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Virtual site visits in Construction Management education: A practical alternative to physical site visits 建筑管理教育中的虚拟实地考察:一种替代实际实地考察的实用方法
Q1 Engineering Pub Date : 2023-11-07 DOI: 10.36680/j.itcon.2023.036
Alireza Shojaei, Reachsak Ly, Saeed Rokooei, Amirsamman Mahdavian, Ahmed Al-Bayati
Construction site visits and hands-on experiences are among the important instruments for educators in construction engineering and management to provide students with valuable knowledge and more engaging learning experiences. However, in addition to its existing logistical challenges, the COVID-19 pandemic has made site visits even more inaccessible as in-person classes and site visits moved to distant learning or got canceled. In a distance education system, conducting a physical site visit is not an easy task. This study focuses on the use of virtual site visits in construction and experiencing virtual hands-on training using immersive videos. Three types of video formats were used as the main content delivery methods in this pilot study namely, 2D flat, 360-degree, and 180-degree 3D videos. This method was adopted and tested in two courses that were previously face-to-face, which were then shifted to an online format due to the COVID-19 pandemic. The use of immersive videos gave students who would not have the ability to experience a physical site visit, the opportunity to experience the construction site environment and receive educational direction during a pre-recorded, hands-on, immersive video project. The goal of this study is to understand students’ experience with the provided technology, necessary improvement, implications for future research, and the potential implementations of this technology. A costume set of questionnaires was designed to retrieve students’ feedback on their experience which includes a comparison of different content delivery methods and four other study measures: knowledge retention, sense of presence, user experience, and overall satisfaction. Multiple statistical analyses were conducted on the collected data to provide both descriptive details and further insight into the study parameters and their relationship with each other and between different parameters.
建筑工地参观和实践经验是建筑工程和管理教育工作者为学生提供宝贵知识和更有吸引力的学习经验的重要手段之一。然而,除了现有的后勤挑战外,COVID-19大流行还使实地考察变得更加困难,因为面对面的课程和实地考察转向了远程学习或被取消。在远程教育系统中,进行实地考察并不是一件容易的事。本研究的重点是在建设中使用虚拟现场参观和体验虚拟动手训练使用沉浸式视频。在本次试点研究中,三种视频格式被用作主要的内容交付方式,即2D平面视频、360度视频和180度3D视频。这种方法被采用并在两门课程中进行了测试,这两门课程之前是面对面的,后来由于COVID-19大流行而转向在线形式。沉浸式视频的使用让那些无法亲身体验现场参观的学生有机会体验建筑现场环境,并在预先录制的、动手操作的沉浸式视频项目中接受教育指导。本研究的目的是了解学生对所提供的技术的体验,必要的改进,对未来研究的影响,以及该技术的潜在实现。我们设计了一套完整的调查问卷,以获取学生对其体验的反馈,其中包括对不同内容传递方式的比较,以及其他四项研究指标:知识保留、存在感、用户体验和总体满意度。对收集到的数据进行了多次统计分析,以提供描述性细节,并进一步了解研究参数及其相互关系和不同参数之间的关系。
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引用次数: 0
Vision-based tracking method of nighttime construction workers by integrating YOLOv5 and Deepsort 基于YOLOv5和Deepsort的夜间建筑工人视觉跟踪方法
Q1 Engineering Pub Date : 2023-11-07 DOI: 10.36680/j.itcon.2023.38
Guofeng Ma, Yiqin Jing, Zihao Huang, Jing Xu, Houzhuang Zhu
Due to poor visibility and fatigue factors, although nighttime construction has been widely used, its safety problems like struck-by accidents have also become increasingly prominent. Most of the current tracking methods of workers are not suitable for direct application in nighttime construction scenarios, so this research proposes a vision-based method, which integrates low-light image enhancement technology, YOLOv5 and Deepsort to track nighttime workers. The proposed method is mainly composed of four modules, including illumination enhancement module, detection module, the Kalman filter and matching module. In the experiment based on nine test videos, the method achieved the average multiple-object tracking accuracy (MOTA) of 89.93% and multiple-object tracking precision (MOTP) of 97.07%. At the same time, the experimental results also show that the method is robust to the common tracking challenges of occlusions, scale variations and posture variations. The proposed method has practical application potential in the monitoring task in nighttime construction, which makes the nighttime construction activities safer and more efficient.
