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Site-Seeing in Mallorca? Exploring the Visual Influence of Architecture and Location in Talayotic Iron Age Sites in Mallorca (Balearic Islands, Spain) 在马略卡岛观光?探索马略卡岛(西班牙巴利阿里群岛)塔拉约铁器时代遗址的建筑和地点的视觉影响
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-03-26 DOI: 10.1007/s10816-025-09704-w
Alejandra Galmés-Alba, Mark Gillings

During the Iron Age, or Talayotic period, the landscape of Mallorca was transformed by the construction of cyclopean, tower-shaped structures that served as communal gathering spaces. The scale and location of these monumental structures have led to their interpretation as places designed to see and be seen, with a range of GIS-based viewshed studies caried out in order to characterise and delineate the visual landscape of which they were an integral part. However, despite this focus on all things visible, there has been little investigation into whether this visual prominence was primarily due to the choice of location or the architectural form itself. This paper aims to explore how the combination of location and architecture contributed to the visual prominence of Talayotic structures within the landscape. By integrating Visual Neighbourhood Configurations (VNC) and viewshed analysis, the study examines the significance of site selection and whether the architecture leveraged the inherent visual properties of these locations to enhance their prominence. As the visual presence of these architecture has been central to the explanation of the Talayotic phenomenon, understanding how this was generated is key to understand the role these sites played in the Mallorcan Iron Age landscape.

在铁器时代,或Talayotic时期,马略卡岛的景观被作为公共聚会空间的巨塔状建筑所改变。这些纪念性建筑的规模和位置导致它们被解释为设计为观看和被观看的地方,并进行了一系列基于gis的视图研究,以表征和描绘视觉景观,其中它们是不可或缺的一部分。然而,尽管关注所有可见的事物,但很少有人调查这种视觉突出主要是由于位置的选择还是建筑形式本身。本文旨在探讨地理位置和建筑的结合如何在景观中突出塔拉尤特建筑的视觉效果。通过整合视觉邻里配置(VNC)和视角分析,该研究考察了选址的重要性,以及建筑是否利用了这些地点固有的视觉特性来增强其突出性。由于这些建筑的视觉存在是解释塔拉尤现象的核心,了解它是如何产生的,是理解这些遗址在马略卡岛铁器时代景观中所扮演的角色的关键。
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引用次数: 0
Bronze Age Frontiers and Pottery Circulation: Political and Economic Relations at the Northern Fringes of El Argar, Southeast Iberia, ca. 2200–1550 BCE 青铜时代边疆与陶器流通:伊比利亚东南部阿尔加尔北部边缘的政治经济关系,约公元前2200-1550年
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-03-16 DOI: 10.1007/s10816-025-09702-y
Adrià Moreno Gil, Carla Garrido García, Bárbara Bonora Soriano, David Gómez-Gras, Roberto Risch

This paper explores the nature and dynamics of economic and political borders emerging in Later Prehistory between highly centralised and exploitative societies and their much more dispersed and small-scale neighbours. While increasing evidence indicates that Early Bronze Age entities such as El Argar, Únětice or Minoan Crete reached highly complex economic and political forms around 1850–1750 BCE, the processes by which their relations and borders with adjacent, less hierarchical groups were established and maintained still remain poorly understood. To identify such economic and political borders and asymmetric interactions in archaeology, a specific methodological approach was developed which combined extensive field survey, pottery petrography, and spatial modelling of pottery production and circulation areas. Our research focuses on the middle and upper Segura River valley, a largely unexplored borderland between distinct geographic and cultural zones of the Iberian Peninsula. While El Argar expanded over the semi-arid Southeast, adjacent regions—La Mancha and the Spanish Levant—were home to smaller-scale socio-economic entities, known as La Mancha or Las Motillas and the Valencian Bronze Age cultures. At the junction of these three groups, we surveyed 61 settlements across 4800 km2 and analyzed 1643 pottery sherds, conducting the largest petrographic study of Iberian Bronze Age ceramics. Spatial modeling of the results traced pottery production and circulation, offering insights into economic exchanges, social boundaries and the articulation of borderland spaces. By mapping distinct pottery-making practices, we reveal interactions between El Argar’s core regions and its neighbours, demonstrating the potential of ceramic analysis for understanding Bronze Age border dynamics. Comparable studies in other regions are expected to lead to a better understanding of the role of borders in shaping prehistoric societies and inter-group relations.

