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Ultramarine blue containing paint layers: Further study of the photo-catalytic degradation of binding media 含有群青蓝的涂料层:对结合介质光催化降解的进一步研究
IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY Pub Date : 2024-09-27 DOI: 10.1016/j.culher.2024.09.002
Anne Michelin , E. René de la Rie
Photo-catalytic degradation of a linseed oil binder by natural ultramarine (Lapis Lazuli or Lazurite) and Sodalite in paint layers was studied. Both pigments degrade the binder under xenon arc exposure, leading to erosion of the binder at the surface, increased roughness, light scattering and desaturation of the color. Both pigments behave similarly to synthetic ultramarine blue studied earlier. The results for Sodalite provide further proof that the zeolitic nature of the aluminosilicate cage causes the catalytic degradation and that the enclathrated polysulfur radical anions S2-. and S3-. trapped inside the cage are not responsible for the catalytic action. Relatively stable synthetic binders are less affected by the presence of synthetic ultramarine blue. The paints were aged in a xenon arc apparatus using a simulated indoor environment (radiation > ca. 320 nm). The samples were analyzed using diffuse reflectance spectroscopy in the UV–vis and short wavelength infrared (SWIR) ranges, Raman spectroscopy, field-emission gun scanning electron microscopy (FEG-SEM) and FTIR.
研究了油漆层中天然群青(青金石或天青石)和钠长石对亚麻籽油粘合剂的光催化降解作用。在氙弧照射下,这两种颜料都会降解粘合剂,导致粘合剂表面侵蚀、粗糙度增加、光散射和颜色不饱和。这两种颜料的表现与之前研究的合成群青蓝类似。对于钠钙铝酸盐的研究结果进一步证明,铝硅酸盐笼的沸石性质导致了催化降解,而被困在笼内的封闭多硫自由基阴离子 S2-. 和 S3-. 并不是催化作用的原因。相对稳定的合成粘合剂受合成群青蓝的影响较小。在模拟室内环境(辐射波长约 320 纳米)的氙弧设备中对涂料进行老化。使用紫外-可见光和短波红外 (SWIR) 范围内的漫反射光谱、拉曼光谱、场发射枪扫描电子显微镜 (FEG-SEM) 和傅立叶变换红外光谱对样品进行了分析。
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引用次数: 0
Reconstructing the firing process of pottery from dangxiong cemetery, Tibet, China: Estimating soaking time through XRD and thermal expansion analyses 重建中国西藏当雄墓地陶器的烧制过程:通过 XRD 和热膨胀分析估算浸泡时间
IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY Pub Date : 2024-09-23 DOI: 10.1016/j.culher.2024.09.001
Zhuopeng Li , Xuan Hu , Linhui Li , Jianfeng Cui , Tashi Tsering
A comprehensive analytical study was conducted, encompassing refiring experiments, X-Ray Diffraction (XRD) and thermal expansion analyses, to investigate the firing temperature and soaking time of pottery sherds found in Dangxiong Cemetery, China. The results established that the thermal expansion technique could precisely determine the lower limit of the pottery's equivalent firing temperature. Furthermore, a linear relationship between the mineral content of refired samples and the soaking times during refiring experiments was established, enabling accurate estimation of the soaking time of the pottery's original firing. The maximum firing temperature of some pottery sherds excavated from the Dangxiong cemetery exceeded 900 °C, and they maintained this temperature for a period of time not exceeding 20 min, indicating that these pottery sherds were probably fired in a structure without heavier insulating materials. This study, for the first time, illustrates the significant potential of combining XRD with the thermal expansion method in assessing the soaking time during the firing process of ancient pottery.
为了研究中国当雄墓地出土陶器的烧制温度和浸泡时间,我们开展了一项综合分析研究,包括复烧实验、X 射线衍射(XRD)和热膨胀分析。结果表明,热膨胀技术可以精确确定陶器等效烧制温度的下限。此外,复烧样本的矿物含量与复烧实验中的浸泡时间之间建立了线性关系,从而能够准确估算陶器原始烧制的浸泡时间。从当雄墓地出土的一些陶器碎片的最高烧成温度超过 900 °C,并且保持这一温度的时间不超过 20 分钟,这表明这些陶器碎片很可能是在没有较重隔热材料的结构中烧成的。这项研究首次说明了 XRD 与热膨胀法相结合在评估古代陶器烧制过程中的浸泡时间方面的巨大潜力。
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引用次数: 0
Numerical modeling of salt crystallization in masonry: A critical review of developed numerical models 砌体中盐结晶的数值模拟:对已开发数值模型的严格审查
IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY Pub Date : 2024-09-23 DOI: 10.1016/j.culher.2024.08.018
Amin Nazerigivi , Bahman Ghiassi , Graça Vasconcelos , Amélia Dionísio
Salt decay is widely recognized as one of the most common mechanisms for the deterioration of building materials in monuments, sculptures, and civil structures. Understanding how salt crystallization affects the integrity of historic structures is therefore essential. Numerical tools can be used for this purpose and for estimating the damage induced by salt crystallization; however, there is still a lack of standardized procedures for accurate simulation of this degradation mechanism. In this study, we critically review existing numerical models to identify their advantages and limitations. The considered primary balance equations, variable factors, constitutive laws, assumptions, test procedures, and boundary conditions are investigated in more detail to highlight essential features. This paper describes that numerical models are generally developed based on several simplifying presumptions, such as isothermal conditions, constant boundary conditions, and the presence of only one type of salt. The impact of hydraulic interface resistances in masonry assemblies of units and joints on the numerical analysis of salt crystallization remains unclear. Despite a general understanding of the mathematical problem, several challenges persist regarding the development of constitutive laws for salt mixtures. A more accurate and reliable predictive simulation for salt decay in masonry can be developed by addressing the open issues discussed in this paper.
人们普遍认为,盐分腐化是古迹、雕塑和民用建筑中建筑材料老化的最常见机制之一。因此,了解盐结晶如何影响历史建筑的完整性至关重要。为此,可以使用数值工具来估算盐结晶引起的损坏;然而,目前仍然缺乏对这种退化机制进行精确模拟的标准化程序。在本研究中,我们对现有的数值模型进行了严格审查,以确定其优势和局限性。我们更详细地研究了所考虑的主要平衡方程、可变因素、构成规律、假设、测试程序和边界条件,以突出其基本特征。本文介绍了数值模型通常是基于几种简化假设开发的,如等温条件、恒定边界条件和只存在一种盐。砌体单元和接缝组合的水力界面阻力对盐结晶数值分析的影响仍不清楚。尽管对数学问题有了大致的了解,但在制定盐混合物的构成规律方面仍存在一些挑战。通过解决本文讨论的未决问题,可以为砌体中的盐分衰减开发出更准确、更可靠的预测模拟。
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引用次数: 0
Geometric decomposition and algorithmic model of main gate muqarnas of Ankara Cenabi Ahmet Pasha Mosque 安卡拉塞纳比-艾哈迈德-帕夏清真寺正门木卡纳的几何分解和算法模型
IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY Pub Date : 2024-09-19 DOI: 10.1016/j.culher.2024.09.003
Asli Agirbas

