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Acid Activation in Low-Carbon Binders: A Systematic Literature Review 低碳粘合剂中的酸活化:系统文献综述
IF 3.8 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-12-27 DOI: 10.3390/buildings14010083
Janaina Aguiar Park, Marcio Mateus Pimenta, A. C. S. Bezerra
Geopolymers have emerged as an alternative binding material to Ordinary Portland Cement (OPC). Recently, there has been an increase in studies exploring the synthesis of these materials using acid activation rather than traditional alkaline activation. This approach offers benefits such as good strength at an early age, better thermal properties, and a chemical activator that emits less carbon to be produced. In addition, it provides resistance to efflorescence and leaching, which are common challenges associated with alkali-activated products. This work analyzed the scientific advances in acid activation in synthesizing an alternative binder to OPC. To this end, a systematic review of the last five years of scientific literature was carried out using the Systematic Review for Engineering and Experiments (SREE) method. The results show a notable increase in research focused on acid activation over the last few years. The acid activators were always phosphate solutions, mainly phosphoric acid. Metakaolin was the most tested precursor, followed by fly ash, and volcanic ash. The research requires improvements in the methodological quality, providing data on molar ratios (Al/P, Si/Al, and Si/P), Liquid/Solid mass ratio, activator solution molarity, and curing process, in addition to statistical treatment and comparison of results. There exists a paucity of diversity in the examined precursors, activators, and additives. Future research developments need to clarify the behavior of mechanical resistance over time, better curing process, water resistance, durability, and the role of iron, magnesium, and calcium silicates and/or oxides. The paper identifies the main research gaps in the area and functions as a database, guiding researchers in selecting raw materials, dosing methodology, and curing processes.
土工聚合物已成为普通硅酸盐水泥(OPC)的替代粘合材料。最近,越来越多的研究开始探索使用酸活化而不是传统的碱活化来合成这些材料。这种方法的优点包括:早期强度高、热性能更好、化学活化剂的碳排放量更少。此外,它还具有抗风化和沥滤的能力,而这正是碱活化产品所面临的共同挑战。这项工作分析了酸活化在合成 OPC 替代粘结剂方面的科学进展。为此,采用工程与实验系统综述(SREE)方法对过去五年的科学文献进行了系统综述。结果显示,在过去几年中,以酸活化为重点的研究明显增加。酸活化剂始终是磷酸盐溶液,主要是磷酸。偏高岭土是测试最多的前驱体,其次是粉煤灰和火山灰。研究需要改进方法质量,提供摩尔比(Al/P、Si/Al 和 Si/P)、液体/固体质量比、活化剂溶液摩尔数和固化过程的数据,以及统计处理和结果比较。所研究的前驱体、活化剂和添加剂缺乏多样性。未来的研究发展需要明确机械阻力随时间变化的行为、更好的固化过程、耐水性、耐久性以及铁、镁和钙硅酸盐和/或氧化物的作用。本文指出了该领域的主要研究空白,并提供了一个数据库,为研究人员选择原材料、配料方法和固化工艺提供指导。
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引用次数: 0
Strengthening of Reinforced Concrete Beams via CFRP Orientation 通过 CFRP 定向加固钢筋混凝土梁
IF 3.8 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-12-27 DOI: 10.3390/buildings14010082
M. Uz, Yunus Guner, Esra Avci
The utilization of externally bonded carbon fiber-reinforced polymers (CFRPs) and glass fiber-reinforced polymers (GFRPs) for reinforcing and retrofitting components has garnered considerable interest recently, as such composites provide beneficial properties, including a high modulus of elasticity, high strength, and low weight. This work conducts a finite element analysis, verified through laboratory experiments on 14 reinforced concrete (RC) beams. The primary focus is the final load of these components, considering varying CFRP orientations relative to the loading direction. In this research, the performances of control beams and RC beams are compared to assess the effectiveness and efficiency of different strengthening methods. The results demonstrated that bonding CFRP sheets with V-shaped end anchorages on the tension side was highly effective in improving the flexural capacity of RC beams in the weaker concrete strength group. This strengthening method resulted in a substantial increase in strength (of around 29.8%) in the higher concrete strength group. In addition, utilizing V-shaped end anchorages to bond CFRP sheets on the tension side proved to be a highly efficient technique for improving flexural strength. Conversely, bonding inclined CFRP strips to the sides of RC beams was highly effective at enhancing the shear capacity of the beams. These outcomes convincingly demonstrate the effectiveness of FRP for the reinforcement of structural components. The specimens strengthened with inclined strips exhibited enhanced shear and deformation capacity compared to those strengthened with vertical strips.
