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Geophysical Methods Reveal Aviation Impacturbation and Inform Forensic Archaeological Recovery of Historic Aircraft Crash Sites 地球物理方法揭示航空影响并为历史飞机坠毁地点的法医考古复原提供信息
IF 1.8 3区 地球科学 0 ARCHAEOLOGY Pub Date : 2024-04-04 DOI: 10.1002/arp.1935
William Chadwick, Andrea Palmiotto

This paper demonstrates the utility of ground-penetrating radar (GPR) to inform forensic archaeology recovery efforts of missing service members from historic conflict-related aircraft crash sites. This approach is becoming more common and improving recovery strategies by pinpointing potential subsurface anomalies prior to excavation. Two examples of recovery efforts at WWII aircraft crash sites are presented, revealing the diversity of landscape upheaval signatures that result from aircraft impacts. In both situations, the GPR successfully located feature boundaries and identified aviation impacturbation. The landscape signature varied in both cases due to factors including the trajectory and velocity of the aircraft crash and the topography of the impacted landscape. Notably, a ‘halo’ effect was identified in association with one crash site, revealing the force of the impact on sandy soils. Recognition of these anthropogenic signals is important to promote effective recovery strategies, thus saving time, labour and funds, particularly in historic sites where postincident taphonomic conditions have severely altered the morphology of the landscape.

本文展示了地面穿透雷达(GPR)在法医考古学中的应用,为从与冲突有关的历史性飞机坠毁地点寻找失踪军人的工作提供了参考。这种方法正变得越来越普遍,并通过在发掘之前精确定位潜在的地下异常点来改进恢复策略。本文介绍了在二战飞机坠毁地点进行寻回工作的两个实例,揭示了飞机撞击造成的地貌动荡特征的多样性。在这两种情况下,GPR 都成功定位了地物边界,并确定了航空撞击。由于飞机坠毁的轨迹和速度以及受影响景观的地形等因素,这两种情况下的景观特征各不相同。值得注意的是,在一个坠机地点发现了 "光环 "效应,显示了对沙质土壤的冲击力。认识到这些人为信号对于促进有效的恢复战略非常重要,从而节省时间、人力和资金,特别是在历史遗址中,事故后的岩石学条件严重改变了地貌形态。
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引用次数: 0
LiDAR Applications in Archaeology: A Systematic Review 考古学中的激光雷达应用:系统回顾
IF 2.1 3区 地球科学 0 ARCHAEOLOGY Pub Date : 2024-04-02 DOI: 10.1002/arp.1931
Giacomo Vinci, Federica Vanzani, Alessandro Fontana, Stefano Campana

In the last two decades, the analysis of data derived from LiDAR (light detection and ranging) technology has dramatically changed the investigation and documentation of past cultural landscapes, sometimes revealing monumental architectures and settlement systems totally unknown before. Despite the exponential uptick of case studies, an extensive review of LiDAR applications in archaeology is so far missing. Here, we present a systematic survey of works published in international journals in 2001–2022, with the aim of providing an annotated bibliography on the theme and collect quantitative information about each case study. Data collected allowed to analyse the geographic distribution of LiDAR-based studies, the specifics of acquisitions, the topography and vegetation cover of each study area, the characteristics of the material culture detected, major goals and integrated techniques. The survey considers 291 studies, of which 167 located in Europe, 104 in the Americas and only 20 between Asia, Middle East, Oceania and Africa. Our analysis shows that the impact of LiDAR in archaeological studies was greater in some areas of Europe and North America, where scholars could rely on the availability of open data provided by the institutions. This is testified by the higher number of both case studies and large-scale projects investigating these regions. It also emerges that LiDAR potential largely depends on the characteristics of the material culture, the vegetation cover and data resolution. These factors underlie the outstanding results achieved through LiDAR in tropical rainforests compared to those obtained in temperate areas, such as the Mediterranean, where the outcropping archaeological evidence, albeit vast and widespread, is generally less preserved and obscured by the dense vegetation of the Mediterranean maquis. We conclude that the increasing availability of LiDAR data over vast areas could lead to enormous advances in the investigation, monitoring and protection of the cultural heritage.

在过去的二十年里,通过对激光雷达(光探测和测距)技术获得的数据进行分析,极大地改变了对过去文化景观的调查和记录,有时甚至揭示了以前完全不为人知的不朽建筑和聚落系统。尽管案例研究呈指数级增长,但迄今为止还没有关于激光雷达在考古学中应用的广泛综述。在此,我们对 2001-2022 年间发表在国际期刊上的作品进行了系统调查,目的是提供有关该主题的注释书目,并收集有关每个案例研究的定量信息。收集到的数据有助于分析基于激光雷达的研究的地理分布、采集的具体情况、每个研究区域的地形和植被覆盖情况、探测到的物质文化的特征、主要目标和综合技术。调查共涉及 291 项研究,其中 167 项在欧洲,104 项在美洲,只有 20 项在亚洲、中东、大洋洲和非洲。我们的分析表明,在欧洲和北美的一些地区,激光雷达对考古研究的影响更大,因为在这些地区,学者们可以依靠机构提供的开放数据。对这些地区进行调查的案例研究和大型项目数量较多就证明了这一点。此外,LiDAR 的潜力在很大程度上取决于物质文化、植被和数据分辨率的特点。与地中海等温带地区相比,热带雨林地区通过激光雷达取得的成果更为突出,因为在这些地区,尽管出露的考古证据数量庞大、分布广泛,但通常保存较差,且被地中海茂密的植被所遮挡。我们的结论是,随着激光雷达数据在广大地区的普及,文化遗产的调查、监测和保护工作将取得巨大进步。
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引用次数: 0
Retraction: Geo-Archaeological prospecting of Gunung Padang buried prehistoric pyramid in West Java, Indonesia 撤回:印度尼西亚西爪哇 Gunung Padang 史前金字塔埋藏地的地质考古勘探
IF 1.8 3区 地球科学 0 ARCHAEOLOGY Pub Date : 2024-03-18 DOI: 10.1002/arp.1932

Danny Hilman Natawidjaja, Andang Bachtiar, Bagus Endar B. Nurhandoko, Ali Akbar, Pon Purajatnika, Mudrik R. Daryono, Dadan D. Wardhana, Andri S. Subandriyo, Andi Krisyunianto, Tagyuddin, Budianto Ontowiryo, Yusuf Maulana. Archaeological Prospection, 2023 (https://doi.org/10.1002/arp.1912).

The above article, published online on 20 October 2023 in Wiley Online Library (wileyonlinelibrary.com), has been retracted by agreement between the journal Editors-in-Chief, Eileen Ernenwein and Gregory Tsokas, and John Wiley & Sons, Ltd. Following publication of this article, concerns were raised by third parties with expertise in geophysics, archaeology, and radiocarbon dating, about the conclusions drawn by the authors based on the evidence reported. The publisher and the Co-Editors-in-Chief have investigated these concerns and have concluded that the article contains a major error. This error, which was not identified during peer review, is that the radiocarbon dating was applied to soil samples that were not associated with any artifacts or features that could be reliably interpreted as anthropogenic or “man-made.” Therefore, the interpretation that the site is an ancient pyramid built 9000 or more years ago is incorrect, and the article must be retracted. Danny Hilman Natawidjaja responded on behalf of the authors, all of whom disagree with the retraction.

Danny Hilman Natawidjaja, Andang Bachtiar, Bagus Endar B. Nurhandoko, Ali Akbar, Pon Purajatnika, Mudrik R. Daryono, Dadan D. Wardhana, Andri S. Subandriyo, Andi Krisyunianto, Tagyuddin, Budianto Ontowiryo, Yusuf Maulana.Archaeological Prospection, 2023 (https://doi.org/10.1002/arp.1912)。上述文章于 2023 年 10 月 20 日在线发表于 Wiley Online Library (wileyonlinelibrary.com),经期刊主编 Eileen Ernenwein 和 Gregory Tsokas 与 John Wiley & Sons, Ltd.协商,该文章已被撤回。这篇文章发表后,地球物理学、考古学和放射性碳测年方面的第三方对作者根据所报告的证据得出的结论表示担忧。出版商和联合主编对这些问题进行了调查,得出结论认为文章中存在一个重大错误。这一错误在同行评审时没有被发现,即放射性碳年代测定是应用于土壤样本,而这些样本与任何可被可靠解释为人为或 "人造 "的人工制品或特征都没有关联。因此,关于该遗址是一座建于 9000 年或更久之前的古代金字塔的解释是不正确的,文章必须撤回。Danny Hilman Natawidjaja 代表作者做出回应,他们都不同意撤稿。
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引用次数: 0
An ethical framework for geophysical survey in historic Black cemeteries 黑人历史墓地地球物理勘测的伦理框架
IF 2.1 3区 地球科学 0 ARCHAEOLOGY Pub Date : 2024-03-08 DOI: 10.1002/arp.1924
Sarah Lowry

Historic Black cemeteries in the south-eastern United States are actively threatened by development, neglect, environmental degradation and vandalism. Geophysical archaeological tools are often championed as a solution to document unmarked graves, determine cemetery boundaries and help preserve these spaces. This process can be problematic as geophysical instruments themselves do not find graves; rather, the data collected are reviewed by a skilled professional to interpret where graves might be present. Archaeological geophysical practitioners thus hold a great responsibility to conduct themselves in an ethical manner. Important considerations include archaeological ethics, professionalism and honest communication, as well as centring the needs of preservation within the communities of descendants and stakeholders, if possible, in the way we process, interpret and communicate results.

美国东南部的黑人历史墓地正受到开发、忽视、环境退化和人为破坏的严重威胁。地球物理考古工具通常被视为一种解决方案,用于记录无标记坟墓、确定墓地边界并帮助保护这些空间。这一过程可能会出现问题,因为地球物理仪器本身并不能发现坟墓;相反,收集到的数据需要由熟练的专业人员进行审查,以解释可能存在坟墓的地方。因此,考古地球物理从业人员在道德操守方面负有重大责任。重要的考虑因素包括考古道德、专业精神和诚实沟通,以及在可能的情况下,在我们处理、解释和交流结果的过程中,以后人和利益相关者社区的保护需求为中心。
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引用次数: 0
Surveying and monitoring submerged archaeological sites in inland waters through a multiproxy strategy: The case of Dolmen de Guadalperal and other sites from Valdecañas reservoir (Spain) 通过多代理战略调查和监测内陆水域的水下考古遗址:Dolmen de Guadalperal 和 Valdecañas 水库(西班牙)其他遗址的案例
IF 1.8 3区 地球科学 0 ARCHAEOLOGY Pub Date : 2024-02-10 DOI: 10.1002/arp.1929
Enrique Cerrillo-Cuenca, José Juan de Sanjosé Blasco, Rocío Castillo Belinchón, Primitiva Bueno-Ramírez, Antonio González Cordero, Juan Antonio Pérez-Álvarez

The evolving dynamics of climate change and water resource management present unique challenges for the research and conservation of archaeological heritage, particularly within reservoirs. The Dolmen of Guadalperal in Spain and its surrounding archaeological sites exemplify such a scenario. This study is dedicated to the development and application of a comprehensive methodology for archaeological documentation and site detection, integrating an array of approaches including Synthetic Aperture Radar (SAR) from Sentinel-1, photogrammetric restitution using historical imagery and geometric recording of sites with diverse sensing equipment. A distinctive aspect of this research lies in juxtaposing multibeam sonar data, typically associated with underwater surveys, with standard land-based documentation methods like photogrammetry and LiDAR. The results demonstrate the effectiveness of integrating data from these diverse techniques in detecting new archaeological sites and monitoring their alterations, which could be potentially harmful.

不断变化的气候变化和水资源管理对考古遗产的研究和保护提出了独特的挑战,尤其是在水库内。西班牙瓜达尔佩拉尔石墓及其周边的考古遗址就是这样一个例子。这项研究致力于开发和应用考古文献和遗址探测的综合方法,整合了一系列方法,包括来自 Sentinel-1 的合成孔径雷达 (SAR)、利用历史图像进行摄影测量复原以及利用各种传感设备对遗址进行几何记录。这项研究的一个独特之处在于将通常与水下勘测相关的多波束声纳数据与摄影测量和激光雷达等标准陆基记录方法并列。研究结果表明,将这些不同技术的数据整合在一起,可以有效地发现新的考古遗址,并监测其可能造成潜在危害的改变。
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引用次数: 0
Erratum to “Evaluating Mask R-CNN models to extract terracing across oceanic high islands: A case study from Sāmoa” 评估用于提取海洋高岛阶地的面具 R-CNN 模型》的勘误:来自萨莫阿的案例研究"
IF 1.8 3区 地球科学 0 ARCHAEOLOGY Pub Date : 2024-02-04 DOI: 10.1002/arp.1928

Quintus, S., Davis, D. S., & Cochrane, E. E. (2023). Evaluating Mask R-CNN models to extract terracing across oceanic high islands: A case study from Sāmoa. Archaeological Prospection, 30(4), 477–492.