由于能见度差和疲劳因素,夜间施工虽然得到了广泛的应用,但其安全问题,如被撞事故也日益突出。目前的工人跟踪方法大多不适合直接应用于夜间施工场景,因此本研究提出了一种基于视觉的方法,将低光图像增强技术、YOLOv5和Deepsort相结合,对夜间工人进行跟踪。该方法主要由四个模块组成,包括照明增强模块、检测模块、卡尔曼滤波模块和匹配模块。在基于9个测试视频的实验中,该方法的平均多目标跟踪精度(MOTA)为89.93%,多目标跟踪精度(MOTP)为97.07%。同时,实验结果也表明,该方法对遮挡、尺度变化和姿态变化等常见的跟踪挑战具有鲁棒性。该方法在夜间施工监控任务中具有实际应用潜力,使夜间施工活动更加安全、高效。
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引用次数: 0
Potential for synergetic integration of Building Information Modelling, Blockchain and Supply Chain Management in construction industry 建筑信息模型、区块链和供应链管理在建筑行业协同整合的潜力
Q1 Engineering Pub Date : 2023-10-23 DOI: 10.36680/j.itcon.2023.035
Hirusheekesan Selvanesan, Niranji Satanarachchi
Construction industry nowadays is facing several key issues as the likes of cost and time overruns and unstable business environment which lead to suppressed profitability, quality, and stakeholder satisfaction. Studies have suggested, an improved Supply Chain Management (SCM) towards Sustainable Supply Chain (SSCM) could help in this regard, however there are barriers observed to its implementation in the construction industry. Building Information Modelling (BIM) too is considered a positive disrupter in the construction industry due to the potential in its applications, and one of such potential is improving the SCM. However, similar to SCM, adoption of BIM faces several barriers. Preliminary review suggests that some of its barriers could be resolved by integrating with Blockchain, another disruptor stemming from Industry 4.0. Hence, this paper attempts to assess how the synergy of BIM and blockchain would improve the SCM of the construction industry. For that purpose, through a systematic literature review, the paper structures the barriers of SCM, and barriers and benefits of BIM and blockchain in construction industry across the dimensions of Socio-technical, Industrial, Organizational, Financial, Legal and Institutional, and Sustainability, and conceptually maps the barriers and benefits to identify their collective impact on SCM. From this study it was found that with the help of Blockchain integration, there are a number of potential synergies that may solve critical inherent issues in both BIM and SCM, such as reluctance of information sharing and trust, sustainability concerns and safety, leading to positive cumulative impact on SCM. However, it was also recognized that there can be negative as well as neutral cumulative impacts on areas such as cost, and lack of personnel, knowledge and institutional support that can lead to an opposite impact.
