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Floating photovoltaic systems: photovoltaic cable submersion testing and potential impacts. 浮动光伏系统:光伏电缆浸没测试和潜在影响。
Pub Date : 2024-09-16 eCollection Date: 2023-01-01 DOI: 10.12688/openreseurope.15122.2
Ricardo Rebelo, Luis Fialho, Maria Helena Novais

Background: Floating photovoltaics (FPV) is an emerging technology that is gaining attention worldwide. However, little information is still available on its possible impacts in the aquatic ecosystems, as well as on the durability of its components. Therefore, this work intends to provide a contribution to this field, analysing possible obstacles that can compromise the performance of this technology, adding to an increase of its reliability and assessing possible impacts.The problem under study is related to the potential submersion of photovoltaic cables, that can lead to a degradation of its electrical insulation capabilities and, consequently, higher energy production losses and water contamination.

Methods: In the present study, the submersion of photovoltaic cables (with two different insulation materials) in freshwater and artificial seawater was tested, in order to replicate real life conditions, when FPV systems are located in reservoirs or in the marine environment. Electrical insulation tests were carried out weekly to assess possible cable degradation, the physical-chemical characteristics of the water were also periodically monitored, complemented by analysis to detect traces of copper and microplastics in the water.

Results: The results showed that the submersion of photovoltaic cables with rubber sheath in saltwater can lead to a cable accelerated degradation, with reduction of its electrical insulation and, consequently, copper release into the aquatic environment.

Conclusions: The test results pointed a probable relationship between submersion of cables with rubber outer shell and water freezing temperatures and the occurrence of accelerated degradation of the cable insulation layer. Reduced insulation resistance values were measured in this cable type after the occurrence of such temperatures, both in salt and freshwater, the cable presented visible exterior degradation signs. For this case copper residues were detected in the water.

背景:浮动光伏(FPV)是一项新兴技术,正在受到全世界的关注。然而,关于该技术对水生生态系统可能产生的影响及其组件的耐用性,目前仍鲜有相关信息。因此,本研究旨在为这一领域做出贡献,分析可能影响该技术性能的障碍,提高其可靠性,并评估可能产生的影响。研究的问题与光伏电缆的潜在浸没有关,浸没可能导致电缆电绝缘能力下降,从而增加能源生产损失和水污染:本研究测试了光伏电缆(使用两种不同的绝缘材料)在淡水和人工海水中的浸没情况,以模拟 FPV 系统位于水库或海洋环境中的实际情况。每周进行一次电绝缘测试,以评估电缆可能出现的降解,同时还定期监测水的物理化学特性,并通过分析检测水中的铜和微塑料痕迹:结果:结果表明,将带橡胶护套的光伏电缆浸入盐水中会导致电缆加速降解,降低其电气绝缘性能,进而将铜释放到水生环境中:试验结果表明,将带橡胶护套的电缆浸没在冰冷的海水中可能会导致电缆绝缘层加速降解。在盐水和淡水中,测量到该类型电缆在这种温度下的绝缘电阻值降低,电缆出现明显的外部降解迹象。在这种情况下,在水中检测到了铜残留物。
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引用次数: 0
Liquefied capsules containing nanogrooved microdiscs and umbilical cord-derived cells for bone tissue engineering. 用于骨组织工程的液化胶囊,内含纳米凹槽微盘和脐带衍生细胞。
Pub Date : 2024-09-09 eCollection Date: 2024-01-01 DOI: 10.12688/openreseurope.17000.2
Mariana Carreira, Manuel Pires-Santos, Clara R Correia, Sara Nadine, João F Mano

Background: Surface topography has been shown to influence cell behavior and direct stromal cell differentiation into distinct lineages. Whereas this phenomenon has been verified in two-dimensional cultures, there is an urgent need for a thorough investigation of topography's role within a three-dimensional (3D) environment, as it better replicates the natural cellular environment.

Methods: A co-culture of Wharton's jelly-derived mesenchymal stem/stromal cells (WJ-MSCs) and human umbilical vein endothelial cells (HUVECs) was encapsulated in a 3D system consisting of a permselective liquefied environment containing freely dispersed spherical microparticles (spheres) or nanogrooved microdiscs (microdiscs). Microdiscs presenting 358 ± 23 nm grooves and 944 ± 49 nm ridges were produced via nanoimprinting of spherical polycaprolactone microparticles between water-soluble polyvinyl alcohol counter molds of nanogrooved templates. Spheres and microdiscs were cultured in vitro with umbilical cord-derived cells in a basal or osteogenic medium within liquefied capsules for 21 days.