最近,利用外部粘接碳纤维增强聚合物(CFRP)和玻璃纤维增强聚合物(GFRP)加固和改造构件的做法引起了广泛关注,因为这类复合材料具有高弹性模量、高强度和低重量等有利特性。这项研究对 14 根钢筋混凝土(RC)梁进行了有限元分析,并通过实验室实验进行了验证。考虑到 CFRP 相对于加载方向的不同取向,主要重点是这些组件的最终载荷。这项研究比较了对照梁和 RC 梁的性能,以评估不同加固方法的效果和效率。结果表明,在受拉侧粘结带有 V 型端部锚固件的 CFRP 片材,对提高混凝土强度较弱组中 RC 梁的抗弯能力非常有效。在混凝土强度较高的组别中,这种加固方法可大幅提高强度(约 29.8%)。此外,利用 V 型端部锚固件粘结拉伸侧的 CFRP 片材也被证明是一种高效的抗弯强度改善技术。相反,在 RC 梁的侧面粘结倾斜的 CFRP 条带则能有效提高梁的抗剪能力。这些结果令人信服地证明了玻璃纤维增强塑料在结构部件加固方面的有效性。与使用垂直条带加固的试样相比,使用倾斜条带加固的试样显示出更强的抗剪和变形能力。
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引用次数: 0
Enhancing Thermal Efficiency through the Use of Graphite-Infused Phase Change Materials in Roof Structures to Reduce Building Cooling Demand 通过在屋顶结构中使用注入石墨的相变材料来提高热效率,从而减少建筑物的制冷需求
IF 3.8 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-12-26 DOI: 10.3390/buildings14010068
C. Mano, A. Fazlizan, Attakorn Thongtha
This research focuses on the thermal properties of three distinctive paraffin waxes—PCMA, PCMB, and PCMC—each characterized by a specific melting point. The crucial phase transition temperature intervals and latent heat values were examined using differential scanning calorimetry (DSC) in the temperature range of 0 °C to 80 °C. These parameters are pivotal for the effective application of these phase change materials (PCMs) in building envelopes, influencing the overall heat storage performance. The study delved into the development and encapsulation of blends containing both the phase change material (PCM) and graphite. This involves combining the chosen PCM with graphite powder and examining the weight ratios of 10% and 20%. The thermal characteristics of these blends revealed that a 10% ratio of graphite powder proved effective in improving the PCM with graphite. This resulted in a reduced range of melting and solidification temperatures while maintaining the essential chemical structure of the PCM without additives. Furthermore, the practical application of PCM–graphite composites within a building’s envelope was explored, revealing a substantial reduction in heat transfer from the exterior to the interior of the building. This underscores the potential for energy-efficient building designs.
本研究的重点是三种不同石蜡(PCMA、PCMB 和 PCMC)的热特性,每种石蜡都有一个特定的熔点。在 0 °C 至 80 °C 的温度范围内,使用差示扫描量热仪(DSC)对关键相变温度区间和潜热值进行了研究。这些参数对于这些相变材料(PCM)在建筑围护结构中的有效应用至关重要,会影响整体蓄热性能。这项研究深入探讨了含有相变材料和石墨的混合物的开发和封装。这包括将所选的 PCM 与石墨粉相结合,并研究 10%和 20%的重量比。这些混合物的热特性表明,10% 的石墨粉比例可有效改善 PCM 与石墨的结合。这使得熔化和凝固温度范围缩小,同时保持了 PCM 的基本化学结构,而无需添加添加剂。此外,我们还探索了 PCM 石墨复合材料在建筑物围护结构中的实际应用,结果显示,从建筑物外部到内部的热量传递大大减少。这凸显了节能建筑设计的潜力。
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引用次数: 0
Deflection Monitoring Method for Simply Supported Girder Bridges Using Strain Response under Traffic Loads 利用交通荷载下的应变响应监测简支梁桥挠度的方法
IF 3.8 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-12-26 DOI: 10.3390/buildings14010070
Yongsheng Tang, Jigang Cang, Bohan Zheng, Wei Tang
Deflection measurements are usually used as a key index in civil engineering for performing structural assessments of bridge safety. However, owing to technical or cost issues, it may be difficult to implement long-term monitoring of bridge deflection, especially for short- or medium-span bridges. Therefore, this study presents a novel method for measuring the deflection of simply supported girder bridges. In the proposed method, the strain measurement was implemented under traffic loading at only one position, such as middle span, and then the strain distribution along the girder was reconstructed to calculate the girder deflection with basic structural mechanical theory. To implement the method, the theory was constructed based on the displacement reciprocal theorem at first to assess the strain distribution along the girder from the strain measurement at some position during traffic loads passing across the bridge. Second, a strain measurement method, namely long-gauge fibre Bragg grating (FBG) sensing technology, was introduced to take strain measurements for a concrete bridge. Third, various finite element (FE) bridge models were developed to validate the proposed method’s accuracy, the results from which indicated that the method accurately implemented deflection measurement with an approximately 5% calculation error. In addition, the influence of some key parameters, such as vehicle type, vehicle speed, and structural damage, was investigated. The simulation results revealed that damage to the hinge joint in the middle location could significantly influence the proposed method’s accuracy such that the error may exceed 10%. Finally, on-site experiments were conducted on a simply supported girder bridge to further validate the proposed method’s accuracy, and an approximately 8% deflection assessment error was found. Considering the additional advantages of FBG sensing technology, the proposed method can also be effective for long-term deflection measurements of short- or medium-span bridges.
在土木工程中,挠度测量通常被用作对桥梁安全进行结构评估的关键指标。然而,由于技术或成本问题,可能很难对桥梁挠度进行长期监测,尤其是中短跨桥梁。因此,本研究提出了一种测量简支梁桥挠度的新方法。在所提出的方法中,应变测量仅在交通荷载下的一个位置(如中跨)进行,然后重建沿梁的应变分布,利用基本的结构力学理论计算梁的挠度。为了实施该方法,首先根据位移倒易定理构建了理论,以评估交通荷载通过桥梁时,在某个位置的应变测量所得到的沿梁应变分布。其次,引入应变测量方法,即长尺寸光纤布拉格光栅 (FBG) 传感技术,对混凝土桥梁进行应变测量。第三,开发了各种有限元(FE)桥梁模型来验证所提出方法的准确性,结果表明该方法准确地实现了挠度测量,计算误差约为 5%。此外,还研究了一些关键参数的影响,如车辆类型、车速和结构损伤。模拟结果表明,中间位置铰链连接处的损坏会严重影响拟议方法的准确性,误差可能超过 10%。最后,在一座简支梁桥上进行了现场实验,进一步验证了所提方法的准确性,结果发现挠度评估误差约为 8%。考虑到 FBG 传感技术的其他优势,所提出的方法也可用于中短跨桥梁的长期挠度测量。
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引用次数: 0
Insights on the Mortars of Ancient Roman Aqueducts: Aqua Virgo and Aqueduct Y, Rome (Italy) 对古罗马引水渠臼的见解:室女水道和 Y 引水渠,罗马(意大利)
IF 3.8 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-12-26 DOI: 10.3390/buildings14010069
Laura Calzolari, Maria Elisa Amadasi, L. Medeghini, S. Mignardi
Despite the archaeological importance of Aqua Virgo, a Roman aqueduct built in 19 BC and still functioning nowadays, there is a lack of information about the mortars coming from the inner duct. This work aims to investigate the mortars from Aqua Virgo and Aqueduct Y, an unidentified aqueduct running under the first one in the La Rinascente area (between Via del Nazareno and Via dei Due Macelli, Rome, IT) through Optical Microscopy (OM), X-ray Powder Diffraction (XRPD) and Scanning Electron Microscopy with Energy Dispersive Spectroscopy (SEM-EDS). The aim is to understand which materials guarantee such longevity and differentiate between different intervention phases. Local natural materials with pozzolanic behaviour—in particular, Pozzolane Rosse—and ceramic fragments are widely employed, mixed or not, for the realisation of the hydraulic mortars under investigation, independently of the intervention phase. Of particular interest is the discovery of an amorphous binder composed of Si, Al, Ca, K and Mg in some samples characterised by the absence of calcite.
尽管公元前 19 年建造的罗马渡槽 Aqua Virgo 在考古学上具有重要意义,而且至今仍在运行,但有关来自内部管道的灰泥的信息却十分匮乏。这项工作旨在通过光学显微镜 (OM)、X 射线粉末衍射 (XRPD) 和扫描电子显微镜与能量色散光谱仪 (SEM-EDS) 对来自室女水渠和 Y 引水渠的灰泥进行研究,Y 引水渠是在 La Rinascente 地区(位于意大利罗马 Via del Nazareno 和 Via dei Due Macelli 之间)第一条引水渠下方的一条不明引水渠。目的是了解哪些材料可以保证如此长的使用寿命,并区分不同的干预阶段。在研究中,无论是否混合,都广泛使用了具有水合作用的当地天然材料--特别是 "玫瑰灰"(Pozzolane Rosse)和陶瓷碎片,用于制作水力砂浆,与干预阶段无关。特别令人感兴趣的是,在一些不含方解石的样本中发现了一种由 Si、Al、Ca、K 和 Mg 组成的无定形粘结剂。
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引用次数: 0
Carbon and Greenhouse Gas Emissions from Electricity Consumption in European Union Buildings 欧盟建筑物用电产生的碳排放和温室气体排放
IF 3.8 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-12-26 DOI: 10.3390/buildings14010071
C. Balaras, E. Dascalaki, M. Patsioti, K. G. Droutsa, S. Kontoyiannidis, T. Cholewa
The buildings sector is the single most important end-user of final energy in the European Union and a significant contributor to carbon and greenhouse gas emissions. This work focuses on a review of available data that are used to calculate the annual emissions from electricity generation in the European Union and quantify indirect emissions from the use of electricity in the buildings sector. Historical data since 1990 are used to derive simple empirical correlations for the time evolution of emissions factors related to electricity production in each Member State of the European Union. More recent trajectories using data from the last ten years are also presented. The derived correlations can be easily integrated in building stock modeling and national studies to facilitate forward-looking projections of emissions from electricity use in buildings. The EU-27 averages 0.2883 kgCO2-eq/kWhel, ranging from 0.0456 kgCO2-eq/kWhel in Sweden up to 1.0595 kgCO2-eq/kWhel in Poland. As a case study, the derived coefficients are then used to quantify the indirect emissions from the electricity consumption attributed to the building stock in each EU Member State. The calculated total EU-27 GHG indirect emissions attributed to electricity consumption amounted to 215 MtCO2-eq for residential buildings and 201 MtCO2-eq for non-residential buildings. In addition, the proposed correlations are used to demonstrate how they can be used for more realistic future projections of emissions towards the national targets in Greece and Poland.
