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Usage of digital technology in improving the mental health of workers on construction sites 利用数字技术改善建筑工地工人的心理健康
IF 3.3 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-08-29 DOI: 10.1108/ci-08-2022-0214
Ayesh Udayanga Nelumdeniya, B. Perera, K. Gimhani
PurposeThe purpose of this study is to investigate the usage of digital technologies (DTs) in improving the mental health of workers on construction sites.Design/methodology/approachA mixed research approach was used in the study, which comprised a questionnaire survey and two phases of semi-structured interviews. Purposive sampling was used to determine the interviewees and respondents of the questionnaire survey. Weighted mean rating (WMR) and manual content analysis were used to rank and evaluate the collected data.FindingsThe findings of this study revealed bipolar disorder, anxiety disorders, attention-deficit/hyperactivity disorder, obsessive-compulsive disorder, work-related stress and depression as the six most significant mental disorders (MDs) among the construction workforce and 30 causes for them. Moreover, 27 symptoms were related to the six most significant MDs, and sweating was the most significant symptom among them. Despite that, 16 DTs were found to be suitable in mitigating the causes for the most significant MDs.Originality/valueThere are numerous studies conducted on the application of DTs to construction operations. However, insufficient studies have been conducted focusing on the application of DTs in improving the mental health of workers at construction sites. This study can thus influence the use of DTs for tackling the common causes for MDs by bringing a new paradigm to the construction industry.
目的本研究旨在探讨数位科技在改善建筑工地工人心理健康方面的作用。设计/方法/方法本研究采用了混合研究方法,包括问卷调查和两个阶段的半结构化访谈。采用目的性抽样确定问卷调查的受访者和被调查者。采用加权平均评分法(WMR)和人工内容分析法对收集到的数据进行排序和评价。研究结果显示,双相情感障碍、焦虑症、注意力缺陷/多动障碍、强迫症、工作压力和抑郁症是建筑工人中最严重的6种精神障碍(md)和30种原因。与6种最显著MDs相关的症状有27种,其中出汗是最显著的症状。尽管如此,16种DTs被发现适合减轻最显著MDs的原因。原创性/价值关于DTs在建筑作业中的应用,已有大量的研究。然而,目前还没有足够的研究集中在如何应用DTs来改善建筑工地工人的心理健康。因此,这项研究可以通过为建筑行业带来一个新的范例,影响DTs的使用,以解决mdd的共同原因。
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引用次数: 0
Uncertainties affecting the offsite construction supply chain resilience: a systematic literature review 影响非现场建筑供应链弹性的不确定性:系统文献综述
IF 3.3 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-08-24 DOI: 10.1108/ci-04-2023-0075
T. Tennakoon, N. Chileshe, R. Rameezdeen, Jorge Ochoa Paniagua, A. Samaraweera, L. Statsenko
PurposeThis paper aims to synthesise the latest literature on supply chain operations of offsite manufacturing in the construction industry to identify and evaluate the uncertainties at each stage of the offsite construction supply chain (OSC-SC) to compile contributions to knowledge and thereby determine the future research directions to improve supply chain resilience (SCR).Design/methodology/approachThe study was conducted as a systematic literature review. In total, 99 peer-reviewed journal papers published between 2015 and mid-2022 were shortlisted and analysed through the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines.FindingsThe bibliometric analysis revealed that the research focusing on supply chain issues and developing best practices in offsite construction adopt case study approaches to investigate the research problems comprehensively. The content analysis revealed the lack of up-to-date knowledge in the construction workforce regarding OSC; low preparedness for the changes brought by the SC uncertainties; the lack of a proper procurement model for OSC; lack of end-to-end visibility of the supply chain to identify uncertainties and lack of national or government standards on OSC-SC, as some of the key problems instigating the identified the uncertainties.Originality/valueThis study clarifies the current knowledge by systematically presenting uncertainties at each stage of the OSC-SC. Moreover, it provides a framework and proposes that future research should focus specifically on individual/team, organisational, supply chain/network and sector/national/supranational levels to improve SCR.
