Construction Innovation-England最新文献

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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
Construction Innovation-England Pub Date : 2023-08-29 DOI: 10.1108/ci-08-2022-0214
Ayesh Udayanga Nelumdeniya, B. Perera, K. Gimhani
{"title":"Usage of digital technology in improving the mental health of workers on construction sites","authors":"Ayesh Udayanga Nelumdeniya, B. Perera, K. Gimhani","doi":"10.1108/ci-08-2022-0214","DOIUrl":"https://doi.org/10.1108/ci-08-2022-0214","url":null,"abstract":"\u0000Purpose\u0000The purpose of this study is to investigate the usage of digital technologies (DTs) in improving the mental health of workers on construction sites.\u0000\u0000\u0000Design/methodology/approach\u0000A 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.\u0000\u0000\u0000Findings\u0000The 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.\u0000\u0000\u0000Originality/value\u0000There 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.\u0000","PeriodicalId":45580,"journal":{"name":"Construction Innovation-England","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2023-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45215995","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Construction Innovation-England 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
{"title":"Uncertainties affecting the offsite construction supply chain resilience: a systematic literature review","authors":"T. Tennakoon, N. Chileshe, R. Rameezdeen, Jorge Ochoa Paniagua, A. Samaraweera, L. Statsenko","doi":"10.1108/ci-04-2023-0075","DOIUrl":"https://doi.org/10.1108/ci-04-2023-0075","url":null,"abstract":"\u0000Purpose\u0000This 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).\u0000\u0000\u0000Design/methodology/approach\u0000The 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.\u0000\u0000\u0000Findings\u0000The 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.\u0000\u0000\u0000Originality/value\u0000This 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.\u0000","PeriodicalId":45580,"journal":{"name":"Construction Innovation-England","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2023-08-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41362192","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Construction Innovation-England 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
{"title":"Developing an interactive pile training module for construction risk management and gaging users’ intentions","authors":"Wei Du, Samad M.E. Sepasgozar, A. Khan, S. Shirowzhan, Juan Garzon Romero","doi":"10.1108/ci-10-2022-0269","DOIUrl":"https://doi.org/10.1108/ci-10-2022-0269","url":null,"abstract":"\u0000Purpose\u0000This 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.\u0000\u0000\u0000Design/methodology/approach\u0000A 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.\u0000\u0000\u0000Findings\u0000The 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.\u0000\u0000\u0000Practical implications\u0000The 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.\u0000\u0000\u0000Originality/value\u0000This 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.\u0000","PeriodicalId":45580,"journal":{"name":"Construction Innovation-England","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2023-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44375871","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Construction Innovation-England Pub Date : 2023-08-22 DOI: 10.1108/ci-03-2023-0039
Sukhwant Kaur Sagar, O. Oladinrin, M. Arif, A. Kaushik, Rubina Islam
{"title":"Impact of trust in virtual project teams: structural equation modelling approach","authors":"Sukhwant Kaur Sagar, O. Oladinrin, M. Arif, A. Kaushik, Rubina Islam","doi":"10.1108/ci-03-2023-0039","DOIUrl":"https://doi.org/10.1108/ci-03-2023-0039","url":null,"abstract":"\u0000Purpose\u0000This study aims to focus on model development to analyse key factors affecting trust in virtual project teams (VPTs).\u0000\u0000\u0000Design/methodology/approach\u0000A 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.\u0000\u0000\u0000Findings\u0000Team 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.\u0000\u0000\u0000Originality/value\u0000The model developed in this study would benefit team productivity and team members’ learning in VPTs.\u0000","PeriodicalId":45580,"journal":{"name":"Construction Innovation-England","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2023-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48657853","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Construction Innovation-England Pub Date : 2023-08-16 DOI: 10.1108/ci-04-2023-0063
M. Ikuabe, C. Aigbavboa, C. Anumba, Ayodeji Emmanuel Oke
{"title":"Cyber-physical systems for facilities management: a Delphi study on the propelling measures","authors":"M. Ikuabe, C. Aigbavboa, C. Anumba, Ayodeji Emmanuel Oke","doi":"10.1108/ci-04-2023-0063","DOIUrl":"https://doi.org/10.1108/ci-04-2023-0063","url":null,"abstract":"\u0000Purpose\u0000Through 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.\u0000\u0000\u0000Design/methodology/approach\u0000Using 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.\u0000\u0000\u0000Findings\u0000The 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.\u0000\u0000\u0000Practical implications\u0000The 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.\u0000\u0000\u0000Originality/value\u0000To 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.\u0000","PeriodicalId":45580,"journal":{"name":"Construction Innovation-England","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2023-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"62051361","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Construction Innovation-England Pub Date : 2023-08-16 DOI: 10.1108/ci-01-2023-0014