建筑业目前面临着几个关键问题,如成本和时间超支以及不稳定的商业环境,这些问题导致盈利能力、质量和利益相关者满意度受到抑制。研究表明,朝着可持续供应链(SSCM)的方向改进供应链管理(SCM)可以在这方面有所帮助,然而,在建筑行业实施它存在障碍。由于其应用的潜力,建筑信息模型(BIM)也被认为是建筑行业的积极颠覆者,其中一个潜力是改善供应链管理。然而,与SCM类似,BIM的采用面临着几个障碍。初步审查表明,它的一些障碍可以通过与区块链集成来解决,区块链是工业4.0的另一个颠覆者。因此,本文试图评估BIM和区块链的协同作用如何改善建筑行业的供应链管理。为此,通过系统的文献综述,本文从社会技术、工业、组织、财务、法律和制度以及可持续性等方面构建了供应链管理的障碍,以及BIM和区块链在建筑业中的障碍和好处,并从概念上绘制了障碍和好处的图,以确定它们对供应链管理的集体影响。从这项研究中发现,在区块链集成的帮助下,有许多潜在的协同作用可以解决BIM和SCM中关键的固有问题,例如信息共享和信任的不愿意,可持续性问题和安全性,从而对SCM产生积极的累积影响。但是,人们也认识到,在诸如费用、缺乏人员、知识和体制支助等方面可能产生消极和中性的累积影响,从而产生相反的影响。
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引用次数: 0
Evolution of BIM: epistemology, genesis and division into periods BIM的演进:认识论、起源与分期
Q1 Engineering Pub Date : 2023-10-07 DOI: 10.36680/j.itcon.2023.034
Andrzej Szymon Borkowski
There is no consensus among BIM practitioners and theorists as to whether BIM is an evolution from CAD systems or a total revolution in construction. In the history of BIM, there have been a number of important, epoch-making events that have changed the direction of BIM. From the concept of BIM, to the technology used in construction, to the methodology, to the process, to the holistic idea of BIM, one can see the evolution of user approaches to its use. BIM has two dimensions: an information system and a philosophy. Thus, BIM is both a tool and a philosophy that brings about a revolution. Several decades of BIM development prompts reflection and the delineation of perhaps some stages of maturation. This paper presents a theory of cognition (epistemology), essential for understanding the history of BIM. The genesis of the separation of BIM from CAD makes it clear that specific factors influenced further developments. Thus, the aim of the study was to periodise BIM in view of various factors that may be relevant to researchers interested in BIM and companies using or implementing BIM. The literature survey maintained inclusivity to reflect both positive and critical aspects of BIM. The periodisation of the history of BIM was done due to 3 factors: idea, approach and organisational culture. The development of the BIM idea established the direction in which systems and software development was heading, the user approach forced interoperability and the organisational culture emphasised increasing efficiency. Working according to the openBIM approach or within an IPD framework is probably not the end of the anticipated level of BIM maturity. The division into periods will probably be the subject of much discussion, but will perhaps set the directions for the future.
BIM的实践者和理论家对于BIM是CAD系统的进化还是建筑领域的彻底革命还没有达成共识。在BIM的历史上,有许多重要的、划时代的事件改变了BIM的发展方向。从BIM的概念,到建筑中使用的技术,到方法论,到过程,再到BIM的整体理念,人们可以看到用户对其使用方法的演变。BIM有两个维度:信息系统和理念。因此,BIM既是一种工具,也是一种理念,它带来了一场革命。几十年的BIM发展引发了反思,并描绘了一些成熟阶段。本文提出了一种认知理论(认识论),对于理解BIM的历史至关重要。BIM与CAD分离的起源清楚地表明,特定因素影响了进一步的发展。因此,本研究的目的是考虑到可能与对BIM感兴趣的研究人员和使用或实施BIM的公司相关的各种因素,对BIM进行分期研究。文献调查保持了包容性,以反映BIM的积极和关键方面。BIM历史的分期是由三个因素决定的:理念、方法和组织文化。BIM理念的发展确立了系统和软件开发的方向,用户方法强制互操作性,组织文化强调提高效率。根据openBIM方法或在IPD框架内工作可能不是BIM成熟度预期水平的终点。对不同时期的划分可能会引起很多讨论,但也许会为未来指明方向。
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引用次数: 0
Construction management in space: explore solution space of optimal schedule and cost estimate 空间中的施工管理:探索最优进度和成本估算的解决空间
Q1 Engineering Pub Date : 2023-09-22 DOI: 10.36680/j.itcon.2023.032
Marcel Nagatoishi, Renate Fruchter
Multi-planetary life is one of humanity's audacious dreams. A key challenge towards achieving such a space mission is the design and construction of space habitats, for instance, on Mars. This paper presents a virtual space construction decision framework (SCDF) prototype developed and tested to address the question: "How can space construction project partners make informed decisions and leverage new construction methods and cutting-edge technologies that are developed and transform the AEC terrestrial industry?" We consider six practical and theoretical points of departure reflecting knowledge and technology and their application towards developing SCDF: General Contractor Workflow; BIM; Generative Scheduling and Construction Schedule Optimization; Construction Robotics; 3D Printing; Virtual Reality (VR) and Visualization. SCDF development applied virtual design and construction (VDC) to model - simulate - optimize - visualize - validate a space construction project by exploring the solution space in the context of extra-terrestrial construction environments from concept design to construction completion in the virtual environment before any mission is launched. Results confirm that insights from terrestrial construction apply to extra-terrestrial construction and vice versa. These insights contribute to the six points of departure at three levels: 1. The SCDF; 2. Extensions to existing technology platforms; 3. New approaches and methods.