建筑行业是欧盟最终能源最重要的终端用户,也是碳和温室气体排放的重要来源。这项工作的重点是对现有数据进行回顾,这些数据用于计算欧盟每年的发电排放量,并对建筑部门用电产生的间接排放量进行量化。利用 1990 年以来的历史数据,得出了欧盟各成员国与电力生产相关的排放因子时间演变的简单经验相关性。此外,还介绍了使用过去十年数据得出的最新轨迹。推导出的相关关系可以很容易地集成到建筑存量建模和国家研究中,以促进对建筑用电排放的前瞻性预测。欧盟 27 国的平均值为 0.2883 kgCO2-eq/kWhel,瑞典为 0.0456 kgCO2-eq/kWhel,波兰为 1.0595 kgCO2-eq/kWhel。作为一个案例研究,得出的系数随后被用于量化欧盟各成员国建筑用电的间接排放量。计算得出的欧盟 27 国住宅建筑用电产生的温室气体间接排放总量为 2.15 亿吨二氧化碳当量,非住宅建筑用电产生的温室气体间接排放总量为 2.01 亿吨二氧化碳当量。此外,我们还利用所提出的相关性来演示如何利用这些相关性对希腊和波兰实现国家目标的排放量进行更切合实际的未来预测。
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引用次数: 0
Investigation of Medium-Term Performance of Porous Asphalt and Its Impacts on Tire/Pavement Noise 调查多孔沥青的中期性能及其对轮胎/路面噪音的影响
IF 3.8 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-12-25 DOI: 10.3390/buildings14010064
Hao Wu, Ge Wang, Mingliang Li, Yue Zhao, Jun Li, Dingding Han, Pengfei Li
To assess the medium-term performance of porous asphalt pavement during service and its influence on tire/pavement noise level, a seven-year continuous observation and data analysis study was conducted. Key performance indicators were measured and calculated by using automated pavement technology testing equipment. The noise levels were tested by using the on-board sound intensity (OBSI) method on three types of porous asphalt pavements (PUC-10, PAC-13, and PUC-10 + PAC-13) and one dense thin layer course (DTC) for comparison. The findings indicated that the Damage Rate (DR) and Surface Friction Coefficient (SFC) of porous asphalt pavements diminished greatly over time, while the International Roughness Index (IRI) and Rut Depth (RD) remained relatively stable. The two-layer porous asphalt pavement showed the largest noise reduction over the medium-term. Compared to DTC, the OBSI noise levels of these structures were lower by 2.09 dB, 1.53 dB, and 2.88 dB, respectively. The OBSI was found to be closely correlated with the SFC, IRI, test speed, lane, and pavement type. The RD had a notable effect on the OBSI in PUC-10 pavements. In PUC-10 + PAC-13 pavements, a significant linear relationship was observed between the OBSI and SFC. This is mainly because of the polishing of the coarse aggregates, which leads to micro-texture reduction, high frequency noise increase, and SFC decrease. This study makes a valuable contribution to understanding the laws of porous asphalt pavement performance changes and the relationship between tire/pavement noise and pavement characteristics.
为了评估多孔沥青路面在使用过程中的中期性能及其对轮胎/路面噪音水平的影响,我们开展了一项为期七年的连续观测和数据分析研究。使用自动路面技术测试设备对关键性能指标进行了测量和计算。使用车载声强(OBSI)方法对三种类型的多孔沥青路面(PUC-10、PAC-13 和 PUC-10 + PAC-13)和一种密实薄层路面(DTC)进行了噪声水平测试,以进行比较。研究结果表明,随着时间的推移,多孔沥青路面的损坏率(DR)和表面摩擦系数(SFC)大大降低,而国际粗糙度指数(IRI)和车辙深度(RD)则保持相对稳定。双层多孔沥青路面的中期降噪效果最好。与 DTC 相比,这些结构的 OBSI 噪音水平分别降低了 2.09 分贝、1.53 分贝和 2.88 分贝。研究发现,OBSI 与 SFC、IRI、测试速度、车道和路面类型密切相关。在 PUC-10 路面中,RD 对 OBSI 有显著影响。在 PUC-10 + PAC-13 路面中,观察到 OBSI 与 SFC 之间存在显著的线性关系。这主要是因为粗集料的抛光导致了微观纹理的减少、高频噪声的增加和 SFC 的降低。这项研究为了解多孔沥青路面性能变化规律以及轮胎/路面噪声与路面特性之间的关系做出了宝贵贡献。
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引用次数: 0
Prioritizing Indicators for Material Selection in Prefabricated Wooden Construction 预制木结构建筑材料选择的优先指标
IF 3.8 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-12-25 DOI: 10.3390/buildings14010063
M. R. Cabral, Pierre Blanchet
