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Deep-sea image dataset for organism detection 用于生物检测的深海图像数据集
IF 1.4 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-04-01 Epub Date: 2026-01-10 DOI: 10.1016/j.dib.2026.112462
Takaki Nishio, Yuki Kawae
The conservation of marine resources and the mitigation of marine pollution require strengthened knowledge of marine biodiversity, particularly in the deep sea. Videos and images are valuable for documenting the distribution of deep-sea organisms, but manual processing is labor-intensive and variable, emphasizing the need for automated methods. To address this, the J-EDI Organism Detection Dataset (JODD) is introduced. This dataset comprises 8151 images and 15,621 bounding boxes annotated in the Common Objects in Context (COCO) format. The images were captured during deep-sea surveys conducted by the Japan Agency for Marine-Earth Science and Technology (JAMSTEC) between 1984 and 2021, using remotely operated vehicles (ROVs) and human-occupied vehicles (HOVs). All images were derived from publicly available videos in JAMSTEC’s E-library of Deep-sea Images (J-EDI). The dataset includes 20 object categories—19 biological groups and one machine category—providing a reusable resource for developing and benchmarking machine learning models for the automatic detection of deep-sea organisms.
养护海洋资源和减轻海洋污染需要加强对海洋生物多样性的认识,特别是对深海生物多样性的认识。视频和图像对于记录深海生物的分布是有价值的,但人工处理是劳动密集型的,而且是可变的,强调了自动化方法的必要性。为了解决这个问题,引入了J-EDI生物检测数据集(JODD)。该数据集包括8151张图像和15621个边界框,以Common Objects in Context (COCO)格式标注。这些图像是在1984年至2021年期间由日本海洋地球科学技术机构(JAMSTEC)使用远程操作车辆(rov)和载人车辆(hov)进行的深海调查中捕获的。所有图像均来自JAMSTEC的深海图像电子库(J-EDI)中的公开视频。该数据集包括20个对象类别- 19个生物类群和一个机器类别-为深海生物自动检测的机器学习模型的开发和基准测试提供了可重复使用的资源。
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引用次数: 0
Paired clinical 12 lead and apple watch electrocardiogram data repository from childhood cancer survivors authors 来自儿童癌症幸存者作者的配对临床铅和苹果手表心电图数据库
IF 1.4 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-04-01 Epub Date: 2026-01-08 DOI: 10.1016/j.dib.2026.112452
Oguz Akbilgic , Ibrahim Karabayir , Luke Patterson , Stephanie B. Dixon , Daniel A. Mulrooney , Kirsten K. Ness , Melissa M. Hudson
Childhood cancer survivors (CCS), exposed to prior cardiotoxic treatments such as anthracyclines and chest radiation, are at lifelong risk of cardiovascular complications. Current guidelines recommend periodic echocardiographic surveillance, but adherence rates are as low as 41%. This dataset provides paired same-day 12-lead clinical electrocardiograms (ECG) and single-lead wearable ECG recordings from the Apple Watch, collected from adult CCS participating in the St. Jude Lifetime Cohort Study (SJLIFE). The availability of paired wearable and clinical ECGs enables the development and validation of remote AI-based cardiac screening tools, potentially leading to more precise long-term cardiovascular surveillance in this population. Using this dataset, researchers can assess whether an AI model developed using clinical ECG can be repeat when using ECG from an Apple Watch.
