cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/j64btzdsdy.1
title: A dataset of labelled device Wi-Fi probe requests for MAC address de-randomization - 2021

description: A Wi-Fi client device can perform a passive scan to detect wireless networks within its radio range, looking for  Beacon Frames, i.e. packets issued by the Access Points (APs) to signal their presence. Alternatively, the client can speed up this process by actively searching for a network connection; to this, it transmits Probe Requests messages periodically, which are management frames of the IEEE standard 802.11. The process by which these messages are captured is called sniffing and can be performed via a Wi-Fi interface set in monitor mode and tuned to the same channel (or an adjacent channel) where  the transmission happened. Both these kinds of messages are not encrypted, for this reason they can be used to implement device counting algorithms based on MAC addresses analysis; however, major operating systems producers, in order to avoid the tracking of the device owners, developed functionalities for MAC address randomisation. Devices that change their physical address periodically and randomly, challenge counting algorithms that must then perform an additional address de-randomization, i.e., cluster the probes requests according to the source device by analysing appropriate message features. However, the solution to this is not straightforward and further research is needed to achieve successful de-randomized traces. To the best of our knowledge, our dataset is the only one available with labelled (indication of the emitting source) Wi-Fi probe requests. To obtain the labels, the data has been collected either in an isolated environment (the anechoic chamber of our department) or in a "noisy" environment (a chamber without particular shielding, but in any case without other sources of probe requests in the radius of two meters). The first type of data is published after the removal of packets with Raspberry embedded interface MAC address; the second type of data has been filtered in order to simulate the anechoic chamber environment. Each capture file has a duration of 20 minutes and considers three non-overlapping channels (1, 6 and 11) contemporaneously. The present dataset contains Probe Requests of 22 different devices each observed separately in 6 different modes, including settings based on display status, Wi-Fi connection and power saving. We collected 315 non-empty files in total, captures that were completely empty after filtering were removed. The device used for the capture is a Raspberry Pi with three Wi-Fi dongle interfaces installed, each used to collect data from a channel. The main characteristic of the dataset is the subdivision by device, which allows for a more accurate behavior analysis of individual devices in different modes. Moreover, it is possible to use the labelled data to train Machine Learning algorithms or to verify the correct functioning of algorithms that have as their objective the counting of devices through probe request analysis in the presence of random MAC addresses.
DOI: 10.17632/n8bzr3jdrb.1
title: Spatial-Interaction-Model-Zhidao

description: This repository contains all the data and scripts required to reproduce the spatial interaction modelling presented in the paper "A spatial interaction model of Qin-Han Dynasