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Comparing different machine-learning techniques to date Nile Delta sediments based on portable X-ray fluorescence data 基于便携式X射线荧光数据比较不同的机器学习技术来确定尼罗河三角洲沉积物的年代
IF 1.7 3区 地球科学 Q1 Arts and Humanities Pub Date : 2022-11-01 DOI: 10.1002/gea.21939
Martin Seeliger, Andreas Ginau, Marina Altmeyer, Pascal Neis, Robert Schiestl, Jürgen Wunderlich

Geomorphology generally aims to describe and investigate the processes that lead to the formation of landscapes, while geochronology is needed to detect their timing and duration. Due to restrictions on exporting geological samples from Egypt, modern geoscientific studies in the Nile Delta lack the possibility of dating the investigated sediments and geological features by standard techniques such as OSL or AMS 14C; therefore, this study aims to validate a new approach using machine-learning algorithms on portable X-ray fluorescence (pXRF) data. Archaeologically dated sediments from the archaeological excavations of Buto (Tell el-Fara'in; on-site) that pXRF analyses have geochemically characterized serve as training data for running and comparing Neural Nets, Random Forests, and single-decision trees. The established pXRF fingerprints are transferred via machine-learning algorithms to set up a chronology for undated sediments from sediment cores (i.e., the test data) of the nearby surroundings (off-site). Neural Nets and Random Forests work fine in dating sediments and deliver the best classification results compared with single-decision trees, which struggle with outliers and tend to overfit the training data. Furthermore, Random Forests can be modeled faster and are easier to understand than the complex, less transparent Neural Nets. Therefore, Random Forests provide the best algorithm for studies like this. Furthermore, river features east of Kom el-Gir are dated to pre-Ptolemaic times (before 332 B.C.) when Kom el-Gir had possibly not yet been settled. The research in this paper shows the success of close interactions from various scientific disciplines (Geoinformatics, Physical Geography, Archaeology, Ancient History) to decipher landscape evolution in the long-term-settled Nile Delta's environs using machine learning. With the approach's design and the possibility of integrating many other geographical/sedimentological methods, this study demonstrates the potential of the methodological approach to be applied in other geoscientific fields.

地貌学通常旨在描述和研究导致景观形成的过程,而地质年代学则需要检测其时间和持续时间。由于对从埃及出口地质样本的限制,尼罗河三角洲的现代地球科学研究缺乏通过OSL或AMS 14C等标准技术确定所调查沉积物和地质特征年代的可能性;因此,本研究旨在验证一种在便携式X射线荧光(pXRF)数据上使用机器学习算法的新方法。pXRF分析具有地球化学特征的Buto(Tell el‐Fara'in;现场)考古发掘的考古年代沉积物可作为运行和比较神经网络、随机森林和单决策树的训练数据。通过机器学习算法传输建立的pXRF指纹,以从附近环境(场外)的沉积物岩芯(即测试数据)中建立未注明日期的沉积物的年代表。与单决策树相比,神经网络和随机森林在沉积物年代测定方面表现良好,并提供了最好的分类结果,单决策树与异常值作斗争,并倾向于过度拟合训练数据。此外,随机森林可以比复杂、不太透明的神经网络更快地建模,更容易理解。因此,随机森林为这类研究提供了最好的算法。此外,Kom el‐Gir以东的河流特征可追溯到托勒密时代之前(公元前332年之前),当时Kom el‑Gir可能尚未定居。本文的研究表明,来自各个科学学科(地理信息学、自然地理、考古学、古代史)的密切互动成功地利用机器学习破译了长期定居的尼罗河三角洲环境中的景观演变。通过该方法的设计和整合许多其他地理/沉积学方法的可能性,本研究证明了该方法在其他地球科学领域的应用潜力。
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引用次数: 0
Linking anthropogenic burning activities to magnetic susceptibility: Studies at Brazilian archaeological sites 将人为燃烧活动与磁化率联系起来:对巴西考古遗址的研究
IF 1.7 3区 地球科学 Q1 Arts and Humanities Pub Date : 2022-10-09 DOI: 10.1002/gea.21941
Daniel V. de Sousa, Maria J. Rodet, Déborah Duarte-Talim, Wenceslau G. Teixeira, André Prous, Bruno N. Vasconcelos, Edithe Pereira

This study provides the first survey of Brazilian magnetic susceptibility (MS) data from varying archaeological and geological contexts, including open-air sites, quartzite, and limestone rockshelters, and Amazonian dark earths. Our MS analyses associated with archaeological findings allow us to propose MS values as proxies of intense anthropogenic burning activities for archaeological sites with (i) systematic use of large hearth lit in the same places; (ii) systematic burns and highly diverse uses; (iii) higher diversity use with few fire activities and knapping playing an essential role; and (iv) incipient human activities and the initial use of the archaeological site. Our data are limited to understanding anthropogenic burning activities and cannot be extended to reveal other archaeological aspects. The results have implications for understanding human occupation in a large area with numerous archaeological sites. This study was the first step in distinguishing archaeological fires from natural fires and provided a new perspective for further research that attempts to identify distinct types of human fires.

这项研究首次调查了不同考古和地质背景下的巴西磁化率(MS)数据,包括露天场地、石英岩和石灰石岩石避难所以及亚马逊暗地球。我们与考古发现相关的MS分析使我们能够提出MS值,作为考古遗址强烈的人为燃烧活动的指标,其中(i)在相同的地方系统地使用大型炉灶;(ii)系统性烧伤和高度多样化的用途;(iii)更高的多样性使用,很少有火灾活动和砍伐发挥重要作用;以及(iv)人类早期活动和考古遗址的初步使用。我们的数据仅限于了解人为燃烧活动,不能扩展到揭示其他考古方面。研究结果对理解人类在拥有众多考古遗址的大面积地区的占领具有启示意义。这项研究是区分考古火灾和自然火灾的第一步,为进一步研究试图识别不同类型的人类火灾提供了新的视角。
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引用次数: 0
Assessing raw material diversity at Poverty Point (16WC5) using non-destructive reflectance spectroscopy 使用无损反射光谱法评估贫困点(16WC5)的原材料多样性
IF 1.7 3区 地球科学 Q1 Arts and Humanities Pub Date : 2022-10-08 DOI: 10.1002/gea.21940
Simon P. Sherman III, Ryan M. Parish, Diana M. Greenlee, D. Shane Miller

Lithic raw material variation is valuable for assessing the scale of human mobility, differential access to and from raw material sources, and prehistoric exchange patterns. Recent advancements in non-destructive reflectance spectroscopy have proven to be more accurate in provenance investigations compared with the macroscopic (visual) identification technique for lithic artifacts. Here, we use visible/near-infrared reflectance and Fourier transform reflectance spectroscopy on a collection of 845 lithic bifaces at Poverty Point (16WC5) site in northeastern Louisiana, a UNESCO World Heritage site that is well-known for the presence of nonlocal materials, including stone tools. This study describes the first systematic approach to analyzing and interpreting hyperspectral reflectance data for cryptocrystalline silicate (e.g., chert and flint) artifacts at Poverty Point site. The chert materials identified in this study reaffirm the idea that tool stones arriving at the Poverty Point site came from diverse geologic sources, covering an expansive geographic area.

石器原料的变化对于评估人类流动性的规模、获取原料来源的差异以及史前交换模式具有重要价值。与宏观(视觉)鉴定技术相比,非破坏性反射光谱技术的最新进展已被证明在石器文物的来源调查中更为准确。在这里,我们使用可见光/近红外反射光谱和傅立叶变换反射光谱对路易斯安那州东北部贫困点(16WC5)遗址的845块石质双面面进行了分析,该遗址是联合国教科文组织世界遗产,以其非本地材料的存在而闻名,包括石器。本研究首次系统地分析和解释了贫点遗址隐晶硅酸盐(如燧石和燧石)人工制品的高光谱反射率数据。在这项研究中发现的燧石材料再次证实了到达贫穷点遗址的工具石来自不同的地质来源,覆盖了广阔的地理区域。
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引用次数: 1
Issue Information 问题信息
IF 1.7 3区 地球科学 Q1 Arts and Humanities Pub Date : 2022-10-07 DOI: 10.1002/gea.21874
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引用次数: 0
Holocene landscape evolution in northern Henan Province and its implications for archaeological surveys 豫北全新世景观演化及其考古意义
IF 1.7 3区 地球科学 Q1 Arts and Humanities Pub Date : 2022-10-03 DOI: 10.1002/gea.21938
Zhen Qin, Michael J. Storozum, Haiwang Liu, Tristram R. Kidder