In Table 1 of the manuscript, the column labels for Recall and Precision were switched around. All statistics are otherwise correct. The corrected table should read as follows:

We apologize for this error.

Quintus, S., Davis, D. S., & Cochrane, E. E. (2023).评估 Mask R-CNN 模型以提取海洋高岛的阶地:Sāmoa 案例研究。Archaeological Prospection, 30(4), 477-492.
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引用次数: 0
Integrating legacy survey data into GIS-based analysis: The rediscovery of the archaeological landscapes in Grevena (Western Macedonia, Greece) 将遗留调查数据纳入基于地理信息系统的分析:格雷韦纳(希腊西马其顿)考古景观的重新发现
IF 1.8 3区 地球科学 0 ARCHAEOLOGY Pub Date : 2024-01-28 DOI: 10.1002/arp.1926
Giannis Apostolou, Konstantina Venieri, Alfredo Mayoral, Sofia Dimaki, Arnau Garcia-Molsosa, Mercourios Georgiadis, Hector A. Orengo

Surface archaeological survey has been widely established as the principal method for the regional study of Mediterranean diachronic landscapes. Before the introduction of GPS and digital, GIS-based recordings in the late 1990s, survey projects employed analogue recording strategies (e.g. personal notebooks, printed forms and cartographic materials) resulting in low-precision spatial datasets. These archives, termed here as legacy survey data, can today be visualized and analysed using computational tools. The aim of the present work is to exemplify how legacy data can be reused and reproduced to explore unknown aspects of past survey projects. It showcases a multi-source, GIS-structured workflow to manage and re-evaluate data from the region of Grevena, north-western Greece, where a largely unpublished all-period extensive survey titled the Grevena Project has pinpointed a rich, yet unavailable to the archaeological community cultural record. The publications lacked critical evaluation of the survey results and significance, such as accurate site locations, size and chronology as well as a description of the field collection strategies used. To recover and combine these data into a single geodataset, a three-step workflow was created, including the systematic recording of collected artefacts, the deployment of archival and remote-sensing resources (e.g. georeferenced cartographic and photographic materials and satellite imagery) and the development of a new extensive survey in selected areas for validation purposes. Results indicated heterogeneity in the techniques employed by the Grevena Project for site recognition. They also brought an important assemblage of Palaeolithic finds unrecorded before. Furthermore, large-scale geomorphological analysis using geomorphometric approaches demonstrated an irregularly high density of sites in elevated areas, which is considered a surveying bias. Remote sensing sources including archival aerial photographs highlighted regional landscape changes (e.g. in forest coverage) revealing architectural remains unmapped before. Finally, the new survey around Ayios Georgios showed the discovery of several new sites, emphasizing a case study of much more complex dynamics than originally considered during the Grevena Project.

地表考古调查已被广泛确定为对地中海异时空景观进行区域研究的主要方法。在 20 世纪 90 年代末引入全球定位系统和基于地理信息系统的数字记录之前,调查项目采用模拟记录策略(如个人笔记本、印刷表格和制图材料),从而产生了低精度的空间数据集。这些档案在这里被称为遗留勘测数据,如今可使用计算工具对其进行可视化分析。本作品旨在示范如何重新利用和复制遗留数据,以探索过去调查项目的未知方面。它展示了一个多来源、地理信息系统结构化的工作流程,用于管理和重新评估希腊西北部格雷韦纳地区的数据,在该地区进行的名为格雷韦纳项目的全时期大范围调查基本上没有发表过,该项目精确定位了丰富的、但考古界尚未获得的文化记录。这些出版物缺乏对调查结果和意义的重要评估,如准确的遗址位置、规模和年代学,以及对所使用的实地采集策略的描述。为了恢复这些数据并将其合并为一个地理数据集,创建了一个分三步的工作流程,包括系统地记录收集到的文物、部署档案和遥感资源(如地理参照制图和摄影材料以及卫星图像),以及在选定地区开展新的广泛调查以进行验证。结果表明,格雷韦纳项目在遗址识别方面采用的技术存在差异。他们还发现了一批重要的旧石器时代遗物,这些遗物以前从未记录在案。此外,利用地貌测量方法进行的大规模地貌分析表明,高地的遗址密度很不规则,这被认为是一种勘测偏差。包括档案航空照片在内的遥感资料突出显示了区域景观的变化(如森林覆盖率),揭示了以前未曾绘制的建筑遗迹。最后,在 Ayios Georgios 周围进行的新调查显示发现了几个新遗址,强调了比最初在 Grevena 项目期间考虑的更为复杂的动态案例研究。
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引用次数: 0
Towards better differentiation of archaeological objects based on geomorphometric features of a digital elevation model, the case of the Old Oder Canal 根据数字高程模型的地貌特征更好地区分考古对象--以老奥得河为例
IF 2.1 3区 地球科学 0 ARCHAEOLOGY Pub Date : 2024-01-14 DOI: 10.1002/arp.1927
Łukasz Janowski, Andrzej Pydyn, Mateusz Popek, Juliusz Gajewski, Barbara Gmińska-Nowak