目的本文旨在综合建筑业场外制造供应链运营的最新文献,以识别和评估场外施工供应链(OSC-SC)每个阶段的不确定性,从而汇编对知识的贡献,从而确定未来的研究方向,以提高供应链弹性.设计/方法/方法本研究作为系统的文献综述进行。2015年至2022年年中,共有99篇同行评审期刊论文入围,并通过系统评价和荟萃分析指南的首选报告项目进行了分析。文献计量分析表明,专注于供应链问题和制定场外施工最佳实践的研究采用了案例研究的方法来全面调查研究问题。内容分析显示,建筑工人缺乏有关OSC的最新知识;对供应链不确定性带来的变化准备不足;OSC缺乏适当的采购模式;缺乏供应链的端到端可见性来识别不确定性,以及缺乏OSC-SC的国家或政府标准,这是导致识别不确定性的一些关键问题。独创性/价值本研究通过系统地呈现OSC-SC每个阶段的不确定性,阐明了当前的知识。此外,它提供了一个框架,并建议未来的研究应特别关注个人/团队、组织、供应链/网络和部门/国家/超国家层面,以改进SCR。
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引用次数: 0
Developing an interactive pile training module for construction risk management and gaging users’ intentions 开发用于施工风险管理和测量用户意图的互动式桩训练模块
IF 3.3 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-08-23 DOI: 10.1108/ci-10-2022-0269
Wei Du, Samad M.E. Sepasgozar, A. Khan, S. Shirowzhan, Juan Garzon Romero
PurposeThis study aims to develop a novel theoretical model for predicting the users’ intention to use virtual tools designed for construction risk evaluation. Risk evaluation is a vital objective for construction managers. This paper intends to examine critical factors such as potential benefits, motivation, performance expectancy and rich sources of information that may affect users’ intention to use virtual technology.Design/methodology/approachA pile training module (PTM) was developed in a virtual environment to analyze the proposed virtual reality-technology acceptance model (VR-TAM) factors. Further, a questionnaire survey was conducted with the participation of 102 construction professionals in China to validate the proposed VR-TAM model and PTM tool. The retrieved data was computed to test the proposed model by using partial least squares structural equation modeling and the significance of the PTM tool in a virtual environment.FindingsThe results of this study reveal that high-significance paths represent five relationships between crucial factors affecting users’ intention to use a selected virtual reality (VR) module. Five of seven hypothesis paths were significant with acceptable t-values. By quantitative measurement of high-significance paths, this research has found that each factor under VR-TAM has received significant loadings, with many above the 0.7 threshold mark and others around 0.6. The top factors include “motivation” and “benefits” and have multiplier effects on “intention to use” as the source factors.Practical implicationsThe finding of this study presents crucial factors for VR adoption, and the proposed VR-TAM model contributes to the body of knowledge toward managing construction risk using pre-optimization and understanding in a virtual environment. This study supports Chinese construction company managers in effectively using VR technology in their construction projects for risk assessment and management.Originality/valueThis study offered the development of a novel VR-TAM integrated with risk assessment techniques for piling processes. Further, the developed model was analyzed by using a survey of Chinese construction professionals to collect perceptions about the modified theoretical model of VR-TAM.
目的本研究旨在建立一个新的理论模型来预测使用者使用虚拟工具的意图。风险评估是施工管理人员的重要目标。本文旨在研究可能影响用户使用虚拟技术意愿的关键因素,如潜在利益、动机、性能期望和丰富的信息来源。设计/方法/方法在虚拟环境中开发了桩训练模块(PTM),分析了所提出的虚拟现实技术接受模型(VR-TAM)的影响因素。此外,我们还对102名中国建筑专业人员进行了问卷调查,以验证所提出的VR-TAM模型和PTM工具。利用偏最小二乘结构方程建模和PTM工具在虚拟环境中的显著性对检索数据进行了计算,以验证所提出的模型。本研究的结果显示,高显著性路径代表了影响用户使用所选虚拟现实(VR)模块意图的关键因素之间的五种关系。7个假设路径中有5个具有可接受的t值。通过对高显著性路径的定量测量,本研究发现,VR-TAM下的每个因素都收到了显著的负载,其中许多高于0.7阈值,而其他因素则在0.6左右。排名靠前的因素包括“动机”和“利益”,并且对“使用意图”作为源因素具有乘数效应。本研究的发现提出了采用VR的关键因素,提出的VR- tam模型有助于在虚拟环境中使用预优化和理解来管理施工风险的知识体系。本研究为中国建筑企业管理者有效利用VR技术进行建筑项目风险评估和管理提供了支持。独创性/价值本研究提供了一种新颖的VR-TAM,与打桩过程的风险评估技术相结合。此外,通过对中国建筑专业人员的调查,收集对改进后的VR-TAM理论模型的看法,对所开发的模型进行了分析。
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引用次数: 0
Impact of trust in virtual project teams: structural equation modelling approach 信任对虚拟项目团队的影响:结构方程建模方法
IF 3.3 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-08-22 DOI: 10.1108/ci-03-2023-0039
Sukhwant Kaur Sagar, O. Oladinrin, M. Arif, A. Kaushik, Rubina Islam
PurposeThis study aims to focus on model development to analyse key factors affecting trust in virtual project teams (VPTs).Design/methodology/approachA questionnaire survey was conducted on construction professionals participating in virtual teams. Structural equation modelling technique was performed to establish the effect of relevant factors on trust-building in VPTs.FindingsTeam performance is highly affected by the trust among the team members. Trust building can be enhanced by improving the quality of team communication, organisation culture, team bonding and team members’ characteristics.Originality/valueThe model developed in this study would benefit team productivity and team members’ learning in VPTs.