Andrea Zani, A. Speroni, A. Mainini, M. Zinzi, Luisa Caldas, T. Poli
{"title":"Customized shading solutions for complex building façades: the potential of an innovative cement-textile composite material through a performance-based generative design","authors":"Andrea Zani, A. Speroni, A. Mainini, M. Zinzi, Luisa Caldas, T. Poli","doi":"10.1108/ci-01-2023-0014","DOIUrl":"https://doi.org/10.1108/ci-01-2023-0014","url":null,"abstract":"\u0000Purpose\u0000The 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.\u0000\u0000\u0000Design/methodology/approach\u0000The 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.\u0000\u0000\u0000Findings\u0000The 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.\u0000\u0000\u0000Originality/value\u0000The 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.\u0000","PeriodicalId":45580,"journal":{"name":"Construction Innovation-England","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2023-08-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46822132","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Construction Innovation-England Pub Date : 2023-08-11 DOI: 10.1108/ci-04-2023-0060
Ruifan Chang, M. F. Antwi-Afari
{"title":"Critical success factors for implementing 3D printing technology in construction projects: academics and construction practitioners’ perspectives","authors":"Ruifan Chang, M. F. Antwi-Afari","doi":"10.1108/ci-04-2023-0060","DOIUrl":"https://doi.org/10.1108/ci-04-2023-0060","url":null,"abstract":"\u0000Purpose\u0000The 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.\u0000\u0000\u0000Design/methodology/approach\u0000To 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.\u0000\u0000\u0000Findings\u0000Through 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”.\u0000\u0000\u0000Originality/value\u0000This 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.\u0000","PeriodicalId":45580,"journal":{"name":"Construction Innovation-England","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2023-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44898745","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Construction Innovation-England Pub Date : 2023-08-10 DOI: 10.1108/ci-08-2022-0202
K.I.L. Abhayantha, B. Perera, H. Perera, R. Palliyaguru
{"title":"Management of environmental risks in highway construction projects in Sri Lanka","authors":"K.I.L. Abhayantha, B. Perera, H. Perera, R. Palliyaguru","doi":"10.1108/ci-08-2022-0202","DOIUrl":"https://doi.org/10.1108/ci-08-2022-0202","url":null,"abstract":"\u0000Purpose\u0000Environmental 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.\u0000\u0000\u0000Design/methodology/approach\u0000A 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.\u0000\u0000\u0000Findings\u0000The 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.\u0000\u0000\u0000Originality/value\u0000Overall, 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.\u0000","PeriodicalId":45580,"journal":{"name":"Construction Innovation-England","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2023-08-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42258842","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Construction Innovation-England 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
{"title":"Effect of Soil Contamination on Human Health and Environment with Preventive Measures: A Review","authors":"Diana Che Lat, Doris Asmani Mat Yusof, Mohd Hanafie Yasin, Siti Nur Aishah Mohd Noor, Noor Shazreen A. Rahman, Roslizayati Razali","doi":"10.15282/construction.v3i1.9404","DOIUrl":"https://doi.org/10.15282/construction.v3i1.9404","url":null,"abstract":"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.","PeriodicalId":45580,"journal":{"name":"Construction Innovation-England","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-08-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135747349","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
Construction Innovation-England Pub Date : 2023-08-04 DOI: 10.1108/ci-03-2023-0053
Can Uzun, Raşit Eren Cangür
{"title":"An ontological assessment proposal for architectural outputs of generative adversarial network","authors":"Can Uzun, Raşit Eren Cangür","doi":"10.1108/ci-03-2023-0053","DOIUrl":"https://doi.org/10.1108/ci-03-2023-0053","url":null,"abstract":"\u0000Purpose\u0000This 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.\u0000\u0000\u0000Design/methodology/approach\u0000The 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.\u0000\u0000\u0000Findings\u0000The 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.\u0000\u0000\u0000Originality/value\u0000This 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.\u0000","PeriodicalId":45580,"journal":{"name":"Construction Innovation-England","volume":null,"pages":null},"PeriodicalIF":3.3,"publicationDate":"2023-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49050529","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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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