Cenabi Ahmet Pasha Mosque (Cenab-ı Ahmet Paşa Mosque) is known to be the only work that resembles the style of Architect Sinan in Ankara. In this study, it is aimed to examine the two-dimensional muqarnas scheme of the mosque's main gate and to determine through algorithmic modeling the combination of muqarnas cells in the third dimension. By the photogrammetry method, the grid and star forms used in the muqarnas plan scheme are revealed. The geometric characteristic of the muqarnas in two dimensions is determined. Cell types of the muqarnas and their geometric configurations are obtained. It is demonstrated that there is a radial grid in the plan of the Cenabi Ahmet Pasha Mosque main gate muqarnas, and that the three-dimensional structure of the muqarnas consisting of six layers includes almond cell, triangle cell, deltoid cell, intermediate triangle cell, intermediate deltoid cell, biped cell and triped cell. Additionally, an algorithmic model based on the creation of cell unit system is proposed for the creation of the muqarnas geometry in 3D.

据了解,塞纳比-艾哈迈德-帕夏清真寺(Cenab-ı Ahmet Paşa Mosque)是安卡拉唯一一座与建筑师锡南风格相似的作品。本研究旨在考察清真寺正门的二维木卡纳方案,并通过算法建模确定三维木卡纳单元的组合。通过摄影测量法,揭示了木卡纳斯平面方案中使用的网格和星形形式。确定了木卡纳在二维空间中的几何特征。获得了木卡纳的单元类型及其几何结构。结果表明,塞纳比-艾哈迈德-帕夏清真寺正门清真寺平面图中存在一个径向网格,由六层组成的清真寺三维结构包括杏仁单元、三角形单元、正三角形单元、中间三角形单元、中间正三角形单元、双足单元和三足单元。此外,还提出了一种基于单元系统创建的算法模型,用于创建三维的木卡纳几何结构。
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引用次数: 0
Quantifying pigment features of Thangka Five Buddhas using hyperspectral imaging 利用高光谱成像技术量化唐卡五方佛的颜料特征
IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY Pub Date : 2024-09-19 DOI: 10.1016/j.culher.2024.08.020
Rui Wen , Fenglei Fan

Thangka, a masterpiece of Tibetan painting, is renowned for its adept use of natural mineral pigments such as gold, turquoise, and cinnabar, which imbue it with profound artistic and historical significance. Presently, chemical analysis methods relying on microscopic perspectives are prevalent in researching the pigment components of cultural artifacts. However, these methods suffer from quantization gaps and carry the risk of damaging the relics. Hence, in this study, we focus on Thangka Five Buddha as our experimental sample and propose a novel approach utilizing Linear Spectral Mixed Analysis (LSMA) based on Hyperspectral Imaging (HSI) technology to perform quantitative analysis of pigment components at a sub-pixel level. The results indicate the following. 1) A database of spectral curves for 25 representative Thangka pigments was established, covering 196 bands from 393 to 800 nm VIR-NIR range. 2) The LSMA model successfully separated the 13 pigment components of the Thangka at the sub-pixel level, achieving a Root Mean Square Error (RMSE) of 0.0186, which indicates high classification accuracy. 3) The quantitative analysis reveals that 33.07 % of the area is painted using a single pigment, while 56.01 % is painted using a combination of two pigments. Verdigris (18.56 %), malachite (17.52 %), and cinnabar (10.91 %) are the pigment types with the highest proportions among them. Out of the 521 pigment combinations, verdigris and turquoise (4.55 %), malachite and calcite (4.02 %), minium and cinnabar (2.87 %), and turquoise and malachite (2.82 %) are more commonly used. 4) The application of quantitative analysis methods demonstrates significant potential in painting techniques, authentication processes, and establishing historical dating, among other areas of study.