Results: WJ-MSCs and HUVECs were successfully encapsulated within liquefied capsules containing spheres and microdiscs, ensuring high cellular viability. Results show an enhanced osteogenic differentiation in microdiscs compared to spheres, even in basal medium, evidenced by alkaline phosphatase activity and osteopontin expression.

Conclusions: This work suggests that the topographical features present in microdiscs induce the osteogenic differentiation of adhered WJ-MSCs along the contact guidance, without additional differentiation factors. The developed 3D bioencapsulation system comprising topographical features might be suitable for bone tissue engineering approaches with minimum in vitro manipulation.

背景:研究表明,表面形貌会影响细胞行为,并引导基质细胞分化成不同的细胞系。虽然这一现象已在二维培养物中得到验证,但由于三维(3D)环境能更好地复制自然细胞环境,因此迫切需要对三维(3D)环境中地形的作用进行深入研究:方法:将源自沃顿果冻的间充质干/基质细胞(WJ-MSCs)和人脐静脉内皮细胞(HUVECs)的共培养物封装在三维系统中,该系统由包含自由分散的球形微颗粒(球体)或纳米凹槽微盘(微盘)的过选择性液化环境组成。通过在纳米凹槽模板的水溶性聚乙烯醇对模之间对球形聚己内酯微颗粒进行纳米压印,生产出了具有 358 ± 23 nm 凹槽和 944 ± 49 nm 脊线的微盘。在液化胶囊内的基础培养基或成骨培养基中,用脐带来源细胞对球体和微盘进行体外培养 21 天:结果:WJ-间充质干细胞和 HUVECs 成功地被包裹在含有球体和微盘的液化囊中,确保了细胞的高存活率。结果表明,与球体相比,即使在基础培养基中,微盘中的成骨分化能力也有所增强,碱性磷酸酶活性和骨生成素的表达证明了这一点:这项研究表明,微圆盘中存在的地形特征可诱导粘附的 WJ-间充质干细胞沿着接触引导进行成骨分化,而无需额外的分化因子。所开发的包含地形特征的三维生物封装系统可能适用于骨组织工程方法,且体外操作最少。
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引用次数: 0
Test-Retest Reliability of a Physical Activity Behavior, Health and Wellbeing Questionnaire in Adolescents. 青少年体育活动行为、健康和幸福感问卷的测试-重测可靠性。
Pub Date : 2024-09-05 eCollection Date: 2023-01-01 DOI: 10.12688/openreseurope.16535.3
Padraic Rocliffe, Ian Sherwin, Patricia Mannix-McNamara, Ciaran MacDonncha, Brendan T O' Keeffe

Background: The aim of this study was to examine the test-retest reliability of the physical activity behavior, health and wellbeing questionnaire, in adolescent populations, administered by teachers in school settings, in the Republic of Ireland.

Methods: A cross-sectional, mixed sample of 55 participants (45.5% males: Age, 13.94 (±.40) years) were included. The participants completed the questionnaire on two occasions (T1 and T2), on the same day and time, one week apart following identical procedures. Variables for testing included physical activity behavior (n=13), health (n=11) and wellbeing (n=2). Test-retest reliability of the questionnaire's covariates, including family affluence and physical impairments were also examined.

Results: Systematic error (Bland-Altman plots) was found to be near to zero for each of the physical activity behavior, health and wellbeing variables. The combined mean coefficient of variation was lower for females (10.19%) in comparison to males (13.01%). The combined mean intraclass correlation coefficients were higher for females (0.901) than males (0.822). Similarly, the combined mean Cronbach alpha coefficient were higher for girls (0.908) than boys (0.821).

Conclusions: This study found the physical activity behavior, health and wellbeing questionnaire to be reliable for use in adolescent populations.

研究背景本研究的目的是在爱尔兰共和国的学校环境中,由教师对青少年群体的体育锻炼行为、健康和幸福感问卷进行测试,以检验其重复测试的可靠性:方法:对 55 名参与者(45.5% 为男性)进行横断面混合抽样调查:年龄:13.94(±.40)岁)。参与者在同一天、同一时间、相隔一周的两个场合(T1 和 T2)按照相同的程序完成了问卷调查。测试变量包括体育锻炼行为(13 人)、健康(11 人)和幸福感(2 人)。此外,还对问卷的协变量(包括家庭富裕程度和身体缺陷)的重测可靠性进行了研究:系统误差(Bland-Altman 图)在体育锻炼行为、健康和幸福变量中均接近零。女性的综合平均变异系数(10.19%)低于男性(13.01%)。女性的综合平均类内相关系数(0.901)高于男性(0.822)。同样,女生的克朗巴赫α系数(0.908)也高于男生(0.821):本研究发现,体育锻炼行为、健康和幸福感问卷在青少年群体中使用是可靠的。
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引用次数: 0
Faces Revealed Project and ancient Egyptian yellow coffins: A new methodology step-by-step. 面孔揭示项目和古埃及黄棺:循序渐进的新方法。
Pub Date : 2024-09-03 eCollection Date: 2024-01-01 DOI: 10.12688/openreseurope.17421.1
Stefania Mainieri

Faces Revealed Project established a new methodology for studying the geometry of the human forms and facial features realized on anthropoid yellow coffins of Ancient Egypt. Since 1980, yellow coffins have been the subject of various studies mainly focused on iconography and palaeography. However, these anthropoid coffins are three-dimensional objects with well-rendered masks and detailed facial features as well as forearms, hands and bellies. This lack of analysis in the study of coffins may be due to the fact that they are "concealed" by rich and multi-coloured decoration, so they are not easily visible in all their forms to the naked eye. Today new technologies allow us to go more in-depth and digitally switch off the decoration and observe these "invisible" features. As this is an entirely new process, the primary task of the Faces Revealed Project was to establish a new methodology from the photogrammetric survey to the data collection. The present article discusses in detail the stages of the Project applied to around 100 Egyptian yellow coffins stored in Museums in Europe, the United States and Egypt and the information that they can disclose. The task is to share with the scientific community the established protocol and offering the possibility to "work independently" applying the same methodology to the same objects as well as to other classes of material.

面孔揭示项目为研究古埃及猿人黄棺上的人形几何和面部特征确立了一种新方法。自 1980 年以来,黄棺一直是各种研究的主题,主要集中在图像学和古文字学方面。然而,这些蚁人黄棺是三维物体,其面具、面部特征以及前臂、手和腹部都有很好的渲染。棺材研究中缺乏分析的原因可能是它们被丰富多彩的装饰所 "掩盖",因此肉眼不易看到它们的所有形态。如今,新技术让我们能够更深入地以数字方式关闭装饰,观察这些 "看不见 "的特征。由于这是一个全新的过程,"揭开面纱 "项目的首要任务是建立一套从摄影测量到数据收集的新方法。本文详细讨论了该项目应用于欧洲、美国和埃及博物馆收藏的约 100 具埃及黄棺的各个阶段,以及这些黄棺所能披露的信息。我们的任务是与科学界分享既定的规程,并提供 "独立工作 "的可能性,将相同的方法应用于相同的物品以及其他类别的材料。
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引用次数: 0
Bibliometric Analysis on Digital Payment Using Lens.org and Vosviewers: A Comparison of Research Between Malaysia and Poland. 利用 Lens.org 和 Vosviewers 对数字支付进行文献计量分析:马来西亚与波兰的研究比较。
Pub Date : 2024-09-02 eCollection Date: 2024-01-01 DOI: 10.12688/openreseurope.18248.1
Nor Irvoni Mohd Ishar, Mior Harris Mior Harun, Azlina Hanif, Nur Arfah Mustapha, Rafal Kusa, Joanna Duda

An unprecedented surge in digital payments has had a profound effect on the economic development of developing nations. This transition has enabled greater financial inclusion through the provision of banking services to populations that were previously marginalised. In addition, it has reduced reliance on physical currency, thereby improving security and transparency. This bibliometric analysis examines the research on digital payments in Malaysia and Poland, providing a comparative perspective on research patterns and contributions in these two countries. Furthermore, this study offers a comprehensive examination of the research environment in Malaysia and Poland, elucidating the distinct approaches, methodology, and areas of emphasis in each nation. These findings provide useful insights for those interested in championing digital payment initiatives, as well as contributing to a more robust and resilient digital payment framework. As digital payment ecosystems mature, their significance in altering the economic landscape of emerging countries is likely to become more evident in facilitating cross-border knowledge exchange and collaboration.

前所未有的数字支付浪潮对发展中国家的经济发展产生了深远影响。通过向以前被边缘化的人群提供银行服务,这一转变实现了更大的金融包容性。此外,它还减少了对实物货币的依赖,从而提高了安全性和透明度。本文献计量分析研究了马来西亚和波兰在数字支付方面的研究,提供了这两个国家研究模式和贡献的比较视角。此外,本研究还全面考察了马来西亚和波兰的研究环境,阐明了两国不同的研究方式、方法和重点领域。这些研究结果为有志于支持数字支付计划的人士提供了有用的见解,同时也有助于建立一个更强大、更有弹性的数字支付框架。随着数字支付生态系统的成熟,它们在改变新兴国家经济格局方面的意义可能会在促进跨境知识交流与合作方面变得更加明显。
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引用次数: 0
Demonstrating clean energy transition scenarios in sector-coupled and renewable-based energy communities. 在部门耦合和可再生能源社区展示清洁能源过渡方案。
Pub Date : 2024-09-02 eCollection Date: 2023-01-01 DOI: 10.12688/openreseurope.16693.2
Md Nasimul Islam Maruf, Shadman Mahmud, Iván S Pasarín, Federico Giani, Aurélien Degrave, Carlos Funez Guerra, Susana Lopez, Ivan Mesonero

Background: Energy communities facilitate several advantages, including energy autonomy, reduced greenhouse gas emissions, poverty mitigation, and regional economic development. They also empower citizens with decision-making and co-ownership prospects in community renewable projects. Integrating renewable energy sources and sector coupling is a crucial strategy for flexible energy systems. However, demonstrating clean energy transition scenarios in these communities presents challenges, including technology integration, flexibility activation, load reduction, grid resilience, and business case development.

Methods: Based on the system of systems approach, this paper introduces a 4-step funnel approach and a 4-step reverse funnel approach to systematically specify and detail demonstration scenarios for energy community projects. The funnel approach involves four steps. First, it selects demonstration scenarios promoting energy-efficient state-of-the-art renewable technologies and storage systems, flexibility through demand side management techniques, reduced grid dependence, and economic viability. Second, it lists all existing and planned project technologies, analysing energy flows. Third, it plans actions at different levels to implement the demonstration scenarios. Fourth, it validates the strategies using key performance indicators (KPI) to quantify the effectiveness of the planned measures. Furthermore, the reverse funnel approach delves deeper into the demonstration scenarios. The four steps involve identifying stakeholder perspectives, describing scenario scopes, listing conditions for realisation, and outlining business models, including value chains and economic assumptions.

Results: This approach provides a detailed analysis of the demonstration scenarios, considering actors, objectives, boundary conditions, and business assumptions. The methodologies are exemplified in three diverse European energy communities extending across residential, commercial, tertiary, and industrial establishments, allowing power-to-x and sector coupling opportunities. The paper also suggested thirteen KPIs for validating renewable-focused energy community projects.

Conclusions: Finally, the paper recommends increased collaboration between energy communities, knowledge sharing, stakeholder engagement, transparent data collection and analysis, continuous feedback, and method improvement to mitigate policy, technology, business, and market uncertainties.

背景:能源社区具有多种优势,包括能源自主、减少温室气体排放、减轻贫困和促进区域经济发展。它们还赋予公民在社区可再生能源项目中的决策权和共同所有权。整合可再生能源和部门耦合是灵活能源系统的重要战略。然而,在这些社区展示清洁能源转型方案面临着各种挑战,包括技术集成、灵活性激活、减少负荷、电网恢复能力和商业案例开发:方法:基于系统的系统方法,本文介绍了四步漏斗法和四步逆向漏斗法,以系统地指定和详细说明能源社区项目的示范方案。漏斗法包括四个步骤。首先,选择示范方案,推广高能效的先进可再生能源技术和存储系统,通过需求侧管理技术实现灵活性,降低对电网的依赖性,以及经济可行性。第二,列出所有现有和计划中的项目技术,分析能源流。第三,规划不同层面的行动,以实施示范方案。第四,利用关键绩效指标(KPI)验证战略,量化计划措施的有效性。此外,反向漏斗法还可深入研究示范方案。这四个步骤包括确定利益相关者的观点、描述方案范围、列出实现条件以及概述商业模式,包括价值链和经济假设:结果:该方法对示范方案进行了详细分析,考虑了参与者、目标、边界条件和商业假设。该方法在三个不同的欧洲能源社区中进行了示范,这些社区涵盖了住宅、商业、第三产业和工业机构,为电力交换和部门耦合提供了机会。论文还提出了 13 项关键绩效指标,用于验证以可再生能源为重点的能源社区项目:最后,本文建议加强能源社区之间的合作、知识共享、利益相关者参与、透明的数据收集和分析、持续反馈和方法改进,以减少政策、技术、商业和市场的不确定性。
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引用次数: 0
Utilization and associated determinants of multi-sectoral approach in zoonotic disease surveillance among animal and human healthcare workers in Nakuru County, Kenya. 肯尼亚纳库鲁县动物和人类卫生保健工作者在人畜共患疾病监测中采用多部门方法及其相关决定因素
Pub Date : 2024-09-02 eCollection Date: 2024-01-01 DOI: 10.12688/openreseurope.17583.2
Levi Cheptoyek, Gideon Kikuvi, John Gachohi

Background: Zoonoses are naturally transmissible between humans and animals. Globally, they account for more than 60% of human infections, 75% of emerging infections, 2.7 million human deaths, and 10% of the total DALYs lost yearly in Africa. In the last three decades, Kenya has had sporadic outbreaks of zoonoses. To increase the speed of reporting and efficiencies in detection and control, a multi-sectoral collaboration in zoonotic disease surveillance (MZDS) between human and animal health workers is essential. In an effort, Zoonotic disease unit (ZDU) in Kenya has been established at national and county levels.

Methods: A cross sectional study was carried out to determine the level of utilization of multisectoral collaboration and its associated determinants in zoonotic disease surveillance among animal and human healthcare workers in Nakuru County. Quantitative data was gathered from 102 participants and qualitative data from 5 key informants. To test for significant differences, Chi-square and independent t-test were used.

Results: MZDS utilization level was 16% and the factors associated with MZDS utilization include; knowing what MZDS entails, education level, sector affiliation, trainings, supportive infrastructure, budget allocation and data storage. Lack of financing and poor coordination are hindrances to MZDS.

Conclusion: There is need to finance MZDS activities, strengthen coordination mechanisms, carry out more sensitization and trainings among animal and human healthcare workers.

背景:人畜共患疾病在人与动物之间自然传播。在全球范围内,它们占人类感染的60%以上,占新发感染的75%,造成270万人死亡,占非洲每年损失的残疾调整生命年总数的10%。在过去的三十年中,肯尼亚发生了零星的人畜共患病暴发。为了加快报告速度并提高发现和控制效率,人类和动物卫生工作者之间在人畜共患疾病监测方面开展多部门合作至关重要。作为一项努力,肯尼亚在国家和县两级建立了人畜共患病股。方法:开展了一项横断面研究,以确定纳库鲁县动物和人类卫生保健工作者在人畜共患疾病监测中多部门合作的利用水平及其相关决定因素。定量数据来自102名参与者,定性数据来自5名关键举报人。为检验显著性差异,采用卡方检验和独立t检验。结果:MZDS使用率为16%,影响MZDS使用率的因素包括;了解MZDS需要什么、教育水平、行业隶属关系、培训、支持基础设施、预算分配和数据存储。缺乏资金和协调不力是中期发展的障碍。结论:需要资助MZDS活动,加强协调机制,在动物和人类卫生保健工作者中开展更多的宣传和培训。
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引用次数: 0
Lockbox enrichment facilitates manipulative and cognitive activities for mice. 富集锁箱可促进小鼠的操作和认知活动。
Pub Date : 2024-08-28 eCollection Date: 2024-01-01 DOI: 10.12688/openreseurope.17624.2
Katharina Hohlbaum, Niek Andresen, Paul Mieske, Pia Kahnau, Benjamin Lang, Kai Diederich, Rupert Palme, Lars Mundhenk, Henning Sprekeler, Olaf Hellwich, Christa Thöne-Reineke, Lars Lewejohann

Background: Due to the lack of complexity and variety of stimuli, conventional housing conditions of laboratory mice do not allow these animals to fully express their behavioral repertoire, including manipulative and cognitive activities. Therefore, we designed mechanical puzzles, so-called lockboxes, for mice that can be provided in their home cages. We investigated the impact of the lockbox enrichment on their phenotype and affective state when compared to conventional housing (CH) and super-environmental enrichment (SEE).

Methods: Young adult female C57BL/6JCrl mice were examined before and after 2-month exposure to the different types of enrichment in a phenotyping test battery, including tests for trait and state anxiety-related behavior, calorimetric measurements, body weight measurements, the analysis of stress hormone metabolite concentrations, and sequential problem-solving abilities with a novel lockbox. At the end of the study, adrenal gland weights were determined and pathohistological evaluation was performed. For all continuous variables, the relative variability was calculated.

Results: While the different types of enrichment affected trait anxiety-related behavior, neither state anxiety-related behavior nor physiological variables (i.e., bodyweight, resting metabolic rate, stress hormone metabolite concentrations, adrenal gland weights) were influenced. LE improved sequential problem-solving (i.e., solving novel lockboxes) when compared to SEE. Regardless of the housing condition, the relative variability increased in most variables over time, although the coefficient of variation decreased for some variables, especially in animals with access to LE. There was no evidence of toxicopathological effects associated with the material from which the lockboxes were made.

Conclusions: All lockboxes are available as open-source tool. LE revealed beneficial effects on the affective state of laboratory mice and their performance in solving novel lockboxes. Neither relevant phenotype of the mice nor reproducibility of the data were compromised by LE, similar to SEE. The lockboxes may also be used as novel approach for assessing cognition in mice.

背景:由于缺乏复杂多样的刺激,实验室小鼠的传统饲养条件无法让这些动物充分表达其行为,包括操作和认知活动。因此,我们为小鼠设计了机械拼图,即所谓的 "锁盒",可以放在小鼠的家笼里。与传统饲养(CH)和超级环境强化(SEE)相比,我们研究了锁盒强化对小鼠表型和情感状态的影响:年轻的成年雌性C57BL/6JCrl小鼠在暴露于不同类型的富集环境2个月前后接受了一系列表型测试,包括性状和状态焦虑相关行为测试、热量测量、体重测量、应激激素代谢物浓度分析以及使用新型锁箱连续解决问题的能力。研究结束时,测定了肾上腺重量,并进行了病理组织学评估。对所有连续变量都计算了相对变异性:结果:虽然不同类型的强化训练会影响特质焦虑相关行为,但不会影响状态焦虑相关行为或生理变量(即体重、静息代谢率、应激激素代谢物浓度、肾上腺重量)。与 SEE 相比,LE 提高了连续问题解决能力(即解决新锁箱问题)。无论饲养条件如何,大多数变量的相对变异性都会随着时间的推移而增加,但某些变量的变异系数会降低,特别是在有机会进入LE的动物中。没有证据表明毒理学效应与制造锁箱的材料有关:所有锁盒都是开源工具。LE对实验鼠的情绪状态和解决新锁盒问题的表现都有益处。小鼠的相关表型和数据的可重复性都没有受到 LE 的影响,这一点与 SEE 相似。锁箱也可作为评估小鼠认知能力的新方法。
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引用次数: 0
Machine learning based stellar classification with highly sparse photometry data. 基于机器学习的恒星分类与高度稀疏的测光数据。
Pub Date : 2024-08-28 eCollection Date: 2024-01-01 DOI: 10.12688/openreseurope.17023.2
Seán Enis Cody, Sebastian Scher, Iain McDonald, Albert Zijlstra, Emma Alexander, Nick Cox

Background: Identifying stars belonging to different classes is vital in order to build up statistical samples of different phases and pathways of stellar evolution. In the era of surveys covering billions of stars, an automated method of identifying these classes becomes necessary.

Methods: Many classes of stars are identified based on their emitted spectra. In this paper, we use a combination of the multi-class multi-label Machine Learning (ML) method XGBoost and the PySSED spectral-energy-distribution fitting algorithm to classify stars into nine different classes, based on their photometric data. The classifier is trained on subsets of the SIMBAD database. Particular challenges are the very high sparsity (large fraction of missing values) of the underlying data as well as the high class imbalance. We discuss the different variables available, such as photometric measurements on the one hand, and indirect predictors such as Galactic position on the other hand.

Results: We show the difference in performance when excluding certain variables, and discuss in which contexts which of the variables should be used. Finally, we show that increasing the number of samples of a particular type of star significantly increases the performance of the model for that particular type, while having little to no impact on other types. The accuracy of the main classifier is ∼0.7 with a macro F1 score of 0.61.