儿童癌症幸存者(CCS)先前暴露于蒽环类药物和胸部放射等心脏毒性治疗,终生面临心血管并发症的风险。目前的指南建议定期超声心动图监测,但依从率低至41%。该数据集提供了来自Apple Watch的配对当日12导联临床心电图(ECG)和单导联可穿戴心电图记录,这些记录来自参加St. Jude终身队列研究(SJLIFE)的成人CCS。配对可穿戴和临床心电图的可用性使基于人工智能的远程心脏筛查工具的开发和验证成为可能,从而在这一人群中实现更精确的长期心血管监测。利用该数据集,研究人员可以评估使用临床心电图开发的人工智能模型是否可以在使用苹果手表的心电图时重复。
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引用次数: 0
Transcriptomic dataset of RAW264.7 murine macrophages pretreated with 9-methoxycanthin-6-one under poly(I:C)-TLR3 stimulation poly(I:C)-TLR3刺激下9-甲氧基canthin-6-one预处理RAW264.7小鼠巨噬细胞的转录组学数据集
IF 1.4 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-04-01 Epub Date: 2026-01-07 DOI: 10.1016/j.dib.2025.112445
Trang Thu Tran , Huyen Minh Thi Ta , Duc Hoang Le , Duong Huy Nguyen , Nam Trung Nguyen
This dataset presents RNA sequencing (RNA-seq) data from RAW264.7 murine macrophages pretreated with 9-methoxycanthin-6-one, a canthin-6-one–type alkaloid isolated from Eurycoma longifolia Jack, and subsequently stimulated with polyinosinic:polycytidylic acid [poly(I:C)], a synthetic double-stranded RNA analog that activates TLR3-mediated antiviral signaling. RAW264.7 cells were pretreated with 9-methoxycanthin-6-one (30 µM) for 30 min and then exposed to poly(I:C) (20 µg/mL) for 6 h. Total RNA was extracted, quality-checked, and sequenced on the Illumina platform to generate paired-end reads. Differential expression analysis and functional annotation were performed to profile genes responsive to 9-methoxycanthin-6-one treatment under poly(I:C) stimulation. The dataset includes normalized expression matrices, lists of upregulated and downregulated genes, and pathway enrichment outputs in standard formats. These data provide a reference resource for understanding the transcriptomic responses of macrophages to natural alkaloid treatment during viral-mimetic immune activation. The dataset can be reused to compare host antiviral transcriptional responses across TLR3-related pathways, evaluate macrophage activation markers, or integrate with other E. longifolia bioactive compounds.
该数据集展示了RAW264.7小鼠巨噬细胞的RNA测序(RNA-seq)数据,这些巨噬细胞用9-甲氧基canthin-6- 1(一种从长叶Eurycoma longifolia Jack中分离的canthin-6- 1型生物碱)预处理,随后用多肌苷:多胞酸[poly(I:C)]刺激,多肌苷:多胞酸是一种合成的双链RNA类似物,可激活tlr3介导的抗病毒信号。RAW264.7细胞用9-甲氧基cantin -6-one(30µM)预处理30 min,然后暴露于poly(I:C)(20µg/mL)中6 h。提取总RNA,进行质量检查,并在Illumina平台上测序,生成对端reads。在poly(I:C)刺激下,对9-甲氧基canthin-6-one响应的基因进行了差异表达分析和功能注释。该数据集包括标准化表达矩阵,上调和下调基因列表,以及标准格式的途径富集输出。这些数据为了解巨噬细胞在模拟病毒免疫激活过程中对天然生物碱处理的转录组反应提供了参考资源。该数据集可用于比较tlr3相关途径的宿主抗病毒转录反应,评估巨噬细胞激活标记物,或与其他长叶莲子生物活性化合物整合。
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引用次数: 0
A dataset of acoustics emissions recordings of woodboring insects in wood and cultural objects, context images and remarks 木材和文物中蛀木昆虫的声学发射记录,背景图像和注释的数据集
IF 1.4 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-04-01 Epub Date: 2026-01-13 DOI: 10.1016/j.dib.2026.112461
Tom Marti , Cécile Costa , Emmanuel de Salis , Laura Brambilla , Stefano Carrino
This dataset presents acoustic emission (AE) recordings collected from woodboring insect-infested and non-infested wood samples and cultural heritage objects. Data acquisition was conducted across four institutions: Haute École Arc (HE-Arc), Switzerland; Canadian Museum of History (CMH), Canada; National Gallery of Canada (NGC), Canada; and Musée National de l'Automobile (MNA), France; from April to July 2025.
The recordings were captured using Vallen VS900-M sensors with AEP5 preamplifiers set to 34dB gain and AMSY-6 4-channel chassis, employing continuous acoustic emission monitoring at 2 MHz sampling rate. Each experiment utilized three sensors positioned on test objects and one reference sensor facing up to record ambient noise conditions. The dataset comprises approximately 440.9 hours of recordings distributed across the four collection sites.