Material selection in buildings profoundly affects project success, encompassing durability, maintenance, customer satisfaction, production systems, lifecycle, usage, environment, and costs. Yet, there is a need for further research on indicators for choosing materials in prefabricated buildings. Therefore, this study’s main objective was to identify the indicators (criteria and sub-criteria) for selecting materials for prefabricated wooden construction and, subsequently, categorize these criteria and sub-criteria based on the perspective of industry professionals. To achieve this goal, three phases were carried out. First, a literature review was conducted to identify potential criteria for choosing structural and envelope materials in wooden prefabricated buildings. Second, a pilot survey was conducted in Canada and the United States to classify the priority order of the criteria obtained from the literature based on professionals’ opinions. Finally, Monte Carlo simulations were conducted with different iterations (1000, 10,000, and 100,000) using the data obtained from the previous phase to improve decision-making and classification processes. For the indicators to select materials, the literature review identified seven main criteria: performance properties, green materials, energy efficiency, circular economy, site conditions and material logistics, standards, and social impact. These criteria contained a total of 25 sub-criteria. The pilot survey data analysis demonstrated that the performance properties, site conditions and material logistics, and social impact criteria were consistently prioritized. The critical sub-criteria identified were fire resistance, watertightness, local availability, occupant health, and safety and protection. For the Monte Calo simulations, the predictions aligned with the pilot study, enhancing the robustness of the results.
建筑材料的选择对项目的成功有着深远的影响,包括耐久性、维护、客户满意度、生产系统、生命周期、使用、环境和成本。然而,还需要对预制建筑材料选择指标进行进一步研究。因此,本研究的主要目标是确定预制木结构建筑材料选择的指标(标准和次级标准),并根据行业专业人士的观点对这些标准和次级标准进行分类。为实现这一目标,我们开展了三个阶段的工作。首先,进行了文献综述,以确定选择木制预制建筑结构和围护材料的潜在标准。其次,在加拿大和美国开展了一项试点调查,根据专业人士的意见对从文献中获得的标准的优先顺序进行分类。最后,利用前一阶段获得的数据进行了不同迭代(1000、10000 和 100000)的蒙特卡罗模拟,以改进决策和分类过程。对于选择材料的指标,文献综述确定了七个主要标准:性能特性、绿色材料、能源效率、循环经济、场地条件和材料物流、标准和社会影响。这些标准共包含 25 个次级标准。试点调查的数据分析表明,性能特性、现场条件和材料物流以及社会影响标准始终是优先考虑的标准。已确定的关键次级标准包括耐火性、水密性、当地可用性、居住者健康以及安全和保护。蒙地卡罗模拟的预测结果与试点研究一致,增强了结果的稳健性。
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引用次数: 0
Application of Deep Reinforcement Learning for Proportional–Integral–Derivative Controller Tuning on Air Handling Unit System in Existing Commercial Building 将深度强化学习应用于现有商业楼宇空气处理机组系统的比例-积分-微分控制器调整
IF 3.8 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-12-25 DOI: 10.3390/buildings14010066
Dongkyu Lee, Jinhwa Jeong, Young Tae Chae
An effective control of air handling unit (AHU) systems is crucial not only for managing the energy consumption of buildings but ensuring indoor thermal comfort for occupants. Although the initial control schema of AHU is appropriate at installation and testing, it is frequently necessary to adjust the control variables due to the changing thermal response of the building envelope and space usage. This paper presents a novel optimization process for the control parameters of old AHU systems in existing commercial buildings without system downtime and massive operational data. First, calibrating the building and system simulator with limited system operation data and unknown building parameters can provide identical responses to the system operation with the Hooke–Jeeves algorithm during the cooling season. The deep deterministic policy gradient algorithm is employed to determine the optimal control parameters for the valve opening position of the cooling coil within less than three hours of training based on the calibrated simulator. By using actual implementations with the developed optimal control variables for an old AHU in a real building, the proposed auto-tuned PID control in the simulator and with machine learning improves thermal environments with a steady room temperature (23.5 ± 0.5 °C) by 97% in occupied periods. It is also proved that this can reduce cooling energy consumption by up to 13.71% on a daily average. The successful AHU controller can improve not only the stability of AHU systems but the efficiency of a building’s energy use and indoor thermal comfort.