Conclusions: While the current accuracy of the classifier is not high enough to be reliably used in stellar classification, this work is an initial proof of feasibility for using ML to classify stars based on photometry.

背景:要建立恒星演化不同阶段和途径的统计样本,识别属于不同类别的恒星至关重要。在对数十亿恒星进行巡天观测的时代,有必要采用一种自动方法来识别这些类别:方法:许多恒星类别都是根据它们的发射光谱来识别的。在本文中,我们结合使用多类多标签机器学习(ML)方法 XGBoost 和 PySSED 光谱能量分布拟合算法,根据测光数据将恒星分为九个不同的类别。分类器是在 SIMBAD 数据库的子集上进行训练的。所面临的特殊挑战是基础数据的高度稀疏性(大量缺失值)以及高度的类别不平衡。我们讨论了可用的不同变量,一方面是光度测量数据,另一方面是银河系位置等间接预测指标:结果:我们展示了排除某些变量后的性能差异,并讨论了在哪些情况下应使用哪些变量。最后,我们展示了增加特定类型恒星的样本数量会显著提高模型对该特定类型恒星的性能,而对其他类型恒星几乎没有影响。主分类器的准确率为 0.7,宏观 F1 得分为 0.61.结论:虽然目前分类器的准确率还不够高,不能可靠地用于恒星分类,但这项工作初步证明了使用 ML 根据光度测量对恒星进行分类的可行性。
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引用次数: 0
Bad Deals and Tragic Pacts: The impact of the EU's management of migration through the externalisation of its borders on 'Women on the Move'. 糟糕的交易和悲惨的契约:欧盟通过边界外部化管理移民对 "流动妇女 "的影响。
Pub Date : 2024-08-28 eCollection Date: 2024-01-01 DOI: 10.12688/openreseurope.18388.1
Mary Grace Vella

In recent years the EU has become increasingly restrictive in its regulation of irregular migration flows despite its outward sustained discourse of safeguarding human lives and the protection of fundamental rights and freedoms. As part of this restrictive strategy, the EU has invested heavily in the securitisation and the management of migration through the externalisation of its borders. The EU-Turkey Deal struck in 2016 paved the way for further agreements with third countries with poor gender equality and human rights records, such as Libya and Tunisia. This externalisation of migration constitutes an important feature of the New Pact on Migration and Asylum adopted in 2023 with the aim of establishing a common asylum process at EU level. Asylum seekers, particularly girls and women are placed at added risk from these restrictive policies and policies of externalisation, as apart from dangers faced by all asylum seekers, they are at increased risk of human trafficking, sexual abuse and exploitation, and others forms of gender-based violence. Despite offering a short-sighted measure to a complex problem and the adverse humanitarian repercussions and gross human rights violations, particularly on female refugees and asylum seekers, such deals and pacts constitute an integral aspect of the EU's strategic agenda of managing migration through the externalisation of its borders. The article proposes a number of alternative solution-oriented measures which safeguard fundamental human rights and freedoms, in particular the right to asylum for refugee women and girls.

近年来,尽管欧盟一直对外宣称要保障人的生命安全,保护基本权利和自由,但其对非正常移民流动的管理却越来越严格。作为这一限制性战略的一部分,欧盟通过边界外部化,在移民的安全化和管理方面投入了大量资金。2016 年达成的欧盟-土耳其协议为进一步与利比亚和突尼斯等性别平等和人权记录不佳的第三国达成协议铺平了道路。这种移民外部化构成了 2023 年通过的《移民与庇护新契约》的一个重要特征,其目的是在欧盟层面建立一个共同的庇护程序。寻求庇护者,尤其是女童和妇女,因这些限制性政策和外部化政策而面临更多风险,因为除了所有寻求庇护者面临的危险外,她们还面临更多的人口贩运、性虐待和性剥削以及其他形式的性别暴力风险。尽管这些协议和协定是欧盟通过边界外部化管理移民的战略议程中不可或缺的一部分,但它们对复杂的问题、不利的人道主义影响和严重的人权侵犯(尤其是对女性难民和寻求庇护者)提供了一种短视的措施。本文提出了一些以解决方案为导向的替代措施,以保障基本人权和自由,特别是难民妇女和女童的庇护权。
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