目的本研究旨在建立模型,分析影响虚拟项目团队信任的关键因素。设计/方法/方法对参与虚拟团队的建筑专业人员进行问卷调查。采用结构方程建模技术,建立了相关因素对vpt信任建立的影响。发现steam绩效受团队成员之间的信任程度影响很大。信任的建立可以通过改善团队沟通的质量、组织文化、团队凝聚力和团队成员的特点来加强。本研究建立的模型有利于团队生产力和团队成员的学习。
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引用次数: 0
Cyber-physical systems for facilities management: a Delphi study on the propelling measures 面向设施管理的信息物理系统:推进措施的德尔菲研究
IF 3.3 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-08-16 DOI: 10.1108/ci-04-2023-0063
M. Ikuabe, C. Aigbavboa, C. Anumba, Ayodeji Emmanuel Oke
PurposeThrough its advanced computational capabilities, cyber–physical systems (CPS) proffer solutions to some of the cultural challenges plaguing the effective delivery of facilities management (FM) mandates. This study aims to explore the drivers for the uptake of CPS for FM functions using a qualitative approach – the Delphi technique.Design/methodology/approachUsing the Delphi technique, the study selected experts through a well-defined process entailing a pre-determined set of criteria. The experts gave their opinions in two iterations which were subjected to statistical analyses such as the measure of central tendency and interquartile deviation in ascertaining consensus among the experts and the Mann–Whitney U test in establishing if there is a difference in the opinions given by the experts.FindingsThe study’s findings show that six of the identified drivers of the uptake of CPS for FM were attributed to be of very high significance, while 12 were of high significance. Furthermore, it was revealed that there is no significant statistical difference in the opinions given by experts in professional practice and academia.Practical implicationsThe study’s outcome provides the requisite insight into the propelling measures for the uptake of CPS for FM by organisations and, by extension, aiding digital transformation for effective FM delivery.Originality/valueTo the best of the authors’ knowledge, evidence from the literature suggests that no study has showcased the drivers of the incorporation of CPS for FM. Hence, this study fills this gap in knowledge by unravelling the significant propelling measures of the integration of CPS for FM functions.