The heartlands of many of the world's civilizations are situated within alluvial plains, where thick alluvial sediments obscure much of the archaeological record. However, the use of alluvial geoarchaeology remains patchy, particularly in the world's largest alluvial basins. We present results from our geoarchaeological survey at Neihuang County, Henan Province, China, as an example for alluvial geoarchaeological research in the North China Plain and to develop a generalized framework for landscape evolution in the area during the Holocene. We reconstruct the alluvial history of the area around Neihuang County by synthesizing stratigraphic data from seven outcrops into distinct depositional units. Our findings suggest that much of the archaeological record in the North China Plain is buried by meters of sediment or eroded away by the ancient channels of the Yellow River and other tributary streams. Therefore, the presence of buried archaeological sites and river scour in recorded outcrops suggests that the nonsystematic archaeological surveys that are commonly used to interpret cultural changes are not accurate reflections of archaeological site distributions. From the results of this case study, we recommend that archaeologists and paleoclimatologists should exercise more caution when using settlement distribution data gathered through nonsystematic pedestrian surveys to make inferences about ancient processes of cultural change or social dynamics in the North China Plain.

世界上许多文明的中心地带都坐落在冲积平原上,那里厚厚的冲积沉积物掩盖了许多考古记录。然而,冲积地质考古学的应用仍然参差不齐,特别是在世界上最大的冲积盆地。本文以中国河南省内黄县的地质考古调查结果为例,介绍了华北平原冲积地质考古研究的成果,并为该地区全新世景观演化建立了一个广义框架。综合7个露头的地层资料,重建了内黄县周边地区的冲积史。我们的研究结果表明,华北平原的大部分考古记录都被几米厚的沉积物所掩埋,或者被黄河和其他支流的古河道所侵蚀。因此,在记录的露头中存在埋藏的考古遗址和河流冲刷表明,通常用于解释文化变化的非系统考古调查并不能准确反映考古遗址的分布。从这个案例研究的结果来看,我们建议考古学家和古气候学家在使用通过非系统的步行调查收集的聚落分布数据来推断华北平原的古代文化变迁过程或社会动态时应更加谨慎。
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引用次数: 3
Deep‐water delivery model of Ruppia seeds to a nearshore/terrestrial setting and its chronological implications for Late Pleistocene footprints, Tularosa Basin, New Mexico 新墨西哥州图拉罗萨盆地,Ruppia种子向近岸/陆地环境的深水传递模型及其对晚更新世足迹的年代意义
IF 1.7 3区 地球科学 Q1 Arts and Humanities Pub Date : 2022-09-27 DOI: 10.1002/gea.21937
D. Rachal, J. Mead, Robert D. Dello‐Russo, Mathew T. Cuba
Ruppia cirrhosa (Ruppia) seed layers have been used to constrain the age of footprints along the eastern shoreline of Paleolake Otero in southern New Mexico to around 21,000–23,000 calibrated years before the present. However, there remain two unresolved questions that can affect the reliability of the age(s) of the footprints. First, what is the nature of the geological context of the seed layers? Second, did the hard‐water effect impact the accuracy of the radiocarbon dates? It has been argued that the dated Ruppia plants grew in situ in a very shallow, freshwater‐infused system that minimized the hard‐water effect. Many of these Ruppia seed layers contain ball‐like aggregations made of Ruppia plant materials. We provide new evidence that these balls and seed layers were introduced to the discovery site by high wind seiche events during Late Pleistocene thunderstorms. In our proposed site formation model, the Ruppia plants and seeds originated in deeper water settings outside the site, thus it is very likely that the hard‐water effect has impacted the accuracy of the radiocarbon dates. As such, the radiocarbon assays of Ruppia seeds previously used to date the prehistoric footprints along Paleolake Otero could be thousands of years too old.
Ruppia 种子层(Ruppia seed layer)被用来将新墨西哥州南部古奥特罗湖(paleollake Otero)东岸的足迹年龄限制在距今21,000-23,000校准年之前。然而,仍有两个未解决的问题可能会影响足迹年龄的可靠性。首先,种子层的地质背景是什么?第二,硬水效应是否影响了放射性碳年代测定的准确性?有人认为,古老的Ruppia植物生长在一个非常浅的、淡水注入的系统中,最大限度地减少了硬水的影响。许多Ruppia种子层含有由Ruppia植物材料制成的球状聚集体。我们提供了新的证据,证明这些球和种子层是由晚更新世雷暴期间的大风沉降事件引入到发现地点的。在我们提出的遗址形成模型中,Ruppia植物和种子起源于遗址外更深的水域,因此很可能是硬水效应影响了放射性碳测年的准确性。因此,之前用于确定古奥特罗湖史前足迹年代的红宝石种子放射性碳分析可能太老了几千年。
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引用次数: 2
Soils, agriculture, and land use in island socio-ecosystems: Three case studies from Southeastern Polynesia 岛屿社会生态系统中的土壤、农业和土地利用:来自波利尼西亚东南部的三个案例研究
IF 1.7 3区 地球科学 Q1 Arts and Humanities Pub Date : 2022-09-27 DOI: 10.1002/gea.21934
Patrick V. Kirch, Jennifer G. Kahn, Oliver A. Chadwick

The availability of nutrient-rich soils capable of supporting intensive cultivation was a key factor in the relative vulnerability and resilience of traditional Polynesian societies, whose economies were based on agricultural production. We tested the hypothesis that geological age was a key controlling factor in determining the nutrient status of island soils, extensively sampling soils on two islands and a small archipelago in southeastern Polynesia: Mo‘orea (1.5–1.72 Ma), Maupiti (3.9–4.5 Ma), and the Gambier Islands (5.6–6.3 Ma). Rather than supporting a hypothesis of island age primarily determining soil fertility, our results indicate that topographic relief, the presence of active slope processes such as landslides and mass wasting, and rainfall are more important controlling factors. Rejuvenation of soil nutrients due to mass wasting, in particular, appears to be the most important factor contributing to soil fertility. Our field surveys also provide archaeological evidence showing that precontact Polynesians were finely attuned to local soil properties, targeting high soil fertility areas for agriculture and reserving lower fertility areas for other land use practices.

能够支持集约种植的营养丰富的土壤是传统波利尼西亚社会相对脆弱和恢复力的一个关键因素,其经济以农业生产为基础。我们对地质年龄是决定岛屿土壤营养状况的关键控制因素这一假设进行了检验,对波利尼西亚东南部两个岛屿和一个小岛屿的土壤进行了广泛采样:莫奥里亚(1.5–1.72 马),毛皮蒂(3.9–4.5 Ma)和冈比亚群岛(5.6–6.3 马)。我们的研究结果表明,地形起伏、滑坡和大规模滑坡等活跃斜坡过程的存在以及降雨是更重要的控制因素,而不是支持岛屿年龄主要决定土壤肥力的假设。尤其是由于大规模浪费而使土壤养分恢复活力,似乎是促进土壤肥力的最重要因素。我们的实地调查还提供了考古证据,表明接触前的波利尼西亚人非常适应当地的土壤特性,将高土壤肥力地区作为农业目标,并将低土壤肥力地区保留给其他土地利用做法。
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引用次数: 0
Mineralogical origin of the chromatic contrast enhancing the Mount Bego petroglyphs (Alpes-Maritimes, France) 增强贝戈山岩画色彩对比的矿物学来源(阿尔卑斯-马里times,法国)
IF 1.7 3区 地球科学 Q1 Arts and Humanities Pub Date : 2022-09-27 DOI: 10.1002/gea.21932
Jeremie Berthonneau, Jean-Marc Vallet, Philippe Bromblet, François Martin, Olivier Grauby

The conservation of archaeological heritage such as open-air petroglyphs is a major challenge due to the vulnerability of surfaces exposed to local environmental conditions. A precise knowledge of their nature therefore constitutes the cornerstone of their preservation. The surfaces of the valleys of the Mount Bego are characterized by a chromatic contrast between the thin red layer covering the outcrops and the underlying greenish substrate, revealed by thousands of prehistoric petroglyphs. To establish the mineralogical nature of the red layer, a spectroscopic, crystallographic, and petrographic study was carried out. Collectively, the results of this study evidence that, unlike rock coatings, this layer formed through the mobilization of structural iron, in the form of Fe (hydr)oxides, from the clay minerals that constitute the rocks. We thus discuss how the succession of events along the geological history of the site has created the environmental conditions for its formation. This study eventually provides useful data on the actual state of the petroglyphs toward their preservation. In a more global context, the conclusions of this study bring insights into the physicochemical mechanism leading to the reddening of recently exposed glacial valleys.

露天岩画等考古遗产的保护是一项重大挑战,因为暴露在当地环境条件下的表面很脆弱。因此,准确了解它们的性质是保护它们的基石。贝戈山山谷表面的特征是覆盖露头的薄红色层和下面的绿色基底之间的颜色对比,数千幅史前岩画揭示了这一点。为了确定红层的矿物学性质,进行了光谱、晶体学和岩石学研究。总之,这项研究的结果证明,与岩石涂层不同,该层是通过构成岩石的粘土矿物中以铁(氢)氧化物形式的结构铁的动员而形成的。因此,我们讨论了该遗址地质历史上的一系列事件是如何为其形成创造环境条件的。这项研究最终为保存岩画提供了有关岩画实际状态的有用数据。在更全球化的背景下,这项研究的结论深入了解了导致最近暴露的冰川谷变红的物理化学机制。
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引用次数: 0
Evolution of fluvial landscapes since the late Pleistocene at the Wangchenggang site of the Ying River Basin, Central China: Implications for the development and change of prehistoric settlements 颖河流域王城岗遗址晚更新世以来河流景观演变:对史前聚落发展变化的启示
IF 1.7 3区 地球科学 Q1 Arts and Humanities Pub Date : 2022-09-27 DOI: 10.1002/gea.21933
Yinan Liao, Peng Lu, Duowen Mo, Ye Li, Junjie Xu, Yanpeng Cao, Long Ma, Yingjun Xin, Panpan Chen, Xia Wang, Chengshuangping Zhao, Peng Zhan

Reconstructing the evolution of fluvial landscapes is vital to our understanding of how and why early settlements used or abandoned locations in dynamic alluvial settings, especially places such as China's Central Plains where alluvial landforms have dominated since at least the late Pleistocene era. The Wangchenggang (WCG) site on the upper reaches of the Ying River is considered to be the legendary capital of the Great Yu who, according to historical documents, heroically tamed the big floods and founded the first dynasty of Xia. However, evolution of the alluvial landscape of the Holocene Ying River and its influence on the long-term settlement change at the WCG site remains unclear. We present a detailed reconstruction of long-term landscape evolution and settlement change at the site, based on the results of our geoarchaeological investigation, and published paleoclimate and archaeobotanical data. The results show that the region experienced an episode of extensive alluvial accretion in the late Pleistocene. From the end of the late Pleistocene to the early Holocene, the Ying River began to incise the alluvial plain, leading to the formation of the oldest terrace (T3). The middle and late Holocene in the Ying River valleys saw two episodes of alluvial aggradation between 7.7–5.4 ka B.P. (before present) and 4.5–3.8 ka B.P., respectively. Each of these events was followed by an alluvial incision, resulting in the formation of new alluvial terraces. During the historical periods, the youngest terrace T1 was formed. These cyclic changes in the regional fluvial landscape profoundly impacted the location and expansion of prehistoric settlements. During the Peiligang period (9.0–7.0 ka B.P.), the early stages of alluvial aggregation resulted in wide and shallow channels along the rivers. Early humans who relied on gathering and hunting for food chose to establish small settlements along such riverine environments. As alluvial aggradation continued in the Yangshao period (7.0–5.0 ka B.P.), they moved to a higher place, away from the rivers in the southwest, and flourished on high alluvial grounds. When a secondary terrace formed after the Longshan period (5.0–4.0 ka B.P.), people moved eastward again to build an early city on the T2 terraces and T3 terraces of the Ying River. When the water levels rose toward the terrace surfaces, they began to build moats and practiced mixed millet–rice farming. During the Eastern Zhou Dynasty (770–4256 B.C.), when the river started to down cut on a large scale, humans responded by building settlements on the lower and flat plains in the east.

重建河流景观的演变对于我们理解早期定居点如何以及为什么在动态冲积环境中使用或废弃位置至关重要,尤其是像中国中原这样的地方,那里的冲积地貌至少从更新世晚期就占主导地位。位于盈江上游的王城港遗址被认为是传说中的大禹之都,据史料记载,大禹英勇地驯服了洪水,建立了夏朝。然而,营河全新世冲积地貌的演变及其对WCG现场长期沉降变化的影响尚不清楚。根据我们的地质考古调查结果以及已发表的古气候和古植物学数据,我们对该遗址的长期景观演变和定居变化进行了详细的重建。结果表明,该地区在更新世晚期经历了一次广泛的冲积作用。从更新世晚期到全新世早期,应河开始切割冲积平原,形成了最古老的阶地(T3)。应河流域全新世中晚期在7.7–5.4之间经历了两次冲积 ka B.P.(在此之前)和4.5–3.8 ka B.P。每一次事件之后都有一个冲积切口,形成了新的冲积阶地。在历史时期,形成了最年轻的阶地T1。这些区域河流景观的周期性变化深刻地影响了史前定居点的位置和扩张。裴立刚时期(9.0–7.0 ka B.P.),冲积物聚集的早期阶段导致了河流沿岸宽阔而浅的河道。早期依靠采集和狩猎获取食物的人类选择在这样的河流环境中建立小型定居点。在仰韶时期(7.0–5.0 ka B.P.),他们搬到了一个更高的地方,远离西南部的河流,并在高冲积平原上蓬勃发展。龙山时期(5.0–4.0 ka B.P.),人们再次向东迁移,在盈江的T2阶地和T3阶地上建造了一座早期的城市。当水位上升到阶地表面时,他们开始修建护城河,并实行小米-水稻混合种植。在东周(公元前770年至公元前4256年),当河流开始大规模断流时,人类的反应是在东部较低平坦的平原上建造定居点。
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引用次数: 1
A wet strawman: A response to Ward et al. 潮湿的稻草人:对沃德等人的回应。
IF 1.7 3区 地球科学 Q1 Arts and Humanities Pub Date : 2022-09-26 DOI: 10.1002/gea.21936
J. Benjamin, Michael O’Leary, J. Mcdonald, Sean Ulm, Peter Jeffries, G. Bailey
Ward et al. (2022) assert in their desktop study that we are “mistaken” in our interpretation of the artifacts at the Cape Bruguières Channel (CBC), Flying Foam Passage (FF), and Dolphin Island (DI) sites as evidence of cultural activity on a pre‐inundation land surface (Benjamin et al., 2020 [CBC and FF]; Dortch et al., 2019 [DI]) and that we have failed to take account of local hydrodynamic processes that could have displaced artifacts and moved them over much greater distances than we thought possible. They argue two key points in support: (1) that “these sites are in the intertidal zone” (p. 783) and (2) that “many or all artefacts are likely to have been reworked” (p. 783).
Ward等人(2022)在他们的桌面研究中断言,我们对Bruguières角海峡(CBC)、飞行泡沫通道(FF)、,和海豚岛(DI)遗址作为淹没前地表文化活动的证据(Benjamin等人,2020[CBC和FF];Dortch等人,2019[DI]),我们没有考虑到当地的水动力过程,这些过程可能会使文物移位,并将其移动到比我们想象的更远的距离。他们提出了两个关键的支持点:(1)“这些地点位于潮间带”(第783页)和(2)“许多或所有的人工制品都可能被重新加工”(第78.3页)。
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引用次数: 3
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Geoarchaeology-An International Journal
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