The dataset includes four main components: raw Vallen AE database files (.tradb format), processed statistical data exported as CSV files, contextual images documenting setups and sensor placements, and Python script for statistical data processing. Each experiment is documented with duration, material specifications, coupling methods (renaissance wax, cyclododecane, or mechanical fastening), environmental conditions, and infestation labels.
The dataset's structure enables multiple research applications. The time-series statistical features and binary classification labels (infested/non-infested) provide a foundation for supervised machine learning model development. The diverse experimental conditions across four geographic locations, varying coupling methods, and different ambient environments offer opportunities to evaluate model generalization and robustness. Reference sensor recordings captured simultaneously with each experiment allow for ambient noise characterization studies and development of noise filtering methodologies. The combination of raw acoustic data and contextual documentation makes this dataset suitable for comparative studies of different signal processing approaches and feature extraction techniques in acoustic emission analysis for heritage conservation applications.
该数据集展示了从木材钻孔昆虫感染和非昆虫感染的木材样本和文化遗产中收集的声发射(AE)记录。数据采集在四个机构进行:瑞士的Haute École Arc (HE-Arc);加拿大历史博物馆,加拿大;加拿大国家美术馆(NGC),加拿大;和法国mus National de l'Automobile (MNA);从2025年4月到7月。录音采用Vallen VS900-M传感器,AEP5前置放大器设置为34dB增益,AMSY-6 4通道机箱,采用连续声发射监测,采样率为2 MHz。每个实验使用放置在测试对象上的三个传感器和一个向上的参考传感器来记录环境噪声条件。该数据集包括分布在四个收集点的大约440.9小时的录音。数据集包括四个主要组成部分:原始valenae数据库文件(;tradb格式),处理的统计数据导出为CSV文件,记录设置和传感器位置的上下文图像,以及用于统计数据处理的Python脚本。每个实验都记录了持续时间、材料规格、耦合方法(再生蜡、环十二烷或机械紧固)、环境条件和虫害标签。数据集的结构支持多种研究应用。时间序列统计特征和二元分类标签(出没/未出没)为监督式机器学习模型的开发提供了基础。四个地理位置的不同实验条件、不同的耦合方法和不同的环境为评估模型的泛化和鲁棒性提供了机会。与每个实验同时捕获的参考传感器记录允许环境噪声特性研究和噪声过滤方法的发展。原始声学数据和上下文文档的结合使该数据集适合于在遗产保护应用的声发射分析中对不同信号处理方法和特征提取技术进行比较研究。
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引用次数: 0
Indonesian pharmaceutical dataset for self-medication 印尼医药数据集自我用药
IF 1.4 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-04-01 Epub Date: 2026-01-09 DOI: 10.1016/j.dib.2026.112460
Richard Wiputra , Carrie Florista Benjaminsz , Andrian Loria , Rafaell Widjaya , Rudy , Andry Chowanda
The Indonesian Pharmaceutical Dataset for Self-medication consists of two structured datasets containing some of the most important public health information: a drug dataset and a disease dataset. Both were extracted from the websites of Indonesian-registered and regulated telemedicine providers. The drug dataset contains general data on drugs, indications, dosages, side effects, contraindications, and warnings, whereas the disease dataset contains definitions, descriptions, symptoms, and causes of diseases. Both datasets are provided in CSV file format and are available exclusively in Bahasa Indonesia to maintain consistency with the source content and cater to local users’ needs. These datasets are available to facilitate research, application development, and Indonesian health information systems through locally contextualized and accessible health data for the Indonesian population to use. Some potential applications include powering health chatbots, arming medical search tools, guiding health literacy programs, and facilitating the integration of standardized local information into HealthTech platforms.
