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The Impact of Cooperation Under Climate Constraints: An Agent-Based Model for Exploring Paleolithic Behavioral Adaptations in the Inner Asian Mountain Corridor. 气候约束下合作的影响:中亚山地走廊旧石器时代行为适应的一个基于主体的模型
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-09-20 DOI: 10.1007/s10816-025-09739-z
María Coto-Sarmiento,Abay Namen,Aristeidis Varis,Radu Iovita
Modern humans dispersed throughout the entire world during the Pleistocene, completing an important part of our evolutionary history. Central Asia, one of the most challenging territories to be colonized, is characterized by continental climate and stark geographic contrasts and therefore offers an ideal context for testing hypotheses about the role of human behavior in dispersals under adverse conditions. Here, we introduce an evolutionary theoretical agent-based model exploring the effects of cooperation on dispersal under different climate constraints in two study sub-regions, the Altai and Tian Shan Mountains. The model uses an evolutionary framework to test cooperation dilemmas in four theoretical climate scenarios based on the average temperature during glacial and interglacial periods. We show that (a) population size can significantly influence the pressure on the group, such that a larger population implies more pressure to cooperate; (b) cooperative behaviors are needed for survival in the harshest conditions; and (c) if the initial probability of non-cooperation is higher, then human groups will tend to be non-cooperative even if a cooperative subgroup pushes them to cooperate. Our results demonstrate that the degree of cooperation significantly impacts survival during periods of extreme climatic deterioration. This work provides valuable insights into the mechanisms influencing the settlement of climatically challenging regions by prehistoric groups.Supplementary InformationThe online version contains supplementary material available at 10.1007/s10816-025-09739-z.
现代人类在更新世分散到整个世界,完成了我们进化史的一个重要部分。中亚是最具挑战性的殖民地之一,其特点是大陆性气候和鲜明的地理对比,因此为检验关于人类行为在不利条件下分散作用的假设提供了理想的环境。本文以阿尔泰和天山两个研究分区为研究对象,建立了一个基于agent的进化理论模型,探讨了不同气候条件下合作对物种扩散的影响。该模型采用进化框架,基于冰期和间冰期的平均温度,对四种理论气候情景下的合作困境进行了测试。我们表明(a)群体规模可以显著影响群体的压力,这样一个更大的群体意味着更大的合作压力;(b)在最恶劣的条件下生存需要合作行为;(c)如果不合作的初始概率较高,那么即使有合作的子群体推动他们合作,人类群体也会倾向于不合作。我们的研究结果表明,在极端气候恶化期间,合作程度显著影响生存。这项工作为史前群体影响气候挑战性地区定居的机制提供了有价值的见解。补充信息在线版本提供补充资料,网址为10.1007/s10816-025-09739-z。
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引用次数: 0
Modelling Mobility of Hunter-Gatherer Populations: A Dynamic Simulation Approach Based on Cellular Automata. 狩猎采集者群体流动性建模:基于元胞自动机的动态模拟方法。
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-08-02 DOI: 10.1007/s10816-025-09726-4
Richard J Hewitt,Manuel Alcaraz-Castaño,Vito C Hernandez,Mike W Morley
Understanding mobility of past hunter-gatherer populations requires dynamic approaches which incorporate uncertainty. Least cost models assume complete knowledge of the terrain on the part of the traveller, while ethnographic examples tend to be specific to the groups and territories studied. Most least cost models also assume that origin points, destination points, or both, are known in advance, limiting their utility for exploring movement potential in landscapes where evidence for occupation is scarce. This research addresses these limitations through an agent-based model of movement grounded in cellular automata (CA) theory, called DISPERSCA. Agents depart from a point, which may be specified or determined at random, and transit a fitness landscape for a fixed number of iterations according to decisions made within a defined area at each time step (a decision catchment), the CA neighbourhood. If the decision catchment is unknown multiple runs are made at different CA neighbourhood sizes and the results are compared. Neighbourhoods may be square or hexagonal, the