本文探讨了史前晚期高度集中的剥削性社会与其更为分散的小规模邻国之间出现的经济和政治边界的性质和动态。虽然越来越多的证据表明,公元前 1850-1750 年左右,El Argar、Únětice 或米诺斯克里特岛等青铜时代早期实体达到了高度复杂的经济和政治形式,但人们对它们与邻近等级较低的群体建立和维持关系和边界的过程仍然知之甚少。为了在考古学中确定这种经济和政治边界以及不对称的互动关系,我们开发了一种特殊的方法,将广泛的实地调查、陶器岩相学以及陶器生产和流通区域的空间建模结合起来。我们的研究重点是塞古拉河中上游河谷,这是伊比利亚半岛不同地理和文化区域之间尚未开发的边界地带。埃尔阿尔加在半干旱的东南部扩张,而邻近地区--拉曼恰和西班牙黎凡特--则是规模较小的社会经济实体的家园,被称为拉曼恰或拉斯莫蒂亚斯和巴伦西亚青铜时代文化。在这三个地区的交界处,我们调查了 4800 平方公里内的 61 个聚落,分析了 1643 件陶器碎片,对伊比利亚青铜时代的陶器进行了最大规模的岩相学研究。对研究结果进行的空间建模追踪了陶器的生产和流通情况,为了解经济交流、社会边界和边境空间的衔接提供了线索。通过绘制独特的陶器制作方法,我们揭示了埃尔阿尔加核心地区与其邻国之间的互动关系,展示了陶瓷分析在了解青铜时代边界动态方面的潜力。对其他地区的类似研究有望使人们更好地了解边界在塑造史前社会和群体间关系方面的作用。
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引用次数: 0
The Skills of Handaxe Making: Quantifying and Explaining Variability in 3D Sinuosity and Bifacial Asymmetry 手斧的制作技巧:量化和解释三维弯曲和双面不对称的变化
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-03-12 DOI: 10.1007/s10816-025-09705-9
Antoine Muller, Gonen Sharon, Leore Grosman

Observations about handaxe techno-morphology, like their symmetry, refinement, and fine edges have long been used to reconstruct the evolution of hominin cognition, skills, and technological decision making. However, these interpretations about the cognitive and technical abilities of Acheulean hominins often rely on the most ‘beautiful’ or supposedly ‘archetypical’ looking handaxes. But how often do these finely made handaxes actually occur in assemblages and how can we identify handaxes that were more skillfully made than others? Instead of seeking to estimate the skill level of individual past knappers, a trait that is oftentimes obscured in the archaeological record, we approach the question of knapping skill from the other direction. We instead ask how much skill was required to manufacture a handaxe? We explore, not the skill level of a handaxe’s maker, but how skillfully an individual handaxe was made. We put forth a suite of novel 3D methods of handaxe analysis for calculating their 3D edge sinuosity and 3D asymmetry. Using these methods, we quantify traits that are difficult to achieve during handaxe-making, providing an estimate of the requisite amount of ability, experience, attention, and effort demanded by their manufacture. Among our large sample of handaxes from the later Acheulean of the southern Levant, we find that blank size and tool-/site-use best explain the presence of more skillfully-made handaxes. Handaxes made on larger original blanks appear to afford more volume with which to enact longer and more skillfully demanding reduction sequences. Moreover, handaxes occurring at more recurrently occupied sites demanded less skill investment and appear geared towards the more expedient fulfilment of quotidian tasks. In the later Acheulean of the southern Levant there appears to be a great diversity in how skillfully handaxes were made, likely reflecting a diversity in the goals of handaxe making.

对手斧技术形态的观察,如它们的对称性、精细性和精细边缘,长期以来一直用于重建人类认知、技能和技术决策的进化。然而,这些关于阿舍利人族的认知和技术能力的解释往往依赖于最“美丽”或被认为是“原型”的手斧。但是,这些制作精良的手斧在组合中出现的频率有多高?我们如何识别制作精良的手斧?我们并没有试图去估计过去的个体猎手的技能水平,这一特征在考古记录中常常被掩盖,而是从另一个方向来研究猎手的技能问题。我们转而问制造一把手斧需要多少技能?我们探索的不是手斧制造者的技术水平,而是每把手斧的制作技巧。提出了一套新的手斧三维分析方法,用于计算手斧的三维边缘弯曲度和三维不对称度。使用这些方法,我们量化了在手柄制作过程中难以实现的特征,提供了制造手柄所需的能力、经验、注意力和努力的估计。在黎凡特南部阿舍利晚期的大量手斧样本中,我们发现空白尺寸和工具/地点使用最能解释更熟练制作的手斧的存在。在更大的原始坯料上制造的手斧似乎提供了更多的体积,以制定更长的和更熟练的还原序列。此外,在经常被占用的地点进行的手淫需要较少的技能投资,似乎是为了更方便地完成日常任务。在黎凡特南部的阿舍利晚期,手斧的制作技巧似乎有很大的差异,这可能反映了手斧制作目标的多样性。
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引用次数: 0
Moments of Movement and Stillness for Senebtisi Since 1907 自 1907 年以来塞内比西的动与静时刻
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-02-26 DOI: 10.1007/s10816-025-09703-x
Alyson Caine

During my study of Senebtisi, an elite Egyptian woman from the Middle Kingdom period, I noted several missing skeletal elements which contradicted the archival and original representativeness of the individual. My initial interest into where, when, and how this loss occurred resulted in the following paper that sought to understand the ‘epi’-taphonomic factors influencing Senebtisi’s skeletal remains. Using object itinerary, the resultant narrative provides a cultural view to how these processes impact non-cultural factors, including skeletal preservation and the information available for study, all of which influence the bioarchaeological interpretative trajectory. Moments of movement and stillness for Senebtisi, including her representations (textual, photographs, drawings, and/or exhibits), afforded an understanding of alterations to her as an object and shifting value attributions since her exhumation in 1907. Ultimately, my focus on ‘epi’-taphonomic factors influencing Senebtisi exposes the subjectivity of her history as influenced by those that have studied her. Of note is the additive properties of processes that current (bio)archaeologists deem destructive, including reconstruction and unwrapping of mummified individuals. Importantly, my own study and research of Senebtisi represents additional interactions that influence the representations, representativeness of this individual, and preservation of her skeletal remains that ultimately result in further transformation to what is known and knowable about her.

在研究中王国时期的埃及精英女性塞内布提西(Senebtisi)时,我注意到有几处骨骼元素缺失,这与档案和原物的代表性相矛盾。我最初对这种遗失发生的地点、时间和方式很感兴趣,因此撰写了以下论文,试图了解影响塞内比提西骨骼遗骸的 "表观"--人体工程学因素。通过使用对象行程,由此产生的叙述提供了一种文化视角,以了解这些过程如何影响非文化因素,包括骨骼的保存和可供研究的信息,所有这些因素都会影响生物考古学的解释轨迹。塞内布提西的运动和静止瞬间,包括她的表现形式(文字、照片、图画和/或展品),让我们了解了自 1907 年她被发掘以来,她作为一件物品所发生的变化以及不断变化的价值归属。最终,我对影响塞内布提西的 "表"--形而上学因素的关注揭示了她的历史受研究者影响的主观性。值得注意的是,目前的(生物)考古学家认为木乃伊具有破坏性,包括木乃伊个体的重建和拆包过程。重要的是,我自己对塞内布蒂西的学习和研究代表了更多的互动,这些互动影响了对她的表述、她的代表性以及她骨骼遗骸的保存,最终导致了对她的了解和认识的进一步转变。
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引用次数: 0
“Slow” Network Research? A Mixed-Methods Approach Towards Funeral Status Representation in the Late Urnfield Period “慢速”网络研究?乌恩菲尔德晚期殡葬地位表征的混合方法研究
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-02-24 DOI: 10.1007/s10816-025-09698-5
Aline Deicke

