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A reinforcing transfer learning approach to predict buildings energy performance 一种强化迁移学习方法预测建筑能源性能
IF 3.3 Pub Date : 2023-08-01 DOI: 10.1108/ci-12-2022-0333
Elham Mahamedi, M. Wonders, Nima Gerami Seresht, W. L. Woo, M. Kassem
PurposeThe purpose of this paper is to propose a novel data-driven approach for predicting energy performance of buildings that can address the scarcity of quality data, and consider the dynamic nature of building systems.Design/methodology/approachThis paper proposes a reinforcing machine learning (ML) approach based on transfer learning (TL) to address these challenges. The proposed approach dynamically incorporates the data captured by the building management systems into the model to improve its accuracy.FindingsIt was shown that the proposed approach could improve the accuracy of the energy performance prediction compared to the conventional TL (non-reinforcing) approach by 19 percentage points in mean absolute percentage error.Research limitations/implicationsThe case study results confirm the practicality of the proposed approach and show that it outperforms the standard ML approach (with no transferred knowledge) when little data is available.Originality/valueThis approach contributes to the body of knowledge by addressing the limited data availability in the building sector using TL; and accounting for the dynamics of buildings’ energy performance by the reinforcing architecture. The proposed approach is implemented in a case study project based in London, UK.
本文的目的是提出一种新的数据驱动方法来预测建筑物的能源性能,该方法可以解决质量数据的稀缺性,并考虑建筑系统的动态特性。设计/方法/方法本文提出了一种基于迁移学习(TL)的强化机器学习(ML)方法来解决这些挑战。该方法将建筑管理系统捕获的数据动态地整合到模型中,以提高模型的准确性。结果表明,与传统的TL(非强化)方法相比,该方法可以将能量性能预测的准确性提高19个百分点的平均绝对百分比误差。研究局限性/意义案例研究结果证实了所提出方法的实用性,并表明当可用数据很少时,它优于标准ML方法(没有转移知识)。原创性/价值这种方法通过使用TL解决建筑部门有限的数据可用性,从而为知识体系做出贡献;并通过加固结构对建筑物的能源性能进行动态计算。在英国伦敦的一个案例研究项目中实现了所提出的方法。
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引用次数: 0
Clients as drivers of innovation in the infrastructure sector: implications of hard and soft project management approaches 客户作为基础设施领域创新的驱动力:硬项目管理方法和软项目管理方法的含义
IF 3.3 Pub Date : 2023-08-01 DOI: 10.1108/ci-01-2022-0001
J. Guerrero, S. Engström
PurposeBy adopting the “hard” and “soft” project management (PM) approaches from the PM-literature, this paper aims to problematize the expected role of client organizations in driving innovation in the transport infrastructure sector.Design/methodology/approachAddressing a large public client in Sweden, a case study design was initially applied to provide in-depth insights and perspectives of client project managers’ views and experiences of managing projects expected to drive innovation. In this paper, the concepts of “hard” and “soft” are used to discuss empirical findings on challenges associated with adopting a PM-approach for driving innovation in projects. The empirical material consists of interview data, complemented with observations and archival data.FindingsFindings reveal challenges associated with combining hard and soft approaches, frequently demonstrating difficulties in balancing short-term project expectations with the promotion of innovation. In line with the literature, project managers note that there is a need for soft approaches to promote development and drive innovation. Yet, findings reflect a situation in which operational success criteria predominate, whereas soft approaches are not sufficiently used to create the grounds required for fostering innovation.Originality/valueInsights are provided into how PM-approaches may impact construction innovation in the infrastructure sector, demonstrating a need for further research on the challenges and implications of applying and combining hard and soft PM-approaches.
目的通过采用PM文献中的“硬”和“软”项目管理(PM)方法,本文旨在解决客户组织在推动交通基础设施部门创新方面的预期作用。设计/方法论/方法针对瑞典的一个大型公共客户,最初应用了案例研究设计,以深入了解客户项目经理对管理有望推动创新的项目的看法和经验。在本文中,“硬”和“软”的概念被用来讨论与采用PM方法驱动项目创新相关的挑战的实证结果。经验材料包括访谈数据,并辅以观察和档案数据。调查结果揭示了硬方法和软方法相结合的挑战,经常表明在平衡短期项目预期和促进创新方面存在困难。根据文献,项目经理指出,需要采取软性方法来促进发展和推动创新。然而,研究结果反映了一种情况,即运营成功标准占主导地位,而软性方法没有充分用于创造促进创新所需的基础。独创性/价值深入了解了PM方法如何影响基础设施行业的建筑创新,表明有必要对应用和结合硬PM方法和软PM方法的挑战和影响进行进一步研究。
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引用次数: 0
Cyber-physical systems and digital twins for “cognitive building” in the construction industry 建筑业“认知建设”的网络物理系统和数字双胞胎
IF 3.3 Pub Date : 2023-08-01 DOI: 10.1108/ci-07-2022-0164
F. A. Ghansah, Weisheng Lu
PurposeDespite the growing attention on the relevance of improved building management systems with cognition in recent years in the architecture, engineering, construction and operation (AECO) community, no review has been conducted to understand the human-environment interaction features of cyber-physical systems (CPS) and digital twins (DTs) in developing the concept of a cognitive building (CB). Thus, this paper aims to review existing studies on CPS and DTs for CB to propose a comprehensive system architecture that considers human-environment interactions.Design/methodology/approachScientometric analysis and content analysis were adopted for this study.FindingsThe scientometric analysis of 1,042 journal papers showed the major themes of CPS/DTs for CB, and these can be categorized into three key technologies to realize CB in the AECO community: CPS, DTs and cognitive computing (CC). Content analysis of 44 relevant publications in the built environment assisted in understanding and evidently confirming the claim of this study on the integration of CPS and DTs for CB in construction by also involving the CC. It is found and confirmed that CB can be realized with CPS and DTs along with the CC. A CB system architecture (CBSA) is proposed from the three key technologies considering the human-environment interactions in the loop. The study discovered the potential applications of the CBSA across the building lifecycle phases, including the design, construction and operations and maintenance, with the potential promise of endowing resilience, intelligence, greater efficiency and self-adaptiveness. Based on the findings of the review, four research directions are proposed: human-environment interactions, CB for sustainable building performance, CB concept for modular buildings and moving beyond CB.Originality/valueThis study stands out for comprehensively surveying the intellectual core and the landscape of the general body of knowledge on CPS/DTs for CB in the built environment. It makes a distinctive contribution to knowledge as it does not only propose CBSA by integrating CPS and DTs along with CC but also suggests some potential practical applications. These may require expert judgments and real case examples to enhance reproducibility and validation.
目的尽管近年来建筑、工程、施工和运营(AECO)界越来越关注改进的建筑管理系统与认知的相关性,目前还没有对网络物理系统(CPS)和数字双胞胎(DT)在开发认知建筑(CB)概念时的人-环境交互特征进行综述。因此,本文旨在回顾CB的CPS和DT的现有研究,以提出一个考虑人与环境交互的综合系统架构。设计/方法/方法本研究采用科学分析法和内容分析法。发现对1042篇期刊论文的科学计量分析显示了CB的CPS/DTs的主要主题,这些主题可分为AECO社区实现CB的三个关键技术:CPS、DTs和认知计算(CC)。通过对44篇相关出版物在建筑环境中的内容分析,有助于理解并明显证实本研究关于建筑施工中CB的CPS和DT集成的主张,同时也涉及CC。发现并证实了CB可以与CPS和DT一起实现。从三个关键技术出发,考虑到人与环境在循环中的相互作用,提出了CB系统体系结构(CBSA)。该研究发现了CBSA在建筑生命周期各阶段的潜在应用,包括设计、施工、运营和维护,并有望赋予其弹性、智能性、更高的效率和自适应性。基于综述的结果,提出了四个研究方向:人与环境的相互作用、可持续建筑性能的CB、模块化建筑的CB概念以及超越CB。独创性/价值本研究旨在全面调查建筑环境中CB的CPS/DT的知识核心和一般知识体系的景观。它对知识做出了独特的贡献,因为它不仅通过将CPS和DT与CC集成来提出CBSA,而且还提出了一些潜在的实际应用。这些可能需要专家判断和实际案例,以增强再现性和验证性。
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引用次数: 0
Critical indicators for assessing the life cycle social footprint of Australian freeways 评估澳大利亚高速公路生命周期社会足迹的关键指标
IF 3.3 Pub Date : 2023-07-31 DOI: 10.1108/ci-03-2023-0040
Ankitha Vijayakumar, M. Mahmood, A. Gurmu, Imriyas Kamardeen, S. Alam