印度尼西亚自我用药药物数据集由两个结构化数据集组成,其中包含一些最重要的公共卫生信息:药物数据集和疾病数据集。两者都是从印度尼西亚注册和受监管的远程医疗提供商的网站上提取的。药物数据集包含关于药物、适应症、剂量、副作用、禁忌症和警告的一般数据,而疾病数据集包含疾病的定义、描述、症状和原因。这两个数据集均以CSV文件格式提供,并仅以印尼语提供,以保持与源内容的一致性,并满足当地用户的需求。这些数据集可用于促进研究、应用程序开发和印度尼西亚卫生信息系统,通过当地背景和可访问的卫生数据供印度尼西亚人口使用。一些潜在的应用包括为健康聊天机器人提供动力,武装医疗搜索工具,指导健康素养计划,以及促进将标准化的本地信息集成到健康技术平台中。
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引用次数: 0
A clinical dataset on type-2 diabetes including demographic, anthropometric, and biochemical parameters from Bangladesh 来自孟加拉国的2型糖尿病临床数据集,包括人口统计学、人体测量学和生化参数
IF 1.4 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-04-01 Epub Date: 2026-01-10 DOI: 10.1016/j.dib.2026.112457
Md. Younus Bhuiyan , Shahriar Siddique Ayon , Md. Ebrahim Hossain , Md. Saef Ullah Miah , Afjal H. Sarower , Fateha khanam Bappee
Type-2 diabetes is a major public health concern in Bangladesh, and this dataset provides 1065 curated patient records with demographic, anthropometric, and clinical variables relevant to its assessment. The data were collected during routine clinical visits and recorded by trained staff, with checks to ensure accuracy and completeness. It includes basic details like age, pregnancy count, body mass index, and skin-fold thickness; vital signs such as blood pressure; lab results related to blood sugar (fasting glucose and insulin); the Diabetes Pedigree Function; and a simple yes/no label for Type-2 diabetes. A few values are missing for diastolic blood pressure and skin-fold thickness, so users should handle these carefully. Since the data are cross-sectional and come from patients seeking care, there are more diabetic cases (840) than non-diabetic cases (225). The dataset is intended for reuse in method development (for example, machine-learning classifier training, feature-selection benchmarking, and oversampling/imputation research), for context-specific epidemiologic description and model validation in South Asian clinical settings, and as a teaching resource for reproducible biomedical-data workflows.
2型糖尿病是孟加拉国的一个主要公共卫生问题,该数据集提供了1065份精心整理的患者记录,其中包含与评估相关的人口统计学、人体测量学和临床变量。数据是在常规临床访问期间收集的,并由训练有素的工作人员记录,并检查以确保准确性和完整性。它包括基本细节,如年龄、怀孕数、体重指数和皮肤褶皱厚度;生命体征,如血压;与血糖相关的实验室结果(空腹血糖和胰岛素);糖尿病谱系功能;以及2型糖尿病简单的是/否标签。舒张压和皮肤褶皱厚度的一些值缺失,因此用户应小心处理这些值。由于数据是横断面的,并且来自寻求治疗的患者,因此糖尿病病例(840例)多于非糖尿病病例(225例)。该数据集旨在用于方法开发(例如,机器学习分类器训练,特征选择基准测试和过采样/归算研究),用于南亚临床环境中特定背景的流行病学描述和模型验证,以及作为可重复的生物医学数据工作流程的教学资源。
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引用次数: 0
A dataset of precipitate-containing multi-principal element alloys 含沉淀的多主元素合金数据集
IF 1.4 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-04-01 Epub Date: 2026-01-30 DOI: 10.1016/j.dib.2026.112540
Anshu Raj , Xin Wang , Matthew Luebbe , Haiming Wen , Kun Lu , Shuozhi Xu
We report a curated dataset that brings together composition, processing conditions, microstructural details, and mechanical properties for 396 combinations of alloy composition and processing condition drawn from 100 peer-reviewed research articles on precipitate-containing multi-principal element alloys (MPEAs). The dataset was created by first utilizing a generative large language model for information extraction, followed by expert review to ensure accurate recovery of materials data. Compositional information was taken directly from tables and text, while processing routes — including homogenization, rolling, recrystallization, and aging — were converted into uniform temperature and time metrics. Microstructural descriptors, including precipitate phases and sizes, were consolidated into a consistent labeling scheme to accommodate the wide range of terminology used in published literature. Finally, mechanical property data, such as strength and ductility, were compiled together with the temperatures at which they were measured. These data provide a coherent view of the composition-processing-microstructure-property features explored in existing MPEA research and establish a resource that supports data-driven alloy design as well as future development of automated materials information-extraction methodologies. The complete dataset is available on Zenodo.