From its earliest stages on, the rise of computational approaches in the humanities—whether in archaeology, history, or digital humanities more generally—has been accompanied by discussions and critical reflections on the way in which data-driven research methods are informed by the representation of research objects as data structures. Various dimensions, challenges, and characteristics can be roughly divided into three intersecting aspects: the subjectivity of data, their complexity, and their size. Archaeological network analysis as a formal, quantitative method is situated firmly within the tension between these fields, and many authors focus on the application of network research to archaeological data while respecting their complex nature. This paper adds to this growing body of work by focusing on the specificities of a medium-sized data set that offers multiple perspectives on a complex question of social archaeology: the study of intersecting social identities and their materialisation in funeral assemblages, particularly of a collective identity of high status-individuals or “elites”, during the Late Urnfield Period. It offers a mixed-methods approach that centres quantitative results and qualitative contextualization across different scales, and minimises loss of information and context, while transparently disclosing its practices of data selection, pre-processing, and analysis. In doing so, it aims to make the reflective positionings of “slow data” and “slow technology” productive for a methodology of “slow networks”.

从最早的阶段开始,计算方法在人文学科的兴起——无论是考古学、历史学,还是更普遍的数字人文学科——一直伴随着对数据驱动的研究方法的讨论和批判性反思,这些方法是通过将研究对象表示为数据结构来告知的。各种维度、挑战和特征可以大致分为三个相互交叉的方面:数据的主观性、复杂性和规模。考古网络分析作为一种形式的、定量的方法,牢牢地处于这两个领域之间的紧张关系之中,许多作者在尊重考古数据复杂性的同时,注重将网络研究应用于考古数据。本文通过关注中型数据集的特殊性,为社会考古学的复杂问题提供了多种视角,从而增加了这一不断增长的工作主体:研究交叉的社会身份及其在葬礼集会中的物化,特别是在后期恩菲尔德时期的高地位个人或“精英”的集体身份。它提供了一种混合方法,将定量结果和定性上下文化集中在不同的尺度上,并最大限度地减少信息和上下文的损失,同时透明地披露其数据选择、预处理和分析的实践。在这样做的过程中,它的目的是使“慢数据”和“慢技术”的反思定位对“慢网络”的方法论产生建设性作用。
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引用次数: 0
Shining Light on Dark Matter: Advancing Functional Analysis of Obsidian Tools with Confocal Scanning Microscopy 照亮暗物质:利用共焦扫描显微镜推进黑曜石工具的功能分析
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-02-18 DOI: 10.1007/s10816-025-09700-0
Fiona Pichon, Juan José Ibáñez Estevez, Laurence Astruc, Bernard Gassin, Amelia Rodríguez Rodríguez, Carlo Lugliè

Over the past decade, confocal microscopy has increasingly been employed to examine changes in stone tool surfaces and has proven to be an accurate technique for quantifying use-wear texture. Promising results have emerged from characterizing Polish formation on experimental and archaeological flint tools. Recent studies also highlighted the potential of confocal microscopy for analyzing tools made from reflective materials, such as quartzite. In this paper, we investigate the capability of confocal microscopy to discriminate use-wear on obsidian quantitatively. We examine whether confocal microscopy and 3D texture analysis can correctly classify several worked materials that are challenging to differentiate using the optical standard method of use-wear analysis. For cutting activities, we include butchery, de-skinning a fresh hide from grease and meaty tissues, cutting tanned leather, harvesting domestic ripe cereals, harvesting semi-green wild cereals, and sawing wet limestone. As for scraping activities, we explore discriminating differences among tools used for working dry hide, dry antler, soaked antler, fresh bone, softwood, fresh reeds, and wet limestone. Our results demonstrate that these worked materials can be confidently identified in experimental tools. While other relevant factors affecting use-wear texture, such as the intensity of use or post-depositional alterations, need to be controlled before employing the method on archaeological materials, our research suggests that the quantitative approach can enhance the standard method of use-wear analysis, providing unprecedented precision for identifying worked materials in obsidian tools.