唐卡是藏族绘画的杰作,因善于使用黄金、绿松石和朱砂等天然矿物颜料而闻名于世,这赋予了唐卡深远的艺术和历史意义。目前,在研究文物颜料成分时,普遍采用的是依赖显微镜的化学分析方法。然而,这些方法存在量子化方面的缺陷,而且存在损坏文物的风险。因此,在本研究中,我们以唐卡五方佛为实验样本,提出了一种基于高光谱成像(HSI)技术的线性光谱混合分析(LSMA)新方法,在亚像素级别对颜料成分进行定量分析。研究结果表明1) 为 25 种具有代表性的唐卡颜料建立了光谱曲线数据库,涵盖从 393 纳米到 800 纳米 VIR-NIR 范围内的 196 个波段。2) LSMA 模型成功地在亚像素级分离了唐卡的 13 种颜料成分,均方根误差(RMSE)为 0.0186,表明分类准确性很高。3) 定量分析显示,33.07 % 的区域使用单一颜料绘制,56.01 % 的区域使用两种颜料组合绘制。其中比例最高的颜料类型是朱砂(18.56 %)、孔雀石(17.52 %)和朱砂(10.91 %)。在 521 种颜料组合中,翠绿石与绿松石(4.55 %)、孔雀石与方解石(4.02 %)、闽砂与朱砂(2.87 %)、绿松石与孔雀石(2.82 %)的使用率较高。4) 定量分析方法的应用在绘画技术、鉴定过程和确定历史年代等研究领域显示出巨大的潜力。
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引用次数: 0
Attention-enhanced U-Net for automatic crack detection in ancient murals using optical pulsed thermography 利用光学脉冲热成像技术自动检测古代壁画裂缝的注意力增强型 U-Net
IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY Pub Date : 2024-09-18 DOI: 10.1016/j.culher.2024.08.015
Jingwen Cui , Ning Tao , Akam M. Omer , Cunlin Zhang , Qunxi Zhang , Yirong Ma , Zhiyang Zhang , Dazhi Yang , Hai Zhang , Qiang Fang , Xavier Maldague , Stefano Sfarra , Xiaoyu Chen , Jianqiao Meng , Yuxia Duan

Ancient mural degradation and destruction may result from various natural causes, resulting in cracks, peeling, or bulging. As such, regular testing and evaluation of ancient murals are indispensable for protecting and preserving cultural relics. In many scenarios, the acquisition of detection data can be expedited through the use of mechanical arms and imaging equipment. However, the subsequent data analysis relies on experienced human inspectors, resulting in a laborious and time-consuming process. This study focuses on automated analysis of cracks in ancient murals using optical pulsed thermography. A technique that combines an attention mechanism and the U-Net neural network is proposed for refined crack feature extraction. Concerning the identification of ancient mural cracks based on limited training data, U-Net with the attention mechanism demonstrates superior performance over both the conventional U-Net and a traditional image segmentation algorithm.

古代壁画的退化和破坏可能源于各种自然原因,导致裂缝、剥落或隆起。因此,对古代壁画进行定期检测和评估对于保护和保存文物是必不可少的。在许多情况下,通过使用机械臂和成像设备可以加快检测数据的获取。但是,随后的数据分析需要依靠经验丰富的人工检测人员,因此过程费时费力。本研究的重点是利用光学脉冲热成像技术对古代壁画中的裂缝进行自动分析。研究提出了一种结合注意力机制和 U-Net 神经网络的技术,用于精细提取裂缝特征。在基于有限训练数据识别古代壁画裂缝方面,具有注意力机制的 U-Net 神经网络比传统的 U-Net 神经网络和传统的图像分割算法都表现出更优越的性能。
{"title":"Attention-enhanced U-Net for automatic crack detection in ancient murals using optical pulsed thermography","authors":"Jingwen Cui ,&nbsp;Ning Tao ,&nbsp;Akam M. Omer ,&nbsp;Cunlin Zhang ,&nbsp;Qunxi Zhang ,&nbsp;Yirong Ma ,&nbsp;Zhiyang Zhang ,&nbsp;Dazhi Yang ,&nbsp;Hai Zhang ,&nbsp;Qiang Fang ,&nbsp;Xavier Maldague ,&nbsp;Stefano Sfarra ,&nbsp;Xiaoyu Chen ,&nbsp;Jianqiao Meng ,&nbsp;Yuxia Duan","doi":"10.1016/j.culher.2024.08.015","DOIUrl":"10.1016/j.culher.2024.08.015","url":null,"abstract":"<div><p>Ancient mural degradation and destruction may result from various natural causes, resulting in cracks, peeling, or bulging. As such, regular testing and evaluation of ancient murals are indispensable for protecting and preserving cultural relics. In many scenarios, the acquisition of detection data can be expedited through the use of mechanical arms and imaging equipment. However, the subsequent data analysis relies on experienced human inspectors, resulting in a laborious and time-consuming process. This study focuses on automated analysis of cracks in ancient murals using optical pulsed thermography. A technique that combines an attention mechanism and the U-Net neural network is proposed for refined crack feature extraction. Concerning the identification of ancient mural cracks based on limited training data, U-Net with the attention mechanism demonstrates superior performance over both the conventional U-Net and a traditional image segmentation algorithm.</p></div>","PeriodicalId":15480,"journal":{"name":"Journal of Cultural Heritage","volume":"70 ","pages":"Pages 111-119"},"PeriodicalIF":3.5,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142241325","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Value-based optimization model for cultural route design: Ancient Water Supply Heritage of Istanbul (Türkiye) 基于价值的文化路线设计优化模型:伊斯坦布尔(土耳其)古代供水遗产
IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY Pub Date : 2024-09-14 DOI: 10.1016/j.culher.2024.08.016
Cem Balcan , Elif Özlem Aydın , Özgür Ünsal

Cultural tourism has become an increasingly growing human activity in today's world. Therefore, various cultural/natural heritage areas or buildings face large tourist crowds, causing physical, social, or cultural deterioration. Cultural routes, which provide a systematic approach and planned tourists move, can reduce the negative effects of overtourism. This study aims to develop an optimization model as a supportive tool for the cultural route design process. The proposed optimization model aims to maximize cultural experience while satisfying constraints on heritage values, building types, historical eras, and general routing rules. Moreover, this model, creating optimized cultural routes, is expected to contribute to regulating economic income and tourist density. As a case study, the ancient water supply systems of Istanbul, inherited from the Roman and the Ottoman empires and currently overlooked, are investigated. Heritage values, mentioned in the extensive literature, are reviewed and the values/attributes for this study are appointed according to the characteristics of the case heritage assets, and their environment. The values of the case structures are evaluated with value analysis after field study. An optimum cultural route for Istanbul's historical water supply heritage, according to the objective and the constraints of the model, is obtained by solving the model with the case data. The resulting route can make this overlooked heritage of Istanbul recognized and spread the tourist density in the city center. The model is flexible, allowing for easy modification of the objective function, constraints, and values when designing routes across various heritage sites. This model can be used not only in the design of new cultural routes but also in optimizing existing routes.

文化旅游已成为当今世界日益增长的人类活动。因此,各种文化/自然遗产区域或建筑面临着大量的游客,造成了物质、社会或文化的退化。文化线路提供了系统的方法和有计划的游客移动,可以减少过度旅游的负面影响。本研究旨在开发一种优化模型,作为文化线路设计过程的辅助工具。所提出的优化模型旨在最大限度地提高文化体验,同时满足对遗产价值、建筑类型、历史年代和一般路线规则的限制。此外,该模型创建的优化文化路线有望为调节经济收入和游客密度做出贡献。本文以伊斯坦布尔的古代供水系统为案例进行研究,该系统由罗马帝国和奥斯曼帝国遗留下来,目前已被忽视。对大量文献中提到的遗产价值进行了审查,并根据案例遗产资产及其环境的特点,为本研究指定了价值/属性。在实地考察后,通过价值分析对案例结构的价值进行了评估。根据模型的目标和约束条件,通过对案例数据进行求解,得出了伊斯坦布尔历史供水遗产的最佳文化路线。由此得出的路线可以使伊斯坦布尔这一被忽视的遗产得到认可,并在市中心分散游客密度。该模型非常灵活,在设计穿越不同遗产地的路线时,可以轻松修改目标函数、约束条件和数值。该模型不仅可用于设计新的文化路线,还可用于优化现有路线。
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引用次数: 0
The application of polyacrylonitrile-nano silver-oregano oil electrospun fiber membrane in controlling microbial deterioration of Grotto cultural heritage 聚丙烯腈-纳米银-牛至油电纺纤维膜在控制石窟文物微生物劣化中的应用
IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY Pub Date : 2024-09-13 DOI: 10.1016/j.culher.2024.08.009
Yulan Hu , Lichao Chen , Liwei Pan , Bingjian Zhang , Qiang Li

The study created an electrospun fiber membrane with polyacrylonitrile, nano silver, and oregano oil using the electrospinning technique. After examining the preparation parameters, an appropriate formula for the composite film spinning solution and electrospinning parameters were found: 11 wt percent polyacrylonitrile, 6 wt percent natural oregano essential oil, 15 kV of spinning voltage, 0.6 mL/h of advancing rate, and 20 cm of spinning distance. The composite nanofiber membrane demonstrated improved shape and structure, a more balanced antibacterial effect, and persistence against microbes when subjected to the prescribed formula and circumstances. In the end, the strong antimicrobial qualities of the nano-fiber material were validated by the Feilaifeng field testing. This study showed that when combined with natural plant essential oil, the composite nanofiber membrane has potential for use as a green microbial control material for Grottoes historic heritage. By preventing an intense direct contact between antimirobial agents and the cultural relics of the grottoes, the composite barrier reduced the potential harm that could be caused by the solution soaking into the rocks. Moreover, the composite nanofiber membrane provides the advantages of large-scale antibacterial activity from natural essential oil and long-lasting antimicrobial capabilities from nanosilver. It also has no effect on the cultural relics of the Grotto, is simple to remove, and leaves little trace.

该研究利用电纺丝技术制造了一种含有聚丙烯腈、纳米银和牛至精油的电纺纤维膜。在研究了制备参数后,找到了合适的复合膜纺丝溶液配方和电纺丝参数:11 wt%的聚丙烯腈、6 wt%的天然牛至精油、15 kV 的纺丝电压、0.6 mL/h 的推进速度和 20 cm 的纺丝距离。在规定的配方和条件下,复合纳米纤维膜的形状和结构得到了改善,抗菌效果更加均衡,并且对微生物具有持久性。最终,纳米纤维材料的强抗菌性得到了飞来峰现场测试的验证。这项研究表明,当与天然植物精油结合使用时,纳米纤维复合膜有望成为石窟历史遗产的绿色微生物控制材料。通过防止抗菌剂与石窟文物的强烈直接接触,复合屏障减少了溶液浸入岩石可能造成的潜在危害。此外,复合纳米纤维膜还具有天然精油的大规模抗菌活性和纳米银的长效抗菌能力。它还不会对石窟中的文物造成影响,清除简单,几乎不会留下任何痕迹。
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引用次数: 0
Automatic monitoring of the biocolonisation of historical building's facades through convolutional neural networks (CNN) 通过卷积神经网络(CNN)自动监测历史建筑外墙的生物群落化情况
IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY Pub Date : 2024-09-13 DOI: 10.1016/j.culher.2024.08.012
Marco D'Orazio, Andrea Gianangeli, Francesco Monni, Enrico Quagliarini

Built cultural heritage is exposed to various deterioration problems caused by different types of actions. To reduce the need for major interventions, preventive conservation (PC) approaches were proposed, based on data collection, regular monitoring, inspections, and control of environmental factors. Monitoring actions able to depict the evolution of buildings’ deterioration state, have been proposed and implemented in real cases. Considering that digital images (DI) of historical facades are constantly collected by different subjects and for different purposes, they represent the widest existing data source to support PC approaches and develop predictive tools. DI of historical façades can be used to help in the early recognition of different types of deterioration processes, supporting the creation and application of predictive models based on machine learning (ML) methods. This work proposes a method for the automatic detection of biological colonisation of building facades. A convolutional neural network (CNN) has been trained and tested with images representing the microalgae and cyanobacteria growth process on historical bricks’ facades, collected during experimental activities in controlled conditions. The trained model is characterized by an accuracy of 87 % and can recognise bio-colonisation on different types of bricks. The trained model has been applied to a historical building used as a case study. The facades of the case study are constantly monitored by surveillance cameras, and DI of the facades are often collected due to the public function of the building. The study shows that by simply processing these images with the trained network it is possible to detect the first stage of bio-deterioration processes. This work is part of more extensive research for the early detection of different types of building façade damages and can be easily implemented where DI coming from surveillance cameras or other sources are available.