多行星生活是人类大胆的梦想之一。实现这一太空任务的一个关键挑战是空间栖息地的设计和建造,例如在火星上。本文介绍了一个虚拟空间建设决策框架(SCDF)原型,该原型开发并测试了以下问题:“空间建设项目合作伙伴如何做出明智的决策,并利用开发和改造AEC地面产业的新建设方法和尖端技术?”我们考虑了六个实际和理论的出发点,反映了知识和技术及其在开发SCDF中的应用:总承包商工作流程;女子;生成式调度与施工进度优化建筑机器人;3 d打印;虚拟现实(VR)和可视化。SCDF的开发应用了虚拟设计和建造(VDC),通过探索地外建筑环境背景下的解决方案空间,在任何任务启动之前,从概念设计到虚拟环境中的施工完成,对空间建筑项目进行建模-模拟-优化-可视化-验证。结果证实,地球构造的见解适用于地外构造,反之亦然。这些见解有助于从三个层面得出六个出发点:1。SCDF;2. 扩展现有技术平台;3.新的途径和方法。
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引用次数: 1
Utilizing augmented reality for the assembly and disassembly of panelized construction 利用增强现实技术进行拼板结构的组装和拆卸
Q1 Engineering Pub Date : 2023-09-22 DOI: 10.36680/j.itcon.2023.030
Kantheepan Yogeeswaran, Qian Chen, Borja García de Soto
Prefabricated construction allows for efficient resource usage while creating higher-quality products that can be assembled on-site within a short time. While this translates to significant benefits for the overall construction, challenges arise from an increased demand for trained prefabrication assembly workers. As prefabrication calls for skills differing from traditional construction, the local labor force can be negatively affected to impede the successful uptake of prefabricated construction. Upskilling the local workforce to take on prefabrication assembly and potential disassembly can solve this problem. This is more relevant to remote construction projects as they stand to gain more from prefabricated construction. This study presents two workflows for creating Augmented Reality (AR) solutions. The AR solutions are aimed to help workers transition between traditional and prefabrication assembly in a panelized construction project. They are: (1) using QR codes to identify a panel’s intended location and construction sequence and (2) using predefined markers to show required equipment and on-site assembly procedures. The solutions are delivered through smartphones, which are readily available and provide a cost-effective medium. Furthermore, developed workflows present an opportunity to implement Design for Disassembly (DfD) concepts in a project. The proposed workflows show the potential to substantially help communicate to the workers the instructions on both the panel assembly and disassembly activities and upskill the local workforce to support the transition to prefabrication assembly in construction projects.