在过去的十年中,共聚焦显微镜越来越多地用于检查石器工具表面的变化,并已被证明是量化使用磨损纹理的准确技术。在实验和考古的燧石工具上对波兰的形成进行了表征,结果令人鼓舞。最近的研究还强调了共聚焦显微镜在分析由反射材料(如石英岩)制成的工具方面的潜力。本文研究了共聚焦显微镜定量鉴别黑曜石磨损的能力。我们研究了共聚焦显微镜和3D纹理分析是否可以正确分类几种使用使用磨损分析的光学标准方法难以区分的加工材料。对于切割活动,我们包括屠宰,从油脂和肉组织中去皮,切割鞣制皮革,收获国内成熟谷物,收获半绿色野生谷物,锯湿石灰石。至于刮削活动,我们探索了用于干燥兽皮、干燥鹿角、浸泡鹿角、新鲜骨头、软木、新鲜芦苇和潮湿石灰石的工具之间的区别。我们的结果表明,这些工作材料可以自信地确定在实验工具。虽然在将该方法应用于考古材料之前,需要控制其他影响使用磨损结构的相关因素,如使用强度或沉积后的变化,但我们的研究表明,定量方法可以增强使用磨损分析的标准方法,为识别黑曜石工具中的加工材料提供前所未有的精度。
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引用次数: 0
Archaeological and Experimental Lithic Microwear Classification Through 2D Textural Analysis and Machine Learning 通过二维纹理分析和机器学习的考古和实验岩屑微磨损分类
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-02-15 DOI: 10.1007/s10816-025-09701-z
Paolo Sferrazza

The paper focuses on introducing 2D texture analysis as a quantitative method for functional analysis in archaeology. The paper aims to demonstrate the validity of this method for quantifying use-wear analysis and to evaluate different processing, extraction, and classification techniques. The method presented relies on five techniques of quantitative feature extraction from photographic images and nine classification techniques through machine learning algorithms. After creating a training dataset with experimental traces, machine learning models were validated through experimental and archaeological image classification. The best result achieved a classification accuracy of 80%, suggesting convolutional neural network and grey level co-occurence matrix as the best quantification options and neural networks as the best classification algorithm. The paper proposes to use the method as a fundamental tool in functional analysis to remove subjectivity criteria from traditional analysis and to address issues related to the credibility of the discipline, calibration, standardisation, and reproducibility of methods and results.

本文重点介绍二维纹理分析作为考古学功能分析的定量方法。本文旨在证明该方法量化使用磨损分析的有效性,并对不同的处理、提取和分类技术进行评估。该方法基于5种图像定量特征提取技术和9种机器学习分类技术。在创建具有实验痕迹的训练数据集后,通过实验和考古图像分类验证机器学习模型。结果表明,卷积神经网络和灰度共现矩阵是最佳的量化选择,神经网络是最佳的分类算法。本文建议使用该方法作为功能分析的基本工具,以消除传统分析中的主观性标准,并解决与学科,校准,标准化和方法和结果的可重复性相关的问题。
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引用次数: 0
Beyond the Surface: Exploring Ancient Plant Food Processing through Confocal Microscopy and 3D Texture Analysis on Ground Stone Tools 超越表面:探索古代植物食品加工通过共聚焦显微镜和三维纹理分析地面石器
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-02-08 DOI: 10.1007/s10816-025-09697-6
Andrea Zupancich, Emanuela Cristiani, Melania Di Fazio, Laura Medeghini, Avi Gopher, Juan José Ibáñez