former producing on average longer displacements, the latter ensuring that individual walks are of equal length in any direction. The model is demonstrated by application to Late Pleistocene Central Iberia, where confirmed archaeological sites are scarce. Some support can be advanced for the hypothesis that the Central Iberian mountains, probably combined with the Iberian System range, presented a significant barrier to hunter-gatherer groups. The model can be modified to account for agents' prior knowledge, or to include fitness variables unrelated to terrain cost, such as water, the presence of game animals or vegetation.
了解过去狩猎采集者群体的流动性需要包含不确定性的动态方法。最低成本模型假设旅行者完全了解地形,而民族志的例子往往是特定于研究的群体和领土。大多数最小成本模型还假设原点、终点或两者都是事先已知的,这限制了它们在缺乏占领证据的景观中探索运动潜力的效用。本研究通过基于元胞自动机(CA)理论的基于agent的运动模型(称为DISPERSCA)解决了这些限制。智能体从一个点出发,这个点可能是随机指定或确定的,并根据在每个时间步(决策集区),即CA邻域,在定义区域内所做的决策,在固定次数的迭代中传输适应度景观。如果决策集水区未知,则在不同CA邻域大小下进行多次运行,并比较结果。街区可以是方形的,也可以是六角形的,前者平均产生较长的位移,后者确保个人在任何方向上的行走长度相等。该模型通过在晚更新世伊比利亚中部的应用得到了验证,那里确认的考古遗址很少。可以提出一些支持假设,即中部伊比利亚山脉,可能与伊比利亚系统范围相结合,对狩猎采集者群体构成了重大障碍。该模型可以修改为考虑代理的先验知识,或者包括与地形成本无关的适应度变量,如水、游戏动物或植被的存在。
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引用次数: 0
Dialogues Across Time? Conceptualising the Temporal Relationships of Palimpsests in the Upper Palaeolithic Cave Art of El Castillo (Cantabria, Spain). 跨越时间的对话?概念化El Castillo (Cantabria, Spain)旧石器时代晚期洞穴艺术中回写的时间关系。
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-06-12 DOI: 10.1007/s10816-025-09717-5
Izzy Wisher,Eduardo Palacio-Pérez
Cave sites were frequently reused throughout the Upper Palaeolithic, with many sites within south-western Europe having deep chronologies of activity. The repeated engagement with the same caves, or spaces within caves, is evident in superimpositions of cave art depictions within these sites. Whilst these palimpsests in Upper Palaeolithic cave art have been extensively studied with regard to understanding the relative chronology of art within a particular region or site, they have not been understood from an ontological perspective. Upper Palaeolithic artist's engagement with motifs produced by their predecessors, regardless of cultural continuity, may indicate dialogical interactions occurring across time between culturally and temporally distinct groups of hunter-gatherers. In this paper, we propose a conceptual framework-inspired by relationality and contemporary rock art production-for understanding these temporal interactions. Focusing on the case study of El Castillo, we argue that these engagements across time may tentatively indicate aspects of long-term continuity in the ontology of Upper Palaeolithic hunter-gatherers, reflected in cave art palimpsests.Supplementary InformationThe online version contains supplementary material available at 10.1007/s10816-025-09717-5.
在旧石器时代晚期,洞穴遗址经常被重复使用,欧洲西南部的许多遗址都有很深的活动年表。与相同洞穴或洞穴内空间的重复接触,在这些遗址的洞穴艺术描绘的重叠中是显而易见的。虽然这些旧石器时代晚期洞穴艺术的回写已经被广泛研究,以了解特定地区或遗址内艺术的相对年代学,但它们还没有从本体论的角度得到理解。旧石器时代晚期艺术家对其前辈创作的主题的参与,无论其文化连续性如何,可能表明在文化和时间上不同的狩猎采集者群体之间发生了对话互动。在本文中,我们提出了一个概念框架-灵感来自关系和当代岩石艺术生产-来理解这些时间的相互作用。关注El Castillo的案例研究,我们认为这些跨越时间的接触可能暂时表明旧石器时代晚期狩猎采集者本体的长期连续性,反映在洞穴艺术的回写中。补充信息在线版本包含补充资料,可在10.1007/s10816-025-09717-5获得。
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引用次数: 0
Correction to: Consumption Trends, Trading Patterns and Economic Development in Italy Across Centuries: Data Analysis of Roman Amphorae in a Long‑Term Perspective 修正:几个世纪以来意大利的消费趋势、贸易模式和经济发展:罗马双耳罐的长期数据分析
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-05-09 DOI: 10.1007/s10816-025-09713-9
Paulina Komar, Tom Brughmans, Ekaterina Borisova
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引用次数: 0
From the Masthead to the Map: an Experimental and Digital Approach to Viking Age Seafaring Itineraries 从桅顶到地图:维京时代航海路线的实验和数字方法
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-05-08 DOI: 10.1007/s10816-025-09708-6
Greer Jarrett