通过其先进的计算能力,网络物理系统(CPS)为一些困扰设施管理(FM)任务有效交付的文化挑战提供了解决方案。本研究旨在探讨使用定性方法-德尔菲技术对调频功能采用CPS的驱动因素。设计/方法/方法采用德尔菲技术,研究通过定义明确的过程选择专家,该过程包含一套预先确定的标准。专家在两次迭代中给出他们的意见,这些意见受到统计分析的影响,例如确定专家之间共识的集中趋势和四分位数偏差的测量,以及确定专家给出的意见是否存在差异的曼-惠特尼U检验。研究结果研究结果表明,在已确定的影响FM摄取CPS的因素中,有6个具有非常重要的意义,而12个具有高度重要的意义。此外,专家在专业实践和学术界给出的意见没有显著的统计差异。实际意义该研究的结果提供了必要的见解,推动措施,以采用CPS的FM组织,并通过扩展,帮助数字化转型,有效的FM交付。原创性/价值据作者所知,来自文献的证据表明,没有研究展示了将CPS纳入FM的驱动因素。因此,本研究通过揭示CPS对FM功能整合的重要推动措施来填补这一知识空白。
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引用次数: 1
Customized shading solutions for complex building façades: the potential of an innovative cement-textile composite material through a performance-based generative design 复杂建筑立面的定制遮阳解决方案:通过基于性能的生成设计,创新水泥-纺织品复合材料的潜力
IF 3.3 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-08-16 DOI: 10.1108/ci-01-2023-0014
Andrea Zani, A. Speroni, A. Mainini, M. Zinzi, Luisa Caldas, T. Poli
PurposeThe paper aims to investigate the comfort-related performances of an innovative solar shading solution based on a new composite patented material that consists of a cement-based matrix coupled with a stretchable three-dimensional textile. The paper’s aim is, through a performance-based generative design approach, to develop a high-performance static shading system able to guarantee adequate daylit spaces, a connection with the outdoors and a glare-free environment in the view of a holistic and occupant-centric daylight assessment.Design/methodology/approachThe paper describes the design and simulation process of a complex static shading system for digital manufacturing purposes. Initially, the optical material properties were characterized to calibrate radiance-based simulations. The developed models were then implemented in a multi-objective genetic optimization algorithm to improve the shading geometries, and their performance was assessed and compared with traditional external louvres and overhangs.FindingsThe system developed demonstrates, for a reference office space located in Milan (Italy), the potential of increasing useful daylight illuminance by 35% with a reduced glare of up to 70%–80% while providing better uniformity and connection with the outdoors as a result of a topological optimization of the shape and position of the openings.Originality/valueThe paper presents the innovative nature of a new composite material that, coupled with the proposed performance-based optimization process, enables the fabrication of optimized shading/cladding surfaces with complex geometries whose formability does not require ad hoc formworks, making the process fast and economic.
本文旨在研究一种基于新型复合专利材料的创新遮阳解决方案的舒适性相关性能,该材料由水泥基基质和可拉伸的三维纺织品组成。该论文的目的是,通过基于性能的生成设计方法,开发一个高性能的静态遮阳系统,能够保证充足的日光空间,与室外的连接,以及从整体和以居住者为中心的日光评估的角度来看,一个无眩光的环境。设计/方法/方法本文描述了用于数字制造目的的复杂静态遮阳系统的设计和仿真过程。首先,对光学材料的性质进行了表征,以校准基于辐射的模拟。利用多目标遗传优化算法对模型进行优化,并与传统的外百叶窗和悬挑进行性能比较。研究结果:该系统展示了位于意大利米兰的一个参考办公空间,通过对开口形状和位置的拓扑优化,可以将有用的日光照度提高35%,减少高达70%-80%的眩光,同时提供更好的均匀性和与室外的联系。原创性/价值本文介绍了一种新型复合材料的创新性质,再加上所提出的基于性能的优化过程,可以制造具有复杂几何形状的优化阴影/包层表面,其可成形性不需要特别的模板,使该过程快速而经济。
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引用次数: 0
Critical success factors for implementing 3D printing technology in construction projects: academics and construction practitioners’ perspectives 在建筑项目中实施3D打印技术的关键成功因素:学者和建筑从业者的观点
IF 3.3 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-08-11 DOI: 10.1108/ci-04-2023-0060
Ruifan Chang, M. F. Antwi-Afari
PurposeThe application of three-dimensional (3D) printing technology in construction projects is of increasing interest to researchers and construction practitioners. Although the application of 3D printing technology at various stages of the project lifecycle has been explored, few studies have identified the relative importance of critical success factors (CSFs) for implementing 3D printing technology in construction projects. To address this research gap, this study aims to explore the academics (i.e. researchers) and construction practitioners’ perspectives on CSFs for implementing 3D printing technology in construction projects.Design/methodology/approachTo do this, a questionnaire was administered to participants (i.e. academics and construction practitioners) with knowledge and expertise in 3D printing technology in construction projects. The collected data were analysed using mean score ranking, normalization and rank agreement analysis to identify CSFs and determine the consistency of the ranking of CSFs between academics and construction practitioners. In addition, exploratory factor analysis was used to identify the relationships and underlying constructs of the measured CSFs.FindingsThrough a rank agreement analysis of the collected data, 11 CSFs for implementing 3D printing technology were retrieved (i.e. 17% agreement), indicating a diverse agreement in the ranking of the CSFs between academics and construction practitioners. In addition, the results show three key components of CSFs including “production demand enabling CSFs”, “optimize the construction process enabling CSFs” and “optimized design enabling CSFs”.Originality/valueThis study highlights the feasibility of implementing the identified CSFs for 3D printing technology in construction projects, which not only serves as a reference for other researchers but also increases construction practitioners’ awareness of the practical benefits of implementing 3D printing technology in construction projects. Specifically, it would optimize the construction lifecycle processes, enhance digital transformation and promote sustainable construction projects.
