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APPLICATION OF DEEP LEARNING TECHNIQUES IN IDENTIFICATION OF THE STRUCTURE OF SELECTED ROAD MATERIALS 深度学习技术在选定道路材料结构识别中的应用
Pub Date : 2023-09-29 DOI: 10.30540/sae-2023-014
Grzegorz Mazurek, Małgorzata Durlej, Juraj Šrámek
In research, there is a growing interest in using artificial intelligence to find solutions to difficult scientific problems. In this paper, a deep learning algorithm has been applied using images of samples of materials used for road surfaces. The photographs showed cross-sections of random samples taken with a CT scanner. Historical samples were used for the analysis, located in a database collecting information over many years. The deep learning analysis was performed using some elements of the VGG16 network architecture and implemented using the R language. The learning and training data were augmented and cross-validated. This resulted in the high level of 96.4% quality identification of the sample type and its selected structural features. The photographs in the identification set were correctly identified in terms of structure, mix type and grain size. The trained model identified samples in the domain of the dataset used for training in a very good way. As a result, in the future such a methodology may facilitate the identification of the type of mixture, its basic properties and defects.
在研究领域,人们对利用人工智能来解决科学难题越来越感兴趣。在本文中,使用路面材料样本的图像应用了深度学习算法。这些照片显示了用CT扫描仪随机采集的样本的横截面。历史样本被用于分析,这些样本位于一个收集多年信息的数据库中。使用VGG16网络架构的一些元素进行深度学习分析,并使用R语言实现。对学习和训练数据进行扩充和交叉验证。这使得样品类型及其选择的结构特征的质量鉴定达到96.4%的高水平。识别集中的照片在结构、混合类型和粒度方面都得到了正确的识别。训练后的模型很好地识别了用于训练的数据集域中的样本。因此,在未来,这种方法可能有助于识别混合物的类型,其基本性质和缺陷。
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引用次数: 0
DYNAMIC ANALYSIS OF A STEEL-CONCRETE RAILWAY BRIDGES OF LANGER TYPE UNDER THE INFLUENCE OF A MOVING LOAD 兰格型钢-混凝土铁路桥梁在移动荷载作用下的动力分析
Pub Date : 2023-09-29 DOI: 10.30540/sae-2023-013
Waldemar Szaniec, Urszula Radoń, Adrián Bekő
The studying the dynamic response of steel-concrete railway bridges of Langer type is huge importance of ensuring the safety of such structures under high-speed train loads. Numerical simulations at the design stage require knowledge of the modal characteristics: natural frequencies, shapes and damping. In addition, in the dynamics of railway bridges subjected to high-speed trains, it is important to check the impact of dynamic effects on the ultimate and serviceability limit states. As part of the investigations displacements and accelerations of selected measurement points arising from driving the test rolling stock are analyzed. In the first stage, calculations of the eigenvalues and the corresponding eigenvectors were carried out in the Robot program for two variants of mass description (distributed and discrete). In the second stage, dynamic train passages for various vehicle speeds were examined in terms of displacements and accelerations of measurement points by using the authors’ program MES3D.
研究兰格型钢-混凝土铁路桥梁在高速列车荷载作用下的动力响应,对保证这种结构的安全具有重要意义。在设计阶段的数值模拟需要模态特性的知识:固有频率,形状和阻尼。此外,在高速列车作用下的铁路桥梁动力学中,校核动力效应对桥梁极限状态和使用极限状态的影响是非常重要的。作为研究的一部分,分析了试验车辆行驶时所选测点的位移和加速度。第一阶段,在机器人程序中对两种质量描述变量(分布和离散)进行特征值和相应特征向量的计算。在第二阶段,利用作者的程序MES3D,根据测量点的位移和加速度,研究了不同车速下的动态列车通道。
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引用次数: 0
ASSESSING THE FINANCIAL BENEFITS OF USING A SHOWER DRAIN HEAT RECOVERY SYSTEM – A CASE STUDY 评估使用淋浴排水热回收系统的经济效益-一个案例研究
Pub Date : 2023-09-29 DOI: 10.30540/sae-2023-015
Agata Janaszek, Robert Kowalik
The production of hot water for bathing in Poland accounts for around 15% of the total energy consumption of a typical household. According to EU data, final energy consumption for lighting and appliances is similar to final energy consumption for hot water preparation. This makes it a significant contributor to housing and utility costs, exceeded only by heating expenses. Research has indicated that only about 10% of the water utilized during a shower is necessary for hygiene purposes. Consequently, around 90% of the hot water supplied to the shower is ultimately discharged into the sewage system. By harnessing the primary energy from wastewater, we can effectively conserve heat energy and reduce the overall expenditure associated with hot water. The objective of this article is to explore the utilization of heat recovery from domestic wastewater as a means to enhance the energy efficiency of residential buildings.
在波兰,用于洗澡的热水的生产约占一个典型家庭总能耗的15%。根据欧盟的数据,照明和电器的最终能耗与热水制备的最终能耗相似。这使得它成为住房和公用事业成本的重要贡献者,仅次于取暖费。研究表明,淋浴时使用的水只有大约10%是出于卫生目的。因此,提供给淋浴房的大约90%的热水最终被排放到污水系统中。通过利用废水中的一次能源,我们可以有效地节约热能,减少与热水有关的总开支。本文的目的是探索利用生活废水热回收作为提高住宅建筑能源效率的手段。
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引用次数: 0
ACCESSIBILITY STUDY OF HISTORIC BUILDINGS AND CONTEMPORARY HERITAGE – ON THE EXAMPLE OF KIELCE’S PUBLIC UTILITY BUILDINGS 历史建筑与当代遗产的可达性研究——以凯尔市的公用事业建筑为例
Pub Date : 2023-09-29 DOI: 10.30540/sae-2023-012
Joanna Gil-Mastalerczyk, Ewelina Gardyńska-Kieliś
Ensuring the accessibility of buildings and spaces is a common contemporary challenge, in particular for historic buildings and spaces as well as the heritage of contemporary culture. It involves all activities aimed at adapting facilities and space to the needs of people with various disabilities, including seniors. The problem of aging societies and increasing life expectancy forces extensive changes both in the approach to architectural and urban design as well as in the practice of making historic buildings accessible through architectural solutions. Particularly in existing public buildings, it becomes very important to pay attention to the specific needs and reduced psychophysical abilities of various groups of architecture recipients due to their age. For this reason, the article analyzes the accessibility of selected examples of historical objects (case studies) functioning in the structures of the modern city of Kielce – for several dozen years. In order to get acquainted with the functioning and architectural solutions of buildings, which are among the most frequented by the general public, in situ research was carried out, the multi-criteria method was used, enabling comparative analyzes and being an effective tool in making a precise assessment. The research was focused on the location of the city of Kielce, taking into account current reports and statistics indicating the largest increase in the number of people over 65 in the Świętokrzyskie Voivodeship. It was found that it is important to revise the approach and generally accepted functional and spatial solutions regarding the accessibility of this type of facilities.
确保建筑和空间的可达性是当代的共同挑战,特别是对历史建筑和空间以及当代文化遗产而言。它涉及旨在使设施和空间适应包括老年人在内的各种残疾人的需要的所有活动。老龄化社会的问题和预期寿命的增加迫使建筑和城市设计的方法以及通过建筑解决方案使历史建筑易于进入的实践发生了广泛的变化。特别是在现有的公共建筑中,关注不同年龄群体的特殊需求和心理生理能力变得非常重要。出于这个原因,本文分析了几十年来在凯尔采现代城市结构中发挥作用的历史对象(案例研究)的可达性。为了了解公众最常光顾的建筑的功能和建筑解决方案,进行了实地研究,使用了多标准方法,可以进行比较分析,并成为进行精确评估的有效工具。这项研究的重点是基尔采市的位置,考虑到目前的报告和统计数据表明,Świętokrzyskie省65岁以上人口的增幅最大。研究发现,对于这类设施的可达性,重要的是修改方法和普遍接受的功能和空间解决方案。
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引用次数: 0
CLASSIFICATION OF SETTLEMENTS BY ECONOMIC POTENTIALS IN THE SOUTHERN REGION OF NIGER STATE: A LOCATION QUOTIENT APPROACH 尼日尔州南部地区经济潜力住区分类:区位商方法
Pub Date : 2023-09-29 DOI: 10.30540/sae-2023-011
ABDULLAHI ALHAJI ALIYU, MUSA DALIL, JAIYE J DUKIYA, EMMANUEL TANKO UMARU
Regional economic activities and developments are measured through various techniques where Location Quotient (LQ) is one of the most reliable techniques. This paper classifies the settlements by economic potentials in the southern region of Niger state using the LQ. A structured questionnaire was administered to 1.040 in the 37 rural communities selected from 37 districts in 8 LGAs in the Niger South Federal constituency in Niger State. The data collected was analysed using LQ. Findings of the study in terms of economic potentials of the region, reveals that communities are mainly engaged in basic economic activities; including the cultivation of food crops (rice, maize, beans, millet and yam); cultivation of cash crops (benisead, ground nut, vegetable, cassava and melon), plantation agriculture (palm, kola nut, cashew and sugar cane). Findings in terms of basic economy revealed that Egbako has the highest LQ with an average score of 0.06, and is closely followed by Takuma, Batako, Kusoyaba, Mukugi and Kalmo, with an average LQ score of 0.04 each, while in terms of non-basic economy, the findings indicates that both Egbako and Kuchita have the highest non-basic LQ with an average score of 0.07, which were closely followed by Katcha, Mukugi and Gayankpa settlements with non-basic economic LQ and average scores of 0.04 each. The study concludes that LQ is one of the best techniques in measuring economic potentials of regions. It also recommends LQ for regional economic assessments.
区域经济活动和发展是通过各种技术来衡量的,区位商(LQ)是最可靠的技术之一。本文利用LQ对尼日尔州南部地区的居民点进行了经济潜力分类。从尼日尔州尼日尔南联邦选区的8个地方政府的37个区选出的37个农村社区的1.040人进行了结构化问卷调查。收集的数据使用LQ进行分析。区域经济潜力的研究结果表明,社区主要从事基本经济活动;包括粮食作物(水稻、玉米、豆类、小米和山药)的种植;经济作物(benisead,花生,蔬菜,木薯和甜瓜)的种植,种植园农业(棕榈,可乐果,腰果和甘蔗)。发现的基本经济显示Egbako LQ最高平均得分为0.06分,紧随其后的是佐藤,Batako, Kusoyaba, Mukugi Kalmo, LQ平均得分为0.04,而非基本经济而言,研究结果表明Egbako和Kuchita非基本LQ最高平均得分为0.07分,紧随其后的是Katcha, Mukugi Gayankpa定居点和非基本经济LQ,平均得分为0.04。研究认为,LQ是衡量地区经济潜力的最佳技术之一。它还建议LQ用于区域经济评估。
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引用次数: 0
Fusion of Differential Analysis of Volumetric Strain Method (Dilatometric Thermoporometry) and Mercury Intrusion Porosimetry Method for Pore Space Characterization in Carbonate Rocks 体积应变法(膨胀热变形法)与压汞法在碳酸盐岩孔隙空间表征中的融合
Pub Date : 2023-06-01 DOI: 10.30540/sae-2023-009
Karol Skowera
Abstract Many characteristics of capillary-porous materials, including limestones and dolomites, depend on the structure of the pore space of a given material, so the article attempts to accurately determine the geometric characteristics of pores and their ability to transport water. Much information on the pore structure of carbonate rocks can be obtained from literature studies. There is a lack of information on the use of full hysteresis dilatometric thermoporometry methods for this purpose, as well as the fusion of differential analysis of volumetric strain (DAVS) results with mercury intrusion porosimetry (MIP) results. The subject of the research presented in this article is the analysis of pore structure in carbonate rocks using the method of differential analysis of volumetric strain and mercury intrusion porosimetry. Based on the measurements made, the pore size, pore volume, content of empty pores and pores containing water incapable of phase transformation were analyzed. The geometry of mesopores of rock samples examined by differential analysis of volumetric strain and mercury intrusion porosimetry was compared. A fusion of the distribution of mesopores from the DAVS study with a part of the distribution of meso- and macropores obtained by the MIP study was performer.
包括灰岩和白云岩在内的许多毛细管多孔材料的特征取决于给定材料的孔隙空间结构,因此本文试图准确确定孔隙的几何特征及其输水能力。从文献研究中可以获得很多关于碳酸盐岩孔隙结构的信息。关于使用全滞后膨胀热测量方法来实现这一目的,以及将体积应变(DAVS)的差异分析结果与压汞孔隙度(MIP)的结果融合在一起的信息缺乏。本文的研究课题是用体积应变差分分析和压汞孔隙法分析碳酸盐岩孔隙结构。在此基础上,分析了孔隙尺寸、孔隙体积、空孔隙含量和不允许相变的含水孔隙。用体积应变差分分析和压汞孔隙法对岩石样品的介孔几何形态进行了比较。将DAVS研究所得的介孔分布与MIP研究所得的部分介孔和大孔分布进行了融合。
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引用次数: 0
Factors Responsible for Socio-Spatial Segregation in the Housing Neighbourhoods of Minna, Nigeria 造成尼日利亚米纳居民区社会空间隔离的因素
Pub Date : 2023-06-01 DOI: 10.30540/sae-2023-008
Usman Abubakar Dzukogi, Ahmed Yusuf Alapata
Abstract Segregation in the housing sector has exposed urban dwellers to series of unfavourable conditions in most cities of developing countries, which are as a result several factors. This paper is aimed at examining the factors influencing segregation in the housing neighbourhoods of Minna, Nigeria. Two-stage cluster sampling methods were adopted in the selection of neighbourhoods and households across the entire sample frame in the administration of 374 questionnaires across the 25 clustered neighbourhoods. Chi-square and Relative Importance Index (RII) as well as mean score to determine neighbourhood geographical segregation indicators pattern across all the 25 neighbourhoods in the study area. The study established that there is a significant difference between low, medium, and high density neighbourhoods in terms segregation factors in the study area. It was therefore suggested that a good urban governance structure should be put in place that will discourage class divisions among spatial entities of the city.
在大多数发展中国家的城市,住房部门的隔离使城市居民面临一系列不利条件,这是几个因素的结果。本文旨在研究影响尼日利亚米纳住房社区隔离的因素。在整个样本框架内,采用两阶段整群抽样方法选择社区和住户,在25个聚类社区中发放了374份问卷。卡方和相对重要性指数(RII)以及平均得分来确定研究区所有25个街区的街区地理隔离指标格局。研究表明,在研究区域内,低密度、中等密度和高密度社区在隔离因素方面存在显著差异。因此,建议建立一个良好的城市治理结构,以阻止城市空间实体之间的阶级划分。
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引用次数: 0
Using Satellite Images to Retrieve the River Turbidity and Water Flow Velocity for Monitoring their Influences on Bridge 利用卫星图像反演河流浊度和水流速度,监测其对桥梁的影响
Pub Date : 2023-06-01 DOI: 10.30540/sae-2023-006
Luong Minh Chinh
Abstract Turbidity is an important indicator of water quality in rivers, lakes, and coastal areas. Research on turbidity issues in these areas is significant not only for the development and utilization of water resources for aquaculture, tourism, and other purposes but also for assessing the level of silt (sand) in the river, allowing sediment alluvial to build up a bank of the river, and monitoring the degree of water corrosion in the bridge substructure. This allows for the building of an effective maintenance and conservation program for the bridge in response to climate change. Traditional methods have defined the turbidity of water in a local area, on a small scale. Interpolation errors of traditional methods for large areas may exceed over 20%. The use of remote sensing technology as Landsat-8 satellite images with a high geometric resolution of 30-meter multispectral channels allows us to estimate and distribute the water turbidity in a 30 × 30 m grid in detail. Using multi-temporal Landsat-8 data in 2014 and 2015 for modeling water turbidity of Tien and Hau rivers and coastal areas in South Vietnam, the obtained mean absolute error is approximately 20%, the Root Mean Square Error (RMSE) does not exceed 10 NTU. The models have a high coefficient of efficiency ME, approximately 90% (ME = 0.862), and the correlation coefficient R stronger than 90%. This allows an overall assessment of changes in water flow velocity concerning the amount of sediment in the river.
浊度是河流、湖泊和沿海地区水质的重要指标。研究这些地区的浑浊度问题,不仅对水产养殖、旅游等水资源的开发利用具有重要意义,而且对评估河流中的粉砂水平,使泥沙冲积物形成河堤,监测桥梁下部结构的水腐蚀程度也具有重要意义。这允许建立一个有效的维护和保护计划,以应对气候变化的桥梁。传统的方法是在小范围内确定局部地区的水的浊度。传统方法在大面积时的插值误差可能超过20%。利用遥感技术作为Landsat-8卫星图像,具有30米多光谱通道的高几何分辨率,使我们能够在30 × 30米网格中详细估计和分布水的浊度。利用2014年和2015年的多时相Landsat-8数据对越南南部的Tien和Hau河以及沿海地区的水浑浊度进行建模,得到的平均绝对误差约为20%,均方根误差(RMSE)不超过10 NTU。模型的效率ME系数较高,约为90% (ME = 0.862),相关系数R大于90%。这样就可以全面评估水流速度的变化与河流中沉积物的数量有关。
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引用次数: 0
Living Traces of History – Portuguese Approach to Conservation on the Example of Religious Buildings in Lisbon 活生生的历史痕迹——葡萄牙人保护里斯本宗教建筑的方法
Pub Date : 2023-06-01 DOI: 10.30540/sae-2023-010
M. Doroz-Turek
Abstract The article addresses the issue of the Portuguese conservation approach to religious buildings in Lisbon that have been damaged by cataclysms. The aim is to show approach to both preserving the original substance and changing the function of the sacral building. After the tragic destruction of Lisbon in the mid-18th century was followed by the use of the ruins of the Carmelite monastery church, Convento do Carmo, for adaptation into the Archaeological Museum. Church of the Nossa Senhora da Conceição Velha, also acts as a remnant of historic events. The Church of St Dominic is also an example of atypical conservation and restoration. Another one is the adaptation the São Julião church on the Museum of the Bank of Portugal. That projects are examples of pioneering conservation activities conceived as a result of the conservation practice of Portuguese architects.
摘要:本文讨论了葡萄牙对里斯本宗教建筑的保护方法,这些建筑已被灾难破坏。目的是展示既保留原始物质又改变骶骨建筑功能的方法。18世纪中叶,里斯本遭受了悲剧性的破坏,随后,加尔默罗修道院教堂(convto do Carmo)的废墟被改造成考古博物馆。Nossa Senhora da concep o Velha教堂也作为历史事件的遗迹。圣多米尼克教堂也是非典型保护和修复的一个例子。另一个是葡萄牙银行博物馆的 o julio 教堂的改编。这些项目是开创性的保护活动的例子,是葡萄牙建筑师保护实践的结果。
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引用次数: 1
Evaluation of Wind Effects on Buildings Using Design Codes and Numerical Wind Tunnel Tests 用设计规范和数值风洞试验评价风对建筑物的影响
Pub Date : 2023-06-01 DOI: 10.30540/sae-2023-007
I. Hossain, M. Islam, A. Amin
Abstract The evaluation of wind effect on the regular shape and simple diaphragm buildings and structures due to wind load has been calculated by several international codes and standards where wind gust nature and dynamic effect could not capture. Bangladesh National Building Code (BNBC) provides the tools for engineers to calculate the wind pressures for the design of a regular-shaped structure with a height to width ratio of less than 5.0, a simple diaphragm, and no unusual geometrical irregularity. If these conditions do not satisfy a wind tunnel testing is required. In this study, a comparative study between two codes in Bangladesh (BNBC-2006 and BNBC-2020), and wind tunnel test results are conducted. An investigation is carried out on four typical buildings with variable heights located within Dhaka, Bangladesh. A computational fluid dynamics (CFD) program RWIND is used to calculate the wind loads on buildings and are compared with those obtained by Bangladesh National Building Codes. Storey shear of four different building models is compared. Between BNBC-2006 and BNBC-2020, there is up to a 53% difference in storey shear. Whereas, up to 30% variation in storey shear is observed between the numerical wind tunnel test data and the data calculated using the BNBC-2020 equations. Finally, this study will help in improving BNBC code provisions for wind load calculations.
摘要:规则形状和简单的隔振结构在风荷载作用下的风效应评价采用了几种国际规范和标准进行计算,但不能反映阵风性质和动力效应。孟加拉国国家建筑规范(BNBC)为工程师提供了计算风压的工具,用于设计高宽比小于5.0的规则形状结构,简单的隔膜,没有异常的几何不规则。如果这些条件不满足,就需要进行风洞试验。本研究对孟加拉国两个规范(BNBC-2006和BNBC-2020)进行了对比研究,并进行了风洞试验结果。对位于孟加拉国达卡的四座典型的可变高度建筑进行了调查。采用计算流体力学(CFD)程序RWIND计算了建筑物的风荷载,并与孟加拉国国家建筑规范的计算结果进行了比较。比较了四种不同建筑模型的剪力。在BNBC-2006和BNBC-2020之间,层间剪力差高达53%。然而,在数值风洞试验数据和使用BNBC-2020方程计算的数据之间,观察到高达30%的层间剪切变化。最后,本研究将有助于改进BNBC规范对风荷载计算的规定。
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引用次数: 0
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Structure and Environment
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