预制结构允许有效的资源利用,同时创造更高质量的产品,可以在短时间内现场组装。虽然这为整体建设带来了巨大的好处,但对训练有素的预制装配工人的需求增加也带来了挑战。由于预制要求不同于传统建筑的技能,当地劳动力可能会受到负面影响,阻碍预制建筑的成功采用。提高当地劳动力的技能,让他们从事预制组装和潜在的拆卸工作,可以解决这个问题。这与远程建筑项目更相关,因为他们可以从预制建筑中获得更多收益。本研究提出了创建增强现实(AR)解决方案的两个工作流程。AR解决方案旨在帮助工人在板式建筑项目中从传统组装过渡到预制组装。它们是:(1)使用QR码来识别面板的预定位置和施工顺序;(2)使用预定义的标记来显示所需的设备和现场组装程序。解决方案通过智能手机提供,智能手机随时可用,并提供了一种经济有效的媒介。此外,开发的工作流为在项目中实现面向拆卸的设计(DfD)概念提供了机会。拟议的工作流程显示了在很大程度上有助于与工人沟通面板组装和拆卸活动的说明,并提高当地劳动力的技能,以支持建筑项目向预制组装的过渡。
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引用次数: 1
SPECIAL ISSUE EDITORIAL: The future of construction in the context of digital transformation (CONVR 2022) 特刊社论:数字化转型背景下的建筑未来(CONVR 2022)
Q1 Engineering Pub Date : 2023-09-22 DOI: 10.36680/j.itcon.2023.026
ary This special issue of Information Technology in Construction is dedicated to exploring the future of construction in the context of digital transformation. The inspiration for this edition stemmed from the 22nd International Conference on Construction Applications of Virtual Reality (CONVR 2022), which was held at Chung-Ang University in Seoul, South Korea. The overarching theme for CONVR 2022 was “The future of construction in the context of digital transformation and decarbonization”. With over 200 participants attending in person and many more joining online, the conference served as a platform for researchers to present innovative work on VR/AR, BIM, digital twins, IoT, artificial intelligence, construction automation, circular economy, and sustainability in the construction industry. The wealth of knowledge shared during the conference prompted us to invite the authors of outstanding papers to expand their contributions for publication in this special issue. The editors hope that this collection of articles will offer a glimpse into the current state of research on digitalization in the construction industry, and that it will serve as a valuable reference source for further research.
本期《建筑中的信息技术》特刊致力于探索数字化转型背景下的建筑未来。这个版本的灵感来自于在韩国首尔中央大学举行的第22届虚拟现实建筑应用国际会议(CONVR 2022)。CONVR 2022的总体主题是“数字化转型和脱碳背景下的建筑未来”。超过200名与会者亲自参加,还有更多的人在线参加,会议为研究人员提供了一个平台,展示VR/AR, BIM,数字孪生,物联网,人工智能,建筑自动化,循环经济和建筑行业的可持续性方面的创新工作。会议期间分享的丰富知识促使我们邀请优秀论文的作者在本期特刊上发表他们的文章。编辑们希望这篇文章将提供对建筑业数字化研究现状的一瞥,并为进一步的研究提供有价值的参考资料。
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引用次数: 0
A case study towards assessing the impact of mixed reality-based inspection and resolution of MEP issues during construction 基于混合现实的检查和解决施工过程中环境保护问题的影响评估案例研究
Q1 Engineering Pub Date : 2023-09-22 DOI: 10.36680/j.itcon.2023.029
Simge Girgin, Renate Fruchter, Martin Fischer
Despite advances in 3D clash detection during preconstruction, mechanical, electrical, and plumbing (MEP) installations are still prone to the detection of unforeseen clashes during construction. These issues must be resolved as quickly as possible to prevent significant schedule delays. Through interviews and field observations, this case study investigates the impact of mixed reality (MR) on the inspection and resolution of field-detected MEP issues from product, organization, and process (POP) perspectives. For the product impact, preliminary findings from the field interviews show that MR-based inspection would increase the quality of MEP installation by identifying errors easily and resolving them faster. For the organizational impact, we modeled and compared the current (as-is) and MR-integrated (to-be) MEP field issue resolution workflows using Business Process Model and Notation (BPMN) and determined that MR-based inspections can decrease the coordination overhead between MEP engineers and superintendents by up to 75%. This translates into at least a 50% faster resolution of an MEP issue for the process impact. The paper contributes to the practice of MR-based field inspection by providing a method to quantify potential time savings by integrating MR into the MEP field issue resolution workflow and field interview questions for MEP engineers and superintendents to further examine the use of MR during inspection activities in construction projects. Our observations of MEP superintendents and engineers during field inspection showed that not all building information visualized in MR is useful for their inspection tasks. We developed a classification for building information usefulness to help construction project managers who are deploying MR determine useful information for the task at hand that needs to be integrated into the 3D MR model for MR-based inspections.