目的三维打印技术在建筑工程中的应用越来越受到研究人员和建筑从业者的关注。尽管已经探索了3D打印技术在项目生命周期的各个阶段的应用,但很少有研究确定关键成功因素(CSF)对在建筑项目中实施3D打印技术的相对重要性。为了填补这一研究空白,本研究旨在探讨学术界(即研究人员)和建筑从业者对在建筑项目中实施3D打印技术的CSF的看法。设计/方法/方法为此,对具有建筑项目3D打印技术知识和专业知识的参与者(即学者和建筑从业者)进行了问卷调查。使用平均得分排名、归一化和排名一致性分析对收集的数据进行分析,以确定CSF,并确定学术界和建筑从业者之间CSF排名的一致性。此外,还使用探索性因素分析来确定测量的CSF的关系和基本结构。结果通过对收集的数据进行秩和一致性分析,检索到11个用于实施3D打印技术的CSF(即17%的一致性),表明学术界和建筑从业者在CSF的排序上存在不同的一致性。此外,研究结果显示了CSFs的三个关键组成部分,包括“生产需求使能CSFs”、“优化施工工艺使能CSF”和“优化设计使能CSF,这不仅为其他研究人员提供了参考,而且提高了建筑从业者对在建筑项目中实施3D打印技术的实际效益的认识。具体而言,它将优化建筑生命周期流程,加强数字化转型,促进可持续建筑项目。
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引用次数: 1
Management of environmental risks in highway construction projects in Sri Lanka 斯里兰卡公路建设项目环境风险管理
IF 3.3 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-08-10 DOI: 10.1108/ci-08-2022-0202
K.I.L. Abhayantha, B. Perera, H. Perera, R. Palliyaguru
PurposeEnvironmental risks (ERs) are critical to any highway construction project (HCP). One of the main contracting parties responsible for ERs is the contractor. Hence, it has been crucial to look into ways to control ERs in HCPs from the contractor’s perspective. This study aims to investigate how ERs can be managed in HCP in Sri Lanka.Design/methodology/approachA quantitative research approach with three rounds of Delphi was used. Statistical techniques were used to analyse and validate the ERs, the parties to whom the risks were to be allocated, and risk management measures identified from the empirical data collection.FindingsThe study reveals the 11 most significant ERs for HCP. Further, the most significant ERs in HCP were mainly found to be the responsibility of contractors in Sri Lanka. Twenty-four most appropriate risk response measures were determined; 13 were found to be common measures that could be used to manage two or more risks, while the remaining 11 were unique to specific risks.Originality/valueOverall, this research determines the most significant ERs in HCP, the best risk allocation among the parties and appropriate risk-handling strategies and measures for each significant ERs. Additionally, the study addresses the demand for ERs management in HCP.