The Viking Age (c. 800–c. 1050 ad) was characterised by a widespread rise in maritime mobility and interaction, as is made clear by an increasing range of evidence. However, this evidence provides limited information about the sailors and the sailing voyages that connected and transformed the Viking world. This paper presents an approach to reconstruct Viking Age maritime itineraries through the combined use of experimental and digital methods. This approach is grounded in a series of experimental voyages conducted by the author along the Norwegian coast onboard square-rigged, clinker boats built in the descendant Åfjord tradition. The experimental voyages are used to reconstruct the preferences and requirements of Viking Age sailors, helping to define practice-based criteria for evaluating which natural harbours and anchorages might have been favoured during this period. These criteria are complemented by digital reconstructions of historical topographies accounting for changes in relative sea-level since 800 ad. From this combined evaluation, a selection of four possible Viking Age havens is presented. The characteristics and locations of these havens are discussed in relation to contemporary power centres and later seafaring routes. The results suggest that Viking Age seafaring networks along the Norwegian coast may have been more decentralised than their medieval counterparts, and may have relied on relatively outlying nodes on small islands and headlands. The approach highlights the potential of critically combining experimental and digital methods and aims to promote maritime perspectives as an alternative to conventionally terrestrial academic approaches.

维京时代(约公元前800年)公元1050年)的特点是海上机动性和相互作用的广泛增加,越来越多的证据表明这一点。然而,这些证据提供了有限的关于水手和连接和改变维京世界的航行的信息。本文提出了一种通过结合使用实验和数字方法重建维京时代海上行程的方法。这种方法基于作者沿着挪威海岸进行的一系列实验性航行,这些航行是在后代Åfjord传统中建造的方形装配的熟料船上进行的。实验航行被用来重建维京时代水手的偏好和要求,帮助定义基于实践的标准,以评估在这一时期哪些天然港口和锚地可能受到青睐。这些标准还得到了数字重建的历史地形的补充,这些地形反映了公元800年以来相对海平面的变化。从这一综合评估中,选择了四个可能的维京时代的避风港。这些避风港的特点和位置讨论了有关当代权力中心和后来的航海路线。研究结果表明,维京时代挪威沿海的航海网络可能比中世纪的同行更加分散,并且可能依赖于相对偏远的小岛和海岬上的节点。该方法强调了实验和数字方法相结合的潜力,旨在促进海洋视角作为传统陆地学术方法的替代方案。
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引用次数: 0
Ethnoarchaeological Inductive Predictive Model: A Field Test in the Italian Alps 民族考古归纳预测模型:意大利阿尔卑斯地区的实地试验
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-05-08 DOI: 10.1007/s10816-025-09712-w
Enrico Croce, Francesco Carrer, Diego E. Angelucci

Inductive predictive modelling is a controversial tool in archaeology. Visibility, taphonomy and research history can affect the statistical reliability of an archaeological dataset to be used as a training sample for a predictive model. To overcome these biases, an ethnoarchaeological approach has been proposed. This methodology has been developed and tested on a pastoral context in the Eastern Italian Alps. The present research proposes an application to a different, more composite landscape in the Central Italian Alps, testing the reliability of the model in relation to a heterogeneous and diachronic dataset, collected through extensive fieldwork. The results show that the model has an excellent degree of accuracy in predicting past structures with a similar purpose of use as the training sample. In addition, we show that its discriminative power can be greatly improved by the use of contemporary environmental predictors. However, the use of variables non-quantifiable for the past is an issue for the full applicability of this type of model to archaeological datasets. The results also show that this methodology, regardless of predictive results, can give us a good insight into the relationship between humans and their environment. The field application of the methodology has led us to understand that ethnoarchaeology can already be considered a reliable approach to address various methodological concerns of archaeological predictive modelling, but the primary purpose of such models should be seen more as explanatory rather than predictive.