Limited visibility in the underwater environment often restricts opportunities for archaeological prospection. Especially in reservoirs with a high content of suspended solids, methods based on acoustics prove to be extremely useful. This study represents the first high-resolution acoustic mapping and archaeological prospections of the Old Oder Canal, which has extremely poor visibility. The study site is located near the town of Krosno Odrzańskie in Poland. The town is one of the country's most significant river crossings and settlements of mediaeval origin (including its wooden bridges). The following research objectives were identified: (1) exploration of the Old Oder Canal, including underwater acoustics and archaeological prospections; (2) analysis and interpretation of the study area based on acquired datasets; and (3) evaluation of secondary features of the river bathymetry for identification of archaeological objects. Possible locations of archaeological objects were determined based on analysis and interpretation of multibeam echosounder measurements of the riverbed. Fieldwork allowed structural elements of mediaeval bridges to be found and dendrochronological sampling performed. Feature selection analyses allowed the determination and evaluation of geomorphometric attributes, combining the characteristics of the discovered objects and diagnostics in order better to differentiate archaeological remains. Proposed secondary features may facilitate archaeological explorations in difficult environments.

水下环境能见度有限,往往限制了考古勘探的机会。特别是在悬浮固体含量较高的水库中,基于声学的方法被证明是非常有用的。本研究是对能见度极低的老奥得河进行的首次高分辨率声学绘图和考古勘探。研究地点位于波兰 Krosno Odrzańskie 镇附近。该镇是波兰最重要的河流渡口和中世纪起源的定居点之一(包括其木桥)。研究目标如下(1) 勘探老奥得河运河,包括水下声学和考古勘探;(2) 根据获得的数据集分析和解释研究区域;(3) 评估河流水深测量的次要特征,以确定考古物品。根据对河床多波束回声测深仪测量数据的分析和解释,确定了考古对象的可能位置。通过实地考察,发现了中世纪桥梁的结构元素,并进行了年代学取样。通过特征选择分析,确定并评估了地貌属性,将所发现物体的特征与诊断相结合,以便更好地区分考古遗迹。建议的次要特征可能有助于在困难环境中进行考古勘探。
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引用次数: 0
Magnetometer mapping of drowned prehistoric landscapes for Archaeological Heritage Management in the Netherlands 为荷兰考古遗产管理绘制淹没的史前景观磁强计地图
IF 2.1 3区 地球科学 0 ARCHAEOLOGY Pub Date : 2023-12-18 DOI: 10.1002/arp.1925
Seger van den Brenk, Hans Huisman, Nico W. Willemse, Bjørn Smit, Bertil J. H. van Os

Coastal areas can contain a highly valuable archaeological record because of post-glacial drowning of previously inhabited land surfaces. Such records are increasingly under threat because of a range of economic activities. Archaeological Heritage Management (AHM) is hampered by a lack of detailed data on the buried landscapes. This makes it difficult to fully assess and deflect threats to this record. Here, we present a novel way of using under water magnetometer surveys to map and characterize buried Mesolithic/Neolithic landforms in high detail. Magnetometer maps from the IJsselmeer area (Netherlands) show patterns of paired linear anomalies that resemble banks or levees that straddle channel-like features. Sub-bottom profile transects and sediment core analyses confirm that the observed linear features are Mesolithic and Neolithic submerged buried channel and bank/levee systems that connect to known onshore buried channel systems from that age. Although the origin of the magnetic signal is still subject of study, the observed patterns clearly indicate areas or geomorphological phenomena of high archaeological potential, and make it possible to take measures for protection and research.