我们报告了一个精心整理的数据集,该数据集汇集了来自100篇同行评审的含沉淀多主元素合金(mpea)研究论文中396种合金成分和加工条件组合的成分、加工条件、显微结构细节和机械性能。该数据集首先利用生成式大型语言模型进行信息提取,然后由专家审查以确保准确恢复材料数据。成分信息直接从表格和文本中获取,而加工路线-包括均质化,轧制,再结晶和时效-被转换为统一的温度和时间指标。微观结构描述符,包括沉淀相和尺寸,被整合到一个一致的标签方案,以适应在已发表的文献中使用的广泛术语。最后,机械性能数据,如强度和延展性,与测量温度一起编制。这些数据为现有MPEA研究中探索的成分-加工-微观结构-性能特征提供了连贯的观点,并建立了支持数据驱动合金设计以及自动化材料信息提取方法未来发展的资源。完整的数据集可以在Zenodo上获得。
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引用次数: 0
A dataset for forty complete bacterial genome sequences in cultures of the toxic dinoflagellate Ostreopsis cf. ovata 四十完整的细菌基因组序列的数据集,在培养有毒鞭毛藻Ostreopsis c.f ovata
IF 1.4 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-04-01 Epub Date: 2026-01-23 DOI: 10.1016/j.dib.2026.112499
Yuki Yoshioka , Chika Ando , Hiroshi Yamashita , Mayumi Kawamitsu , Masanobu Kawachi , Yuta Tsunematsu , Eiichi Shoguchi
Increasing occurrences of toxic dinoflagellate blooms are a growing concern under climate change. The benthic dinoflagellate Ostreopsis blooms through mechanisms that remain poorly understood and is assumed to produce palytoxin-like compounds such as ovatoxins. Recent studies have highlighted the diversity of bacterial communities associated with Ostreopsis and suggested a possible role for these bacteria in toxin biosynthesis. However, genome information on potential bacterial toxin producers remains limited. Here, we report a dataset of bacterial metagenome-assembled genomes (MAGs) obtained from the culture of the toxic dinoflagellate Ostreopsis cf. ovata strain (NIES-3351). HiFi long reads from PacBio Revio system were assembled with hifiasm-meta. We identified forty complete bacterial MAGs, each with an estimated completeness of 93-100%. These MAGs span a wide range of genome sizes (1.5 Mb to 6.7 Mb) and GC contents (36% to 67%). The dataset is available at DDBJ/ENA/GenBank under accession number PRJDB37958.
在气候变化的影响下,越来越多的有毒鞭毛藻爆发引起了人们的关注。底栖鞭毛藻Ostreopsis的繁殖机制尚不清楚,它被认为会产生类似于palytoxin的化合物,如卵细胞毒素。最近的研究强调了与Ostreopsis相关的细菌群落的多样性,并提出了这些细菌在毒素生物合成中的可能作用。然而,关于潜在细菌毒素产生者的基因组信息仍然有限。在这里,我们报告了从有毒鞭毛藻Ostreopsis cfv . ovata菌株(ies -3351)培养中获得的细菌元基因组组装基因组(MAGs)数据集。用hifiasm-meta对PacBio Revio系统的HiFi长读数进行组装。我们鉴定了40个完整的细菌MAGs,每个MAGs的完整性估计为93-100%。这些mag跨越了广泛的基因组大小(1.5 Mb至6.7 Mb)和GC含量(36%至67%)。该数据集可在DDBJ/ENA/GenBank上获得,登录号为PRJDB37958。
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引用次数: 0
Long-term management reporting credibility data from an accounting experiment 来自会计实验的长期管理报告可信度数据
IF 1.4 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-04-01 Epub Date: 2026-01-14 DOI: 10.1016/j.dib.2026.112470
Eric Gooden, Nicole Holden
The data reports the results of an experiment used to examine whether short-horizon investors differ from long-horizon investors in their sensitivity to truthful disclosure regarding negative earnings news. We used an experimental methodology to isolate the impact of Investment Horizon and Forthcomingness on investors' long-term management credibility assessments. Specifically, participants assumed the role of either a long-horizon current investor (already owned shares) or a short-horizon prospective investor (contemplating an investment decision) in a fictional company. Participants were then given identical information regarding the firm and asked to make an initial credibility assessment. Subsequently, participants either received forthcoming disclosure from company management regarding negative earnings news (Forthcomingness) or the participant did not receive disclosure. Short-horizon investors then made an investment decision regarding an investment position in the firm, and all participants received negative earnings news regarding the firm. Participants returned two-weeks later to make final credibility assessments of company management as part of the post-experimental questionnaire.