建筑文化遗产面临着不同类型的活动造成的各种损坏问题。为了减少采取重大干预措施的必要性,人们提出了基于数据收集、定期监测、检查和环境因素控制的预防性保护(PC)方法。已经提出并在实际案例中实施了能够描述建筑物老化状态演变的监测行动。考虑到不同主体出于不同目的不断收集历史建筑外墙的数字图像(DI),它们是支持 PC 方法和开发预测工具的最广泛的现有数据源。历史建筑外墙的 DI 可用于帮助早期识别不同类型的老化过程,支持基于机器学习(ML)方法的预测模型的创建和应用。这项工作提出了一种自动检测建筑外墙生物菌落的方法。利用在受控条件下开展实验活动时收集的代表历史砖外墙微藻和蓝藻生长过程的图像,对卷积神经网络(CNN)进行了训练和测试。经过训练的模型准确率为 87%,能够识别不同类型砖块上的生物群落。训练有素的模型已应用于作为案例研究的历史建筑。该案例研究的外墙受到监控摄像头的持续监控,由于建筑的公共功能,外墙的 DI 经常被收集。研究表明,只需使用训练有素的网络处理这些图像,就可以检测到生物劣化过程的第一阶段。这项工作是更广泛研究的一部分,目的是早期检测不同类型的建筑外墙损坏,在有监控摄像头或其他来源的 DI 的情况下,可以很容易地实施。
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引用次数: 0
Machine learning in analytical chemistry for cultural heritage: A comprehensive review 文化遗产分析化学中的机器学习:全面回顾
IF 3.5 2区 综合性期刊 0 ARCHAEOLOGY Pub Date : 2024-09-12 DOI: 10.1016/j.culher.2024.08.014
Aleksandra Towarek , Ludwik Halicz , Stan Matwin , Barbara Wagner

In recent years, machine learning (ML) has gained significant importance in the field of cultural heritage research. Its advanced data analysis techniques have become a crucial tool in many areas of heritage science. This literature review intends to discuss the applications of ML to studies on cultural heritage objects using the analytical chemistry methods. The analysis of large datasets obtained from complex measurements with the use of ML algorithms has been demonstrated to result in a deeper understanding of the studied objects. Such analyses have also been shown to provide new perspectives on many problems. The article outlines studies on varied materials such as pigments, paper, metals, and ceramics. It presents analyses that use diverse ML methods, including unsupervised and supervised techniques, utilizing both traditional algorithms and neural networks. It also provides an introduction to understanding ML, its principles and methods, with the focus on practices applicable to heritage science.

近年来,机器学习(ML)在文化遗产研究领域的重要性日益凸显。其先进的数据分析技术已成为遗产科学许多领域的重要工具。本文献综述旨在讨论使用分析化学方法将 ML 应用于文化遗产研究的情况。事实证明,使用 ML 算法分析从复杂测量中获得的大量数据集,可以加深对研究对象的理解。此类分析还为许多问题提供了新的视角。文章概述了对颜料、纸张、金属和陶瓷等各种材料的研究。文章介绍了使用各种 ML 方法(包括无监督和有监督技术)、传统算法和神经网络进行的分析。它还介绍了如何理解 ML 及其原理和方法,重点是适用于遗产科学的实践。
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引用次数: 0
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