由于冰川期后以前有人居住的地表被淹没,沿海地区可能包含非常宝贵的考古记录。由于一系列经济活动,这些记录正日益受到威胁。考古遗产管理(AHM)因缺乏有关被掩埋地貌的详细数据而受到阻碍。这使得我们难以全面评估和转移对这些记录的威胁。在此,我们提出了一种利用水下磁强计勘测绘制中石器时代/新石器时代地貌地图并描述其特征的新方法。荷兰艾瑟尔湖(IJsselmeer)地区的磁强计地图显示了成对的线性异常现象,这些异常现象类似于横跨河道地貌的堤岸或堤坝。海底剖面横断面和沉积岩芯分析证实,观测到的线性特征是中石器时代和新石器时代的水下埋藏河道和堤岸/堤坝系统,与已知的该时代陆上埋藏河道系统相连。尽管磁信号的来源仍有待研究,但观察到的模式清楚地表明了具有高度考古潜力的区域或地貌现象,从而有可能采取保护和研究措施。
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引用次数: 0
Utilizing the MaxEnt machine learning model to forecast urban heritage sites in the desert regions of southwestern Algeria: A case study in the Saoura region 利用 MaxEnt 机器学习模型预测阿尔及利亚西南部沙漠地区的城市遗址:萨乌拉地区案例研究
IF 1.8 3区 地球科学 0 ARCHAEOLOGY Pub Date : 2023-12-15 DOI: 10.1002/arp.1923
Guechi Imen, Gherraz Halima, Korichi Ayoub, Alkama Djamel

The Saoura region, a renowned oasis in North Africa with heritage and archaeological significance of both national and universal importance, has witnessed a gradual deterioration over time. This research involves archaeological predictive modelling, aiming to create models capable of predicting the likelihood of discovering archaeological sites, cultural resources or evidence of past landscape use within a specific region. The study specifically focuses on predicting the locations of historical sites in the Sahara Desert, employing the maximum entropy (MaxEnt) model and six geo-environmental criteria, including slope, elevation (digital elevation model [DEM]), distance from water, normalized difference vegetation index (NDVI), fertility and proximity to palm groves. The research is based on data from 58 historical sites and includes an assessment of the model's accuracy. The study highlights the remarkable significance of the fertility variable, which accounts for 94.1% of the predictive influence, making it the most crucial geo-environmental factor in forecasting the location of historical sites in the Sahara. This underscores its pivotal role in shaping settlement patterns and subsistence strategies within the region, followed by the distance variable from the palm cove (3.2%) and the distance variable from the river (2.3%). The MaxEnt model proves to be suitable for predicting historical site positions, with an impressive average area under the ROC curve (AUC) score of 0.859, reflecting its effectiveness. Notably, areas with a high prediction probability are predominantly situated near the Saoura Valley. The study's findings hold the potential to assist planners in safeguarding archaeological sites by avoiding areas where historical sites are likely to be present.

萨乌拉地区是北非著名的绿洲,具有国家和世界重要的遗产和考古意义。这项研究涉及考古预测建模,旨在创建能够预测在特定地区发现考古遗址、文化资源或过去景观使用证据的可能性的模型。这项研究的具体重点是预测撒哈拉沙漠中历史遗址的位置,采用了最大熵(MaxEnt)模型和六个地理环境标准,包括坡度、海拔(数字高程模型 [DEM])、与水的距离、归一化差异植被指数(NDVI)、肥力和是否靠近棕榈林。研究以 58 个历史遗址的数据为基础,包括对模型准确性的评估。研究强调了肥力变量的显著重要性,它占预测影响的 94.1%,使其成为预测撒哈拉历史遗址位置的最关键地理环境因素。这凸显了它在该地区形成定居模式和生存策略方面的关键作用,其次是距棕榈湾的距离变量(3.2%)和距河流的距离变量(2.3%)。事实证明,MaxEnt 模型适用于预测历史遗址位置,其平均 ROC 曲线下面积 (AUC) 得分为 0.859,效果显著。值得注意的是,预测概率较高的区域主要位于索拉河谷附近。研究结果有望帮助规划人员避开可能存在历史遗址的区域,从而保护考古遗址。
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引用次数: 0
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Archaeological Prospection
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