目的环境风险是公路建设项目的关键问题。负责急诊的主要订约方之一是承包商。因此,从承包商的角度研究如何控制hcp中的急诊室是至关重要的。本研究的目的是调查如何在斯里兰卡的HCP急诊室管理。设计/方法/方法采用定量研究方法,采用三轮德尔菲法。统计技术用于分析和验证急诊室、风险分配的各方,以及从经验数据收集中确定的风险管理措施。研究结果揭示了HCP的11种最重要的er。此外,斯里兰卡HCP中最显著的责任责任主要是承包商的责任。确定了24项最适当的风险应对措施;发现13项是可用于管理两种或两种以上风险的常见措施,而其余11项是针对特定风险的独特措施。独创性/价值总体而言,本研究确定了HCP中最显著的风险风险,各方之间的最佳风险分配以及每个显著风险风险处理策略和措施。此外,本研究还探讨了HCP急诊室管理的需求。
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引用次数: 0
Effect of Soil Contamination on Human Health and Environment with Preventive Measures: A Review 土壤污染对人体健康和环境的影响及其预防措施综述
Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-08-09 DOI: 10.15282/construction.v3i1.9404
Diana Che Lat, Doris Asmani Mat Yusof, Mohd Hanafie Yasin, Siti Nur Aishah Mohd Noor, Noor Shazreen A. Rahman, Roslizayati Razali
This study reviews the identification and effect of soil contamination to human health and environment. Soil contamination give direct and indirect impact to human health and environment. Various methods have been introduced and briefly elaborated in this review study in order to identify and monitor soil quality. The contamination status of soil is determined by several approaches and analysis of heavy metal in soil. The land uses of industry and landfill were found to have higher hazard for human and environment, when compared to the mining, plantation, and residential areas. As a preventive measure to the soil contamination, most country worldwide has developed and enforced Soil Quality Standard and Guidelines. With the enforcement of the standard and guidelines, the soil and land can be well managed and controlled from contamination by irresponsible person. This study is important for the environmental management of potentially toxic metals especially in the land uses of industry and landfill.
本文综述了土壤污染的识别及其对人类健康和环境的影响。土壤污染对人类健康和环境有直接和间接的影响。本文简要介绍了土壤质量鉴定和监测的各种方法。通过几种方法和土壤中重金属的分析,确定了土壤的污染状况。工业用地和垃圾填埋用地对人类和环境的危害高于矿区、种植区和居民区。作为预防土壤污染的一项措施,世界上大多数国家都制定并实施了土壤质量标准和指南。随着标准和准则的实施,土壤和土地可以得到很好的管理,防止不负责任的人污染。该研究对潜在有毒金属的环境管理,特别是工业用地和垃圾填埋场的环境管理具有重要意义。
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引用次数: 0
An ontological assessment proposal for architectural outputs of generative adversarial network 生成对抗性网络体系结构输出的本体论评估建议
IF 3.3 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-08-04 DOI: 10.1108/ci-03-2023-0053
Can Uzun, Raşit Eren Cangür
PurposeThis study presents an ontological approach to assess the architectural outputs of generative adversarial networks. This paper aims to assess the performance of the generative adversarial network in representing building knowledge.Design/methodology/approachThe proposed ontological assessment consists of five steps. These are, respectively, creating an architectural data set, developing ontology for the architectural data set, training the You Only Look Once object detection with labels within the proposed ontology, training the StyleGAN algorithm with the images in the data set and finally, detecting the ontological labels and calculating the ontological relations of StyleGAN-generated pixel-based architectural images. The authors propose and calculate ontological identity and ontological inclusion metrics to assess the StyleGAN-generated ontological labels. This study uses 300 bay window images as an architectural data set for the ontological assessment experiments.FindingsThe ontological assessment provides semantic-based queries on StyleGAN-generated architectural images by checking the validity of the building knowledge representation. Moreover, this ontological validity reveals the building element label-specific failure and success rates simultaneously.Originality/valueThis study contributes to the assessment process of the generative adversarial networks through ontological validity checks rather than only conducting pixel-based similarity checks; semantic-based queries can introduce the GAN-generated, pixel-based building elements into the architecture, engineering and construction industry.
目的:本研究提出了一种本体论方法来评估生成对抗网络的架构输出。本文旨在评估生成对抗网络在表示建筑知识方面的性能。设计/方法/方法提出的本体论评估包括五个步骤。这些步骤分别是:创建建筑数据集,为建筑数据集开发本体,使用提出的本体内的标签训练You Only Look Once对象检测,使用数据集中的图像训练StyleGAN算法,最后检测本体标签并计算StyleGAN生成的基于像素的建筑图像的本体关系。作者提出并计算本体论身份和本体论包含度量来评估stylegan生成的本体论标签。本研究以300张飘窗图像作为本体评估实验的建筑数据集。本体论评估通过检查建筑知识表示的有效性,为stylegan生成的建筑图像提供基于语义的查询。此外,这种本体效度同时揭示了建筑元素标签特定的失败率和成功率。原创性/价值本研究通过本体有效性检查,而不是仅仅进行基于像素的相似性检查,有助于生成对抗网络的评估过程;基于语义的查询可以将gan生成的、基于像素的建筑元素引入建筑、工程和建筑行业。
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引用次数: 0
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