PurposeFreeways in Australia play a significant role in connecting distant communities, shifting freight and strengthening the country’s economy. To meet the growing needs of present and future generations, delivering a socially sustainable road infrastructure that creates generational benefits is essential. However, the existing literature reveals the lack of comprehensive indicators to assess the social sustainability performance of freeway projects. Therefore, this paper aims to identify a critical set of system-specific indicators to evaluate the life cycle social footprint of Australian freeways.Design/methodology/approachThis study conducted 31 interview questionnaire surveys with actively engaged stakeholders involved in various freeway projects around Australia. The data collected was analysed using fuzzy set theory and other statistical approaches.FindingsThe study identified 42 critical indicators for assessing the social sustainability performance throughout the life cycle of freeways in the Australian context. For example, stakeholder involvement, reduction of casualty rate due to road accidents, fair remuneration to project workforce and improved accessibility to required services.Practical implicationsThe context-specific opinions extracted from the industry experts and the comprehensive set of critical indicators identified would ensure that all the vital aspects of social sustainability are considered throughout the life cycle of Australian freeways in the future, assisting the decision-makers in enhancing the project’s social sustainability performance.Originality/valueThe linguistic explanations associated with the ratings given by the industry experts provide greater insight into the context of the life cycle social sustainability assessment of Australian freeways exclusively.
目的澳大利亚的高速公路在连接偏远社区、转移货运和加强国家经济方面发挥着重要作用。为了满足今世后代日益增长的需求,提供一个社会可持续的道路基础设施,创造世代利益至关重要。然而,现有文献表明,缺乏综合指标来评估高速公路项目的社会可持续性表现。因此,本文旨在确定一组关键的系统特定指标,以评估澳大利亚高速公路的生命周期社会足迹。设计/方法/方法本研究对参与澳大利亚各地高速公路项目的积极参与的利益相关者进行了31次访谈问卷调查。使用模糊集理论和其他统计方法对收集的数据进行了分析。研究结果该研究确定了42个关键指标,用于评估澳大利亚高速公路整个生命周期的社会可持续性表现。例如,利益相关者的参与、道路事故伤亡率的降低、项目劳动力的公平薪酬以及所需服务的可及性的提高。实际含义从行业专家那里提取的针对具体情况的意见和确定的一套全面的关键指标将确保在未来澳大利亚高速公路的整个生命周期中考虑社会可持续性的所有重要方面,帮助决策者提高项目的社会可持续性绩效。独创性/价值与行业专家给出的评级相关的语言解释为澳大利亚高速公路的生命周期社会可持续性评估提供了更深入的见解。
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引用次数: 0
Implementing the principles of circular economy in the construction industry: exploratory and confirmatory factor analyses of strategies 建筑业循环经济原则的实施:策略的探索性与验证性因素分析
IF 3.3 Pub Date : 2023-07-26 DOI: 10.1108/ci-10-2022-0270
Judith Amudjie, K. Agyekum, E. Adinyira, S. Amos-Abanyie, E. Botchway
PurposeThis study aims to examine the strategies that can be adopted to enhance the practice of circular economy (CE) principles among built environment (BE) firms operating in the Ghanaian Construction Industry (GCI).Design/methodology/approachA structured questionnaire survey was used to solicit the views of 162 BE professionals working in construction, consulting, and developer firms on the issue under investigation. The questionnaire was developed through a review of related literature and complemented with a pilot review. Data were analysed by descriptive and inferential statistics.FindingsThe findings revealed four major categories of strategies (i.e. systems and technical related strategies, market orientation and operational strategies, knowledge dissemination and awareness-related strategies, and environmental and regulatory strategies) to promote the practice of the principles of CE among BE professionals in the GCI.Originality/valueThis study’s findings provide insights into an under-investigated topic in the construction industry, especially, in a developing country such as Ghana, and offer new and additional information and insights into the current state-of-the-art on CE implementation.
目的本研究旨在检验在加纳建筑业(GCI)运营的建筑环境(be)公司中可以采取的策略,以加强循环经济(CE)原则的实践。设计/方法/方法采用结构化问卷调查,征求162名建筑、咨询和开发商BE专业人员对调查问题的意见。调查表是通过审查相关文献编制的,并辅以试点审查。数据采用描述性和推断统计学方法进行分析。调查结果揭示了四大类战略(即系统和技术相关战略、市场导向和运营战略、知识传播和意识相关战略以及环境和监管战略),以促进英国基础教育学院BE专业人员实施CE原则。独创性/价值这项研究的发现为建筑业,特别是加纳等发展中国家的建筑业中一个调查不足的主题提供了见解,并为当前CE实施的最新技术提供了新的和额外的信息和见解。
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引用次数: 0
Material recognition for construction quality monitoring using deep learning methods 基于深度学习方法的建筑质量监测材料识别
IF 3.3 Pub Date : 2023-07-12 DOI: 10.1108/ci-04-2022-0074
Hadi Mahamivanan, Navid Ghassemi, Mohammad Tayarani Darbandi, A. Shoeibi, Sadiq Hussain, F. Nasirzadeh, R. Alizadehsani, D. Nahavandi, A. Khosravi, Saeid Nahavandi
PurposeThis paper aims to propose a new deep learning technique to detect the type of material to improve automated construction quality monitoring.Design/methodology/approachA new data augmentation approach that has improved the model robustness against different illumination conditions and overfitting is proposed. This study uses data augmentation at test time and adds outlier samples to training set to prevent over-fitted network training. For data augmentation at test time, five segments are extracted from each sample image and fed to the network. For these images, the network outputting average values is used as the final prediction. Then, the proposed approach is evaluated on multiple deep networks used as material classifiers. The fully connected layers are removed from the end of the networks, and only convolutional layers are retained.FindingsThe proposed method is evaluated on recognizing 11 types of building materials which include 1,231 images taken from several construction sites. Each image resolution is 4,000 × 3,000. The images are captured with different illumination and camera positions. Different illumination conditions lead to trained networks that are more robust against various environmental conditions. Using VGG16 model, an accuracy of 97.35% is achieved outperforming existing approaches.Practical implicationsIt is believed that the proposed method presents a new and robust tool for detecting and classifying different material types. The automated detection of material will aid to monitor the quality and see whether the right type of material has been used in the project based on contract specifications. In addition, the proposed model can be used as a guideline for performing quality control (QC) in construction projects based on project quality plan. It can also be used as an input for automated progress monitoring because the material type detection will provide a critical input for object detection.Originality/valueSeveral studies have been conducted to perform quality management, but there are some issues that need to be addressed. In most previous studies, a very limited number of material types were examined. In addition, although some studies have reported high accuracy to detect material types (Bunrit et al., 2020), their accuracy is dramatically reduced when they are used to detect materials with similar texture and color. In this research, the authors propose a new method to solve the mentioned shortcomings.
目的本文旨在提出一种新的深度学习技术来检测材料类型,以提高施工质量的自动化监控。设计/方法/方法提出了一种新的数据增强方法,该方法提高了模型对不同光照条件和过拟合的鲁棒性。本研究在测试时使用数据扩充,并将异常样本添加到训练集中,以防止过度拟合网络训练。对于测试时的数据增强,从每个样本图像中提取五个片段,并将其提供给网络。对于这些图像,使用输出平均值的网络作为最终预测。然后,在多个用作材料分类器的深度网络上对所提出的方法进行了评估。完全连接的层被从网络的末端移除,并且仅保留卷积层。发现该方法在识别11种建筑材料方面进行了评估,其中包括从几个建筑工地拍摄的1231张图像。每个图像的分辨率为4000 × 这些图像是用不同的照明和相机位置拍摄的。不同的照明条件导致训练的网络对各种环境条件更加鲁棒。使用VGG16模型,实现了97.35%的准确率,优于现有方法。实践意义据信,该方法为检测和分类不同的材料类型提供了一种新的、稳健的工具。材料的自动检测将有助于监测质量,并根据合同规范查看项目中是否使用了正确类型的材料。此外,所提出的模型可作为基于项目质量计划的建设项目质量控制的指导方针。它也可以用作自动进度监控的输入,因为材料类型检测将为对象检测提供关键输入。独创性/价值已经进行了几项研究来进行质量管理,但仍有一些问题需要解决。在以前的大多数研究中,对数量非常有限的材料类型进行了检查。此外,尽管一些研究报告了检测材料类型的高精度(Bunrit等人,2020),但当它们用于检测具有相似纹理和颜色的材料时,它们的精度会显著降低。在本研究中,作者提出了一种新的方法来解决上述缺点。
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引用次数: 1
Review of Research on Coarse Aggregate Reinforcement of Recycled Concrete 再生混凝土粗骨料配筋研究综述
IF 3.3 Pub Date : 2023-07-12 DOI: 10.15282/construction.v3i1.9336
Zhang Li, M.N.A. Azman, R.P Jaya
In order to explore the effective method of strengthening recycled concrete coarse aggregate,improve the effective utilization rate of recycled concrete, respond to the development requirements of green buildings and green building materials. By reading a large number of existing research methods and documents, the advantages and disadvantages of various strengthening methods for recycled concrete coarse aggregate in recent years are analyzed and summarized. The main strengthening methods of reclaimed coarse aggregate are physical strengthening, chemical strengthening and gradation strengthening through comparative analysis, more effective strengthening methods are not single, but a combination of two or more methods. Effectively combine gradation strengthening and chemical strengthening, can better improve the mechanical properties of recycled concrete coarse aggregate and durability. There is little research on the failure mechanism of transition zone and strengthening the interface transition zone of recycled concrete, and there are few literatures about harmless treatment of chemically strengthened slurry. These two aspects can be explored and analyzed in the future research.
为了探索再生混凝土粗骨料加固的有效方法,提高再生混凝土的有效利用率,响应绿色建筑和绿色建材的发展要求。通过阅读大量已有的研究方法和文献,对近年来再生混凝土粗骨料各种加固方法的优缺点进行了分析和总结。通过对比分析,再生粗骨料的主要加固方法有物理加固、化学加固和级配加固,较有效的加固方法不是单一的,而是两种或两种以上方法的结合。级配强化与化学强化有效结合,能较好地提高再生混凝土粗集料的力学性能和耐久性。对再生混凝土过渡区破坏机理及界面过渡区强化的研究较少,化学强化浆体无害化处理的文献较少。这两个方面可以在今后的研究中进行探讨和分析。
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引用次数: 0
Fibers in Asphalt Mixture: A State-of-The-Art Review 沥青混合料中的纤维:最新进展
IF 3.3 Pub Date : 2023-07-12 DOI: 10.15282/construction.v3i1.9215
Ts. Dr. Khairil Azman Masri, A.O.A. Baqadeem
The use of fiber in asphalt mixture is gaining popularity as it can improve the mechanical properties of the asphalt pavement and enhance its durability and longevity. The main objective of this review is to discuss the recent research on the use of fiber in asphalt mixture and to provide an overview of its effects on the mechanical properties of asphalt. The article presents a review of the literature on the use of different types of fibers in asphalt mixture, including natural fibers, synthetic fibers, and glass fibers. The mechanical properties evaluated include stiffness, fatigue resistance, crack resistance, and rutting resistance. The review highlights the potential benefits of using fiber in asphalt mixture, including improved stiffness and crack resistance, reduced rutting, and increased fatigue resistance. However, the effectiveness of fiber in improving the mechanical properties of asphalt is influenced by various factors, such as fiber type, content, and distribution.