归纳预测模型是考古学中一个有争议的工具。可见性、分类学和研究历史会影响作为预测模型训练样本的考古数据集的统计可靠性。为了克服这些偏见,人们提出了一种民族考古学的方法。这种方法已经在意大利东部阿尔卑斯山的田园环境中得到了发展和测试。本研究提出了一个应用于意大利中部阿尔卑斯山不同的、更复合的景观,通过广泛的实地调查,测试了该模型与异质性和历时性数据集的可靠性。结果表明,该模型在预测与训练样本用途相似的过去结构时具有很高的精度。此外,我们还表明,通过使用当代环境预测因子,它的判别能力可以大大提高。然而,对于过去不可量化的变量的使用是这种类型的模型完全适用于考古数据集的一个问题。结果还表明,无论预测结果如何,这种方法都可以让我们很好地了解人类与其环境之间的关系。该方法的实地应用使我们了解到,民族考古学已经可以被认为是解决考古预测模型的各种方法问题的可靠方法,但这种模型的主要目的应该更多地被视为解释性而不是预测性。
{"title":"Ethnoarchaeological Inductive Predictive Model: A Field Test in the Italian Alps","authors":"Enrico Croce, Francesco Carrer, Diego E. Angelucci","doi":"10.1007/s10816-025-09712-w","DOIUrl":"https://doi.org/10.1007/s10816-025-09712-w","url":null,"abstract":"<p>Inductive predictive modelling is a controversial tool in archaeology. Visibility, taphonomy and research history can affect the statistical reliability of an archaeological dataset to be used as a training sample for a predictive model. To overcome these biases, an ethnoarchaeological approach has been proposed. This methodology has been developed and tested on a pastoral context in the Eastern Italian Alps. The present research proposes an application to a different, more composite landscape in the Central Italian Alps, testing the reliability of the model in relation to a heterogeneous and diachronic dataset, collected through extensive fieldwork. The results show that the model has an excellent degree of accuracy in predicting past structures with a similar purpose of use as the training sample. In addition, we show that its discriminative power can be greatly improved by the use of contemporary environmental predictors. However, the use of variables non-quantifiable for the past is an issue for the full applicability of this type of model to archaeological datasets. The results also show that this methodology, regardless of predictive results, can give us a good insight into the relationship between humans and their environment. The field application of the methodology has led us to understand that ethnoarchaeology can already be considered a reliable approach to address various methodological concerns of archaeological predictive modelling, but the primary purpose of such models should be seen more as explanatory rather than predictive.</p>","PeriodicalId":47725,"journal":{"name":"Journal of Archaeological Method and Theory","volume":"104 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-05-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143920305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"历史学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Uncovering Hidden Dynamics of Past Kinship and Exchange Relations on Papua New Guinea’s South Coast (650–300 cal BP) Through Scanning Electron Microscopy Automated Mineralogy Analyses of Pottery Sherds 通过扫描电子显微镜对陶器碎片的自动矿物学分析,揭示巴布亚新几内亚南海岸(650-300 cal BP)过去亲属关系和交流关系的隐藏动力
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-04-15 DOI: 10.1007/s10816-025-09710-y
Robert Skelly, Barbara Etschmann, Joël Brugger, Chris Urwin, Fiona Petchey, Teppsy Beni

Ethnographic accounts of Melanesian exchange systems, such as the Kula and Hiri, have significantly influenced the development of anthropology. These accounts primarily focus on male agency framed by heroic seafaring ventures, while the agency of women and their cultural practices—key to the interconnectedness of Melanesian societies—has often been overlooked. On Papua New Guinea’s south coast details of women’s cultural practices are available in ethnography, and the remains of the pottery they made survive well in archaeological contexts. This paper reports the results of Scanning Electron Microscopy based Automated Mineralogy (SEM-AM) analyses of selected pottery sherds from two regions on the Papua New Guinea’s south coast located 80 km apart. The sherds are very similar in form and decoration, so we employed precise mineral characterisations to assign the pottery sherds to mineralogical groups and test whether they originated in the same manufacturing location and were traded along the coast. The mineralogical analyses uncovered nuances of past social entanglements, revealing that seafaring alliances and networks were maintained through kinship. We argue that in this instance, pottery-making traditions spread along the coast through the movement of women and intermarriage.