Ground stone tools are frequently found in archaeological contexts from early to late prehistoric times. These tools are key evidence for reconstructing past societies’ lifeways, technology and know-how, given their role in different tasks, including subsistence and craft activities. In recent years, the field of use-wear studies on ground stone tools showed an exponential growth in applying quantitative methods at all scales of observations, from macro to micro. These included using 3D models to measure and identify worked areas, spatial analyses for exploring trace and residue distribution, and confocal profilometers to analyse micro-polish texture. In this paper, we present results stemming from the application of confocal light microscopy and 3D surface texture analysis to identify and distinguish micro-polishes deriving from the processing of plant foods. We tested the potential of this method by analysing micro-polishes on modern limestone replicas used for grinding, pounding and dehusking wild and domestic cereal grains and legumes. Following a multi-level analysis, we demonstrate the efficacy of confocal microscopy and 3D surface texture analysis in correctly discriminating between different micro-polishes. We show how this method, integrated with the qualitative assessment of use-wear, may enhance functional interpretations of ground stone tools; we also discuss the current limits and future perspectives for their systematic application in the study of archaeological assemblages.

从史前时代早期到晚期,在考古背景中经常发现磨碎的石器。这些工具是重建过去社会生活方式、技术和知识的关键证据,因为它们在不同的任务中发挥了作用,包括生存和手工艺活动。近年来,对磨制石器的使用磨损研究领域在从宏观到微观的所有观察尺度上应用定量方法的情况呈指数增长。其中包括使用3D模型来测量和识别工作区域,用于探索痕迹和残留物分布的空间分析,以及用于分析微抛光纹理的共聚焦轮廓仪。在本文中,我们介绍了应用共聚焦光显微镜和三维表面纹理分析来识别和区分来自植物性食品加工的微抛光的结果。我们通过分析现代石灰石复制品上的微抛光来测试这种方法的潜力,这些石灰石复制品用于研磨、捣碎和去壳野生和国内的谷物和豆类。在多层次分析之后,我们证明了共聚焦显微镜和3D表面纹理分析在正确区分不同微抛光方面的有效性。我们展示了这种方法如何与使用磨损的定性评估相结合,可以增强对地面石器工具的功能解释;我们还讨论了它们在考古组合研究中系统应用的局限性和未来前景。
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引用次数: 0
Methodological Challenges to Tracking Zea mays (Maize) Historical Pathways Through Macrobotanical, Microbotanical, and Stable Isotope Evidence: Maize’s Adoption and Consumption by Precontact Populations in the North American Midcontinent 通过宏观植物学、微观植物学和稳定同位素证据追踪玉米历史路径的方法学挑战:北美中大陆接触前人群对玉米的采用和消费
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-02-05 DOI: 10.1007/s10816-025-09699-4
Thomas E. Emerson, Kristin M. Hedman, Mary L. Simon

The process of plant domestication and subsequent adoption of agriculture have long been viewed by archaeologists as key factors in the emergence of social and political complexity. Ongoing research by botanists, archaeobotanists, and archaeologists, with ever-improving methodologies and technologies, reveal that the adoption of agriculture varies significantly in terms of chronologies, dietary intensity, and social impacts. It has become clear that broad-sweeping theories of agricultural adoption obscure meaningful micro-historical variations. Nowhere is this more true than in the Western Hemisphere, where the dates of the adoption of maize may differ in even geographically adjacent regions — thus the importance of focused regional studies of the history of maize consumption. In this review, we examine in detail the various methodological approaches employed in micro- and macro-botanical and isotopic studies and, importantly, appraise ongoing challenges to interpreting the findings of such research. We undertake this evaluation in the context of the northern midcontinent USA where these methodologies have produced regional maize histories that differ by as much as a thousand years in terms of both the presence of maize and the ultimate adoption of maize agriculture. We conclude that incorporating multiple refined methodological approaches is a key to understanding this variability.