尽管在施工前的3D碰撞检测方面取得了进展,但在施工过程中,机械、电气和管道(MEP)装置仍然容易检测到不可预见的碰撞。这些问题必须尽快解决,以防止重大的进度延误。通过访谈和现场观察,本案例研究从产品、组织和过程(POP)的角度调查了混合现实(MR)对现场检测的MEP问题的检查和解决的影响。对于产品的影响,现场访谈的初步结果表明,基于核磁共振的检查可以通过更容易地识别错误并更快地解决错误来提高MEP安装的质量。对于组织的影响,我们使用业务流程模型和符号(BPMN)建模并比较了当前(现状)和集成核磁共振(未来)的MEP现场问题解决工作流程,并确定基于核磁共振的检查可以将MEP工程师和主管之间的协调开销减少75%。这意味着对流程影响的MEP问题的解决速度至少提高了50%。本文通过将MR整合到环保部现场问题解决工作流程和现场访谈问题中,为环保部工程师和主管提供了一种量化潜在时间节省的方法,从而为基于MR的现场检查实践做出了贡献,从而进一步检查了MR在建筑项目检查活动中的使用。我们在实地检查期间对环境保护部主管和工程师的观察表明,并非所有在MR中可视化的建筑信息都对他们的检查任务有用。我们开发了一个建筑信息有用性分类,以帮助正在部署核磁共振的建筑项目经理确定手头任务的有用信息,这些信息需要集成到基于核磁共振的3D核磁共振模型中进行检查。
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引用次数: 1
Total BIM on the construction site: a dynamic single source of information 总BIM在施工现场:一个动态的单一信息来源
Q1 Engineering Pub Date : 2023-09-22 DOI: 10.36680/j.itcon.2023.027
Oliver Disney, Mattias Roupé, Mikael Johansson, Johannes Ris, Per Höglin
Digital technologies are rapidly transforming the construction industry, offering new opportunities to improve site work performance. Traditionally, site workers take information from static construction documents such as 2D paper drawings. However, in the Nordic region, a dynamic approach known as Total BIM has gained interest. Total BIM is a model-based approach to construction where BIM replaces 2D drawings as the contractual and legally binding construction document, and site workers use production-oriented, cloud-based BIM, on mobile devices to extract construction information. By having a dynamic single source of information, site workers face new demands as they independently extract construction information directly from BIM. This paper investigates the impact of Total BIM on site work methods through four real-life case studies, site visits, workshops, seminars and semi-structured interviews. The findings indicated that Total BIM provided site workers with a more dynamic construction process where the mobile BIM-viewer software became a central communication and management platform. Key digital Total BIM features were investigated that site workers used to perform new work methods, including measuring, filtering, visualizing, communicating, checklists, and requests for information. By using Total BIM instead of static 2D drawings, site workers interacted dynamically with BIM on mobile devices, changing the process of how work was implemented on the construction site. The practical implications of these findings can be used to support the on-site implementation and strategy work of Total BIM. Furthermore, this paper contributes practical concrete examples of on-site Total BIM use and addresses issues commonly found in state-of-the-art BIM projects.