美拉尼西亚交换系统的民族志记述,如库拉和Hiri,对人类学的发展产生了重大影响。这些描述主要集中在英雄般的航海冒险所塑造的男性能动性上,而女性的能动性和她们的文化习俗——美拉尼西亚社会相互联系的关键——却经常被忽视。在巴布亚新几内亚的南海岸,关于女性文化习俗的细节可以在民族志中找到,她们制作的陶器的遗迹在考古环境中保存得很好。本文报告了基于扫描电子显微镜的自动矿物学(SEM-AM)分析巴布亚新几内亚南部海岸两个地区的陶器碎片的结果,这些地区相距80公里。这些碎片在形状和装饰上都非常相似,因此我们采用精确的矿物特征来将这些陶器碎片划分为矿物学组,并测试它们是否起源于同一制造地点,是否在沿海地区进行交易。矿物学分析揭示了过去社会关系的细微差别,揭示了航海联盟和网络是通过亲属关系维持的。我们认为,在这种情况下,陶器制作传统通过妇女的运动和异族婚姻沿着海岸传播。
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引用次数: 0
Late Mid-Pleistocene hominin fire control inferred from sooty speleothem analysis 中更新世晚期古人类火控由煤烟岩洞分析推断
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-04-11 DOI: 10.1007/s10816-025-09709-5
Ségolène Vandevelde, Edwige Pons-Branchu, Damien Deldicque, Abdou Niane, Cyrielle Mathias, Dany Savard, Yves Perrette, Bruno Desachy, Ludovic Slimak, Kevin Bouchard

The origin of fire control is considered a major turning point in human evolution and remains a highly debated albeit central subject in archaeology. Studying paleo-fires is challenging because of taphonomic phenomena that alter combustion structures and hinder the identification of the oldest hearths. Moreover, hearths do not record all fire events and do not provide a chronological record of fire. In contrast, speleothems, carbonated cave deposits, can preserve evidence of ancient fires, including soot traces, and these features can be dated directly using radiometric methods. Orgnac 3, an important archaeological sequence in Western Europe, provides a case study on the origins of habitual fire use in this region during the transition between the Lower and Middle Paleolithic. This paper presents the first documented record of over 20 fire events at this ancient site. The habitual use of fire by Mid-Pleistocene hominins at the site is well documented within sooty speleothems, as opposed to relying on scattered and rare traces. The soot deposit sequence at Orgnac 3 is the strongest and best-documented evidence of repeated fire use at the site to date. The robust fire-use chronology is established using stratigraphic U-Th dating of the speleothem. The soot record at Orgnac 3, testifying to fire events during both dry and wet periods, supports the hypothesis that Mid-Pleistocene hominins could control fire around 270,000 years ago in the Rhone Valley, with the possible ability to light it, or at least maintain it over a long term.

火的起源被认为是人类进化的一个重要转折点,尽管是考古学的中心主题,但仍然是一个备受争议的话题。研究古火是具有挑战性的,因为埋藏学现象会改变燃烧结构,阻碍最古老壁炉的识别。此外,壁炉不记录所有的火灾事件,也不提供火灾的时间顺序记录。相比之下,洞穴化石,碳酸化的洞穴沉积物,可以保存古代火灾的证据,包括烟灰痕迹,这些特征可以直接使用辐射测定法确定年代。有机3层序是西欧重要的考古序列,为研究旧石器时代中下过渡时期该地区习惯性使用火的起源提供了一个案例。本文介绍了在这个古老的遗址上的20多个火灾事件的首次文献记录。该遗址的中更新世人类使用火的习惯在煤烟洞穴中得到了很好的记录,而不是依赖于分散和罕见的痕迹。3号有机物的烟尘沉积序列是迄今为止在该地点反复使用火的最有力和最充分的证据。用地层U-Th定年法对洞穴进行了确定,确定了可靠的火用年代学。有机物3号的煤烟记录证明了干湿时期的火灾事件,支持了一种假设,即中更新世的人类在大约27万年前就可以控制罗纳河谷的火灾,可能有能力点燃它,或者至少能长期保持它。
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引用次数: 0
The Role of Palaeolithic Cave-Art: Estimating Social Investment in Symbolic Expressions Through the Making Cost 旧石器时代洞穴艺术的作用:通过制作成本估算对符号表达的社会投资
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-04-04 DOI: 10.1007/s10816-025-09707-7
Diego Garate

The symbolic expression, due to its social and cultural potential, should make a decisive contribution to the reconstruction of Palaeolithic social systems. Paradoxically, the limitations of the traditional study methods do not facilitate the exploitation of this possibility. In this article, we have presented an initial proposal to approach the study of visual rock art from a different perspective, focused in the calculation of the resources invested in the creation of rock art. This allows us to relate it directly to the societies that produced it and the implications it may have had on them. Furthermore, the use of cutting-edge technologies in this approach enables an exhaustive reconstruction of such processes and, ultimately, an objective, quantifiable, and global replicable system to calculate the exact minimum costs and social investment in Palaeolithic art. Consequently, the degree of complexity of the actions related to artistic production and the number of resources invested in it have palaeo-ethnographic implications for the organisation systems of Palaeolithic people. That is, ultimately, we can infer these societies in terms of structural questions such as hierarchy, inequality, division of labour, or knowledge transmission.