纤维在沥青混合料中的应用越来越受欢迎,因为它可以改善沥青路面的力学性能,提高其耐久性和使用寿命。本文综述了近年来纤维在沥青混合料中的应用研究,并对其对沥青力学性能的影响进行了综述。本文综述了不同类型纤维在沥青混合料中的应用,包括天然纤维、合成纤维和玻璃纤维。评估的机械性能包括刚度、抗疲劳性、抗裂性和抗车辙性。该综述强调了在沥青混合料中使用纤维的潜在好处,包括改善刚度和抗裂性,减少车辙,增加抗疲劳性。然而,纤维改善沥青力学性能的效果受到纤维种类、含量、分布等多种因素的影响。
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引用次数: 0
A Qualitative Study of Safety Issues in Industrialised Buildings in China 中国工业化建筑安全问题的定性研究
IF 3.3 Pub Date : 2023-07-12 DOI: 10.15282/construction.v3i1.9356
Xue Chen, Mohamed Nor Azhari Azman
The purpose of this paper is to investigate the safety issues of industrialised buildings in China, with a particular focus on the differences between conventional and industrialised projects. To achieve this, interviews were conducted with 20 people from different professional backgrounds. The results of the study indicate that safety concerns in industrialised construction in China can be grouped into four main factors: shortage of skilled workers, challenges in lifting operations, lack of managerial responsibility, climatic factors and unexpected accidents. The results of this study could guide policy makers, including government officials and contractors in industry, in developing a new safety prevention approach. These findings will also inform the future management of safety in industrialised construction in China.
本文的目的是研究中国工业化建筑的安全问题,特别关注传统和工业化项目之间的差异。为此,我们对来自不同专业背景的20人进行了采访。研究结果表明,中国工业化建筑的安全问题可分为四个主要因素:技术工人短缺、起重作业的挑战、管理责任的缺乏、气候因素和意外事故。这项研究的结果可以指导政策制定者,包括政府官员和工业承包商,制定新的安全预防方法。这些发现也将为未来中国工业化建筑的安全管理提供信息。
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引用次数: 0
Identifying the Initiatives of Construction Waste Management in Malaysia towards achieving Sustainable Construction 确定马来西亚建筑废物管理的措施,以实现可持续建筑
IF 3.3 Pub Date : 2023-07-12 DOI: 10.15282/construction.v3i1.9462
Ts. Sr Dr Siti Nur Aishah Mohd Noor, Muhammad Shazwan Holelkusairi, Dr Lilawati Ab Wahab Ab Wahab, Dr. Izatul Farrita Mohd Kamar, Ts. Sr Mohd Khairul Amri Ramly
Construction waste management is not a new topic in the construction industry. It involves the management of waste material arising from construction, renovation, and demolition activities as such concrete, timber, steel, and plastics products. The poor construction waste management practice has led to failure to ensure sustainability in construction by increasing environmental impacts and illegal dumping. Hence, with proper construction waste management techniques and processes, the notion of sustainable construction can easily be achieved. The aim of this study is to identify the initiatives for construction waste management toward sustainable construction. The study adopted a quantitative method of questionnaires survey distributed to 118 numbers of Grade 7 Contractors in Pahang. The professional teams in the company provide their responses in regard to waste management initiatives taken by them. The findings revealed several initiatives taken by contractors in helping to move towards sustainable construction in Pahang as such strengthening the policies in government agencies regarding waste management and compliance with the law to the general legislative structure. This study contributes to increasing the effectiveness of managing construction waste, particularly for contractor companies who are major involved during the construction process.
建筑垃圾管理在建筑行业并不是一个新话题。它涉及建筑、翻新和拆除活动中产生的废料的管理,如混凝土、木材、钢铁和塑料产品。由于建筑废物管理不善,导致建筑工程对环境的影响越来越大,并导致非法倾倒,从而无法确保建筑的可持续性。因此,有了适当的建筑废物管理技术和程序,可持续建筑的概念就很容易实现。本研究的目的是找出建筑废物管理的措施,以促进建筑的可持续发展。本研究采用问卷调查的定量方法,对彭亨州118名7级承包商进行了问卷调查。公司的专业团队会就他们所采取的废物管理措施作出回应。调查结果揭示了承包商在帮助彭亨州实现可持续建筑方面采取的若干举措,例如加强政府机构关于废物管理的政策和遵守一般立法结构的法律。这项研究有助于提高管理建筑废物的效率,特别是对于主要参与建筑过程的承包商公司。
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引用次数: 1
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Construction Innovation-England
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