数字技术正在迅速改变建筑行业,为提高现场工作性能提供了新的机会。传统上,现场工作人员从静态施工文件(如2D纸质图纸)中获取信息。然而,在北欧地区,一种被称为Total BIM的动态方法引起了人们的兴趣。全面BIM是一种基于模型的施工方法,BIM取代2D图纸作为合同和具有法律约束力的施工文件,现场工作人员在移动设备上使用面向生产的、基于云的BIM来提取施工信息。由于拥有动态的单一信息源,现场工作人员面临着新的需求,因为他们可以直接从BIM中独立提取施工信息。本文通过四个实际案例研究、实地考察、研讨会、研讨会和半结构化访谈,调查了Total BIM对现场工作方法的影响。研究结果表明,道达尔BIM为现场工人提供了一个更动态的施工过程,其中移动BIM查看器软件成为中心通信和管理平台。调查了现场工作人员用于执行新工作方法的关键数字BIM功能,包括测量、过滤、可视化、沟通、检查清单和信息请求。通过使用Total BIM代替静态2D图纸,现场工作人员在移动设备上与BIM动态交互,改变了施工现场的工作实施过程。这些发现的实际意义可用于支持Total BIM的现场实施和战略工作。此外,本文还提供了现场全面BIM使用的具体实例,并解决了在最先进的BIM项目中常见的问题。
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引用次数: 1
Machine learning-based energy use prediction for the smart building energy management system 基于机器学习的智能建筑能源管理系统能耗预测
Q1 Engineering Pub Date : 2023-09-22 DOI: 10.36680/j.itcon.2023.033
Mustika Sari, Mohammed Ali Berawi, Teuku Yuri Zagloel, Nunik Madyaningarum, Perdana Miraj, Ardiansyah Ramadhan Pranoto, Bambang Susantono, Roy Woodhead
Smart building is a building development approach utilizing digital and communication technology to improve occupants' comfort inside the building and help increase energy usage efficiency in building operations. Despite its benefits, the smart building concept is still slowly adopted, particularly in developing countries. The advancement of computational techniques such as machine learning (ML) has helped building owners simulate and optimize various building performances in the building design process more accurately. Therefore, this study aims to assist energy efficiency design strategies in a building by identifying the features of the smart building characteristics that can potentially foster building energy efficiency. Furthermore, an ML model based on the features identified is then developed to predict the level of energy use. K-Nearest Neighbor (k-NN) algorithm is employed to develop the model with the openly accessible smart building energy usage datasets from Chulalongkorn University Building Energy Management System (CU-BEMS) as the training and testing datasets. The validation result shows that the predictive model has an average relative error value of 17.76%. The energy efficiency levels obtained from applying identified features range from 34.5% to 45.3%, depending on the reviewed floor. This paper also proposed the dashboard interface design for ML-based smart building energy management.
智能楼宇是一种利用数码及通讯技术改善楼宇内住户舒适度及提高楼宇运作能源使用效率的楼宇发展方法。尽管有诸多好处,但智能建筑的概念仍被缓慢采用,尤其是在发展中国家。机器学习(ML)等计算技术的进步帮助业主在建筑设计过程中更准确地模拟和优化各种建筑性能。因此,本研究旨在通过识别智能建筑特征的特征来帮助建筑节能设计策略,这些特征可能会促进建筑节能。此外,基于所识别的特征,然后开发一个ML模型来预测能源使用水平。采用k-最近邻(k-NN)算法,以朱拉隆功大学建筑能源管理系统(CU-BEMS)中可公开获取的智能建筑能源使用数据集作为训练和测试数据集,开发模型。验证结果表明,该预测模型的平均相对误差值为17.76%。根据所审查的地板,通过应用已确定的特征获得的能源效率水平从34.5%到45.3%不等。本文还提出了基于机器学习的智能建筑能源管理的仪表板界面设计。
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引用次数: 1
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Journal of Information Technology in Construction
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