Firstly, this method used the specific indicators of the Meditation value and Attention value in the human EEG signal, taking the ThinkGear AM (TGAM) module as the optimisation objective, the architectural space colour and the window size as the optimisation object, and the multi-objective genetic algorithm as the optimisation tool. Secondly, this research combined virtual reality scenarios and parametric linkage models to realise this optimisation method to establish a tool platform and workflow. Thirdly, this study took the optimisation of a typical living space as an example and recruited 50 volunteers to participate in an optimisation experiment. The results indicated that with the iterative optimisation of the multi-objective genetic algorithm, the specific EEG index decreases significantly and the standard deviation of the in-dex fluctuates and decreases during the iterative process, which further indicates that the optimisation method established in this study with the specific EEG index as the optimisation objective is effective and feasible. In addition, this study laid the foundation for more EEG indicators and more complex spatial element opti-misation research in the future.

在数字设计领域,空间环境设计与人为因素之间的互动研究是近期的一个热门话题。脑电图(EEG)和眼动追踪可作为建筑空间评估的定量分析方法;然而,现有的基于人为因素的空间环境质量改善研究结论往往仍停留在定性分析上。为了实现从人体生理数据出发对空间元素进行定量优化设计,本研究采用了数字空间优化方法和感知评价研究。这样,就建立了一种利用人体心理指标对建筑空间要素进行实时优化的方法。首先,该方法利用人体脑电信号中 "沉思值 "和 "注意值 "的特定指标,以 ThinkGear AM(TGAM)模块为优化目标,以建筑空间颜色和窗户大小为优化对象,以多目标遗传算法为优化工具。其次,本研究结合虚拟现实场景和参数化联动模型,实现了这一优化方法,建立了工具平台和工作流程。第三,本研究以典型居住空间的优化为例,招募了 50 名志愿者参与优化实验。结果表明,在多目标遗传算法的迭代优化下,特定脑电指数明显下降,迭代过程中in-dex的标准偏差波动减小,进一步说明本研究建立的以特定脑电指数为优化目标的优化方法是有效可行的。此外,本研究还为今后更多的脑电图指标和更复杂的空间要素优化研究奠定了基础。
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引用次数: 0
Correction: Computational design logics for bio-based design 修正:基于生物设计的计算设计逻辑
Pub Date : 2022-10-21 DOI: 10.1007/s44223-022-00016-7
Mette Ramsgaard Thomsen
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引用次数: 0
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