长期以来,考古学家一直认为植物驯化和随后采用农业的过程是社会和政治复杂性出现的关键因素。植物学家、考古植物学家和考古学家正在进行的研究表明,随着方法和技术的不断改进,农业的采用在年代、饮食强度和社会影响方面存在显著差异。很明显,广泛的农业采用理论掩盖了有意义的微观历史变化。这一点在西半球最为明显,在西半球,即使在地理上相邻的地区,采用玉米的日期也可能不同——因此,对玉米消费历史进行集中的区域研究非常重要。在这篇综述中,我们详细研究了微观和宏观植物学和同位素研究中使用的各种方法方法,重要的是,评估了解释这些研究结果所面临的挑战。我们在美国中北部大陆的背景下进行了这项评估,在那里,这些方法产生了区域性的玉米历史,在玉米的存在和玉米农业的最终采用方面,差异多达一千年。我们的结论是,结合多种完善的方法方法是理解这种可变性的关键。
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引用次数: 0
“Open Sourcing” Workflow and Machine Learning Approaches for Attributing Obsidian Artifacts to Their Volcanic Origins: A Feasibility Study from the South Caucasus 将黑曜石文物归因于火山起源的“开源”工作流和机器学习方法:来自南高加索的可行性研究
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-01-27 DOI: 10.1007/s10816-025-09695-8
Pavol Hnila, Ellery Frahm, Alessandra Gilibert, Arsen Bobokhyan

Traditionally, reliable obsidian sourcing requires expensive calibration standards and extensive geological reference collections as well as experience with statistical processing. In the South Caucasus — one of the most obsidian-rich regions on the planet — this combination of requirements has often restricted sourcing studies because few projects have geological reference collections that cover all known obsidian sources. To test an alternative approach, we conducted “open sourcing” using portable X-ray fluorescence (pXRF) analyses of geological specimens with three key changes to the conventional method: (1) commercially available calibration standards were replaced with a loanable Peabody-Yale Reference Obsidians (PYRO) set, (2) a comprehensive geological reference collection was replaced with a published dataset of consensus values (Frahm, 2023a, 2023b), and (3) processing in statistical packages was replaced with two semiautomated machine-learning workflows available online. For comparison, we used classification by-eye with JMP 17.2 statistical software. Furthermore, we propose a new method to evaluate calibrations, which streamlines comparisons and which we refer to as a symmetric difference ratio (SDR). The results of this feasibility study demonstrate that this “open sourcing” workflow is reliable, yet currently only in combination with classification by-eye. When the consensus values were combined with the machine-learning solutions, the classification results were unsatisfactory. The most encouraging aspect of our alternative “open sourcing” workflow is that it enables correct source identification without physically measuring reference collections, therefore surmounting an obstacle that, until now, has severely limited archaeological research. We anticipate that rapid developments in machine-learning will also soon improve the workflow.

传统上,可靠的黑曜石采购需要昂贵的校准标准和广泛的地质参考资料收集以及统计处理经验。在南高加索- -地球上黑曜石最丰富的地区之一- -这种要求的结合往往限制了采购研究,因为很少有项目具有涵盖所有已知黑曜石来源的地质参考资料集。为了测试另一种方法,我们使用便携式x射线荧光(pXRF)对地质标本进行了“开源”分析,对传统方法进行了三个关键更改:(1)商业上可用的校准标准被可借调的皮博迪-耶鲁参考黑曜石(PYRO)集取代;(2)全面的地质参考收集被已发布的共识值数据集(Frahm, 2023a, 2023b)取代;(3)统计软件包的处理被两个半自动化的机器学习工作流程取代。为了比较,我们使用JMP 17.2统计软件进行目视分类。此外,我们提出了一种新的方法来评估校准,它简化了比较,我们称之为对称差分比(SDR)。该可行性研究的结果表明,这种“开源”工作流是可靠的,但目前仅与肉眼分类相结合。当共识值与机器学习解相结合时,分类结果并不令人满意。我们的替代“开源”工作流程最令人鼓舞的方面是,它可以在不实际测量参考集合的情况下进行正确的源识别,因此克服了迄今为止严重限制考古研究的障碍。我们预计,机器学习的快速发展也将很快改善工作流程。
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Journal of Archaeological Method and Theory
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