有效控制空气处理机组(AHU)系统不仅对管理建筑物的能源消耗至关重要,而且对确保居住者的室内热舒适度也至关重要。虽然空气处理机组的初始控制方案在安装和测试时是合适的,但由于建筑围护结构和空间使用的热响应不断变化,经常需要调整控制变量。本文提出了一种新颖的优化流程,用于优化现有商业建筑中老旧空调机组系统的控制参数,而无需系统停机和大量运行数据。首先,利用有限的系统运行数据和未知的建筑参数对建筑和系统模拟器进行校准,可以在制冷季节利用胡克-杰维斯算法提供与系统运行相同的响应。根据校准后的模拟器,采用深度确定性策略梯度算法在不到三小时的培训时间内确定冷却盘管阀门开启位置的最佳控制参数。通过在一栋真实建筑的老式空调机组中使用所开发的最佳控制变量进行实际实施,在模拟器中提出的自动调谐 PID 控制和机器学习可将室内温度(23.5 ± 0.5 °C)稳定的热环境在占用期间改善 97%。事实还证明,这可以使制冷能耗日均降低 13.71%。成功的自动空调机组控制器不仅能提高自动空调机组系统的稳定性,还能提高建筑物的能源使用效率和室内热舒适度。
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引用次数: 0
Feature-Centric Approach for Learning-Based Prediction of Pavement Marking Retroreflectivity from Mobile LiDAR Data 从移动激光雷达数据中基于学习预测路面标线反射率的以特征为中心的方法
IF 3.8 3区 工程技术 Q2 CONSTRUCTION & BUILDING TECHNOLOGY Pub Date : 2023-12-25 DOI: 10.3390/buildings14010062
Dmitry Manasreh, Munir D. Nazzal, A. Abbas
Given the crucial importance of pavement marking retroreflectivity in ensuring visibility for road safety, this research investigates the correlation between pavement marking reflectivity and LiDAR data. Empirical data were collected from eight road sections using both a handheld retroreflectometer and a mobile LiDAR. The approach proposed focuses on extracting important features from pavement marking regions of the LiDAR point cloud. A comprehensive feature extraction and feature selection process was employed. In addition, a well-rounded selection of learning algorithms was evaluated. A rigorous hold-out evaluation was incorporated, ensuring that the reported performance metrics were robustly generalizable. The best performing model was able to achieve an R2 of 0.824 on unseen data. The findings of this study illuminate the potential for leveraging relatively inexpensive mobile LiDAR sensors in combination with machine learning techniques in conducting efficient pavement marking assessments, not only to detect completely degraded markings, but to accurately estimate retroreflective properties.
鉴于路面标线的反射率对确保道路安全能见度至关重要,本研究调查了路面标线反射率与激光雷达数据之间的相关性。使用手持式逆反射仪和移动式激光雷达从八个路段收集了经验数据。所提出的方法侧重于从激光雷达点云的路面标记区域提取重要特征。该方法采用了全面的特征提取和特征选择过程。此外,还对学习算法的全面选择进行了评估。此外,还进行了严格的保持评估,以确保报告的性能指标具有强大的通用性。表现最好的模型在未见数据上的 R2 值达到了 0.824。这项研究的结果阐明了利用相对廉价的移动激光雷达传感器结合机器学习技术进行高效路面标线评估的潜力,不仅能检测完全退化的标线,还能准确估计逆反射特性。
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引用次数: 0
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Buildings
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