由于其社会和文化潜力,象征性表达应该对旧石器时代社会系统的重建做出决定性的贡献。矛盾的是,传统研究方法的局限性不利于这种可能性的开发。在这篇文章中,我们提出了一个初步建议,从不同的角度来研究视觉岩石艺术,重点是计算在岩石艺术创作中投入的资源。这使我们能够将它直接与产生它的社会以及它可能对他们产生的影响联系起来。此外,在这种方法中使用尖端技术可以对这些过程进行详尽的重建,并最终形成一个客观的、可量化的、全球可复制的系统,以计算旧石器时代艺术的确切最小成本和社会投资。因此,与艺术生产相关的行动的复杂程度和投入的资源数量对旧石器时代人类的组织系统具有古民族志意义。也就是说,最终,我们可以根据结构问题来推断这些社会,如等级制度、不平等、劳动分工或知识传播。
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引用次数: 0
An Open-Source Machine Learning–Based Methodological Approach for Processing High-Resolution UAS LiDAR Data in Archaeological Contexts: A Case Study from Epirus, Greece 在考古背景下处理高分辨率UAS激光雷达数据的开源机器学习方法:来自希腊伊庇鲁斯的案例研究
IF 2.3 1区 历史学 Q1 ANTHROPOLOGY Pub Date : 2025-04-01 DOI: 10.1007/s10816-025-09706-8
Nicodemo Abate, Dimitris Roubis, Anthi Aggeli, Maria Sileo, Antonio Minervino Amodio, Valentino Vitale, Alessia Frisetti, Maria Danese, Pierluigi Arzu, Francesca Sogliani, Rosa Lasaponara, Nicola Masini

This study shows and discusses an innovative approach devised for archaeological feature detection using unmanned aerial system (UAS) LiDAR and an open-source probabilistic machine learning framework. The methodology employs a Random Forest classification algorithm within CloudCompare’s 3DMASC plugin to analyse dense LiDAR point clouds. The main steps include classifier training, hyperparameter adjustment and point cloud segmentation to produce digital terrain models (DTM), digital feature models (DFM) and digital surface models (DSM). Experimenting different parameters led to the determination of the best set to be employed for the training model. Subsequent data enhancement with the Relief Visualisation Toolbox (RVT) refines the visibility of archaeological features, particularly within complex and heavily vegetated terrain. The use case selected to validate this approach is the site of Kastrí-Pandosia in Epirus (Greece), which is particularly suitable for LiDAR analysis by UAS. This approach significantly improves archaeological detection and interpretation, revealing previously inaccessible or obscured microtopographic and structural features. The results highlight the site’s defensive walls, terracing and potential anthropogenic routes, underlining the methodology’s effectiveness in detecting archaeological landscapes at multiple levels. This study emphasises the utility of accessible and open-source solutions for the identification of archaeological features, promoting cost-effective methods to improve the documentation of sites in remote or difficult locations.

本研究展示并讨论了一种利用无人机系统(UAS)激光雷达和开源概率机器学习框架进行考古特征探测的创新方法。该方法利用 CloudCompare 的 3DMASC 插件中的随机森林分类算法来分析密集的激光雷达点云。主要步骤包括分类器训练、超参数调整和点云分割,以生成数字地形模型(DTM)、数字特征模型(DFM)和数字表面模型(DSM)。通过对不同参数的试验,确定了用于训练模型的最佳参数集。随后,利用浮雕可视化工具箱(RVT)对数据进行增强,提高了考古特征的可见度,尤其是在复杂和植被茂密的地形中。希腊伊庇鲁斯的卡斯特里-潘多西亚(Kastrí-Pandosia)遗址是验证这种方法的使用案例,该遗址特别适合使用无人机系统进行激光雷达分析。这种方法大大提高了考古探测和解释能力,揭示了以前无法进入或被掩盖的微地形和结构特征。研究结果突出显示了遗址的防御墙、梯田和潜在的人为路线,强调了该方法在多层次探测考古地貌方面的有效性。这项研究强调了可访问的开源解决方案在考古特征识别方面的实用性,推广了具有成本效益的方法,以改善偏远或困难地点遗址的文献记录。
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引用次数: 0
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