这些数据报告了一项实验的结果,该实验用于检验短线投资者与长线投资者在对负面收益新闻的真实披露的敏感性方面是否存在差异。我们使用了一种实验方法来分离投资地平线和即将到来对投资者长期管理可信度评估的影响。具体来说,参与者在一个虚构的公司中扮演一个长期的当前投资者(已经拥有股票)或一个短期的潜在投资者(正在考虑一个投资决策)的角色。然后,参与者被告知有关该公司的相同信息,并被要求做出初步的可信度评估。随后,参与者要么收到公司管理层关于负面收益消息的即将披露(即将披露),要么没有收到披露。然后,短线投资者对该公司的投资头寸做出投资决策,所有参与者都收到有关该公司的负面收益消息。作为实验后问卷的一部分,参与者在两周后返回对公司管理层进行最后的可信度评估。
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引用次数: 0
Dataset of high-speed camera measurements from impact-tested reinforced concrete beams 高速相机测量数据集从冲击测试的钢筋混凝土梁
IF 1.4 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-04-01 Epub Date: 2026-01-21 DOI: 10.1016/j.dib.2026.112487
Viktor Peterson
Impact-loaded reinforced concrete beams often fail in shear. This becomes relevant for shelter design against ballistics or fragment impact, for instance. An experimental campaign was conducted to study the different types of shear failure and governing parameters. Eighteen reinforced concrete beams were tested by a 70 kg steel striker dropped from a 2.4 m height. The beams were loaded at different positions from the support with different amounts of transverse reinforcement. The beams were of reduced scale with a length of 0.80 m and a square 0.15 m × 0.15 m cross-section. The drop weight tests were monitored with shock accelerometers on the striker and beam centre, load cells under the supports measuring reaction forces, and a high-speed camera (HSC). High-speed camera measurements were recorded orthogonal to the surface with the aim of performing high-quality digital image correlation (DIC) analyses. The beams and striker were painted with a speckled pattern prior to testing for the DIC analyses. Camera recordings were conducted with a 1024 × 512 px resolution and 6 kHz sampling, resulting in a time resolution of about 0.17 ms. Accelerometer and load cell measurements were sampled at 19.2 kHz. The accelerometer on the striker was used to approximate the impact force, and beam acceleration can be used to synchronize the camera and DAQ recordings. The data may be used to calibrate finite element models, study the impact response of beams, or develop new mechanical models.
受冲击荷载的钢筋混凝土梁常因剪切而失效。例如,这与抵御弹道或碎片冲击的掩体设计有关。对不同类型的剪切破坏和控制参数进行了试验研究。18根钢筋混凝土梁被一个70公斤的钢锤从2.4米的高度落下测试。梁被加载在不同位置的支持与不同数量的横向钢筋。梁的尺寸缩小,长度为0.80 m,截面为0.15 m × 0.15 m。跌落重量测试的监测采用了冲击加速度计,在打击器和梁中心,在支撑下测量反作用力的称重传感器,以及高速摄像机(HSC)。高速相机测量数据与表面正交记录,目的是进行高质量的数字图像相关(DIC)分析。在进行DIC分析测试之前,梁和前锋被涂上了斑点图案。摄像机记录以1024 × 512像素分辨率和6 kHz采样进行,时间分辨率约为0.17 ms。加速度计和称重传感器测量以19.2 kHz采样。冲锋器上的加速度计用于近似冲击力,光束加速度可用于同步摄像机和DAQ记录。这些数据可用于校正有限元模型,研究梁的冲击响应,或开发新的力学模型。
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引用次数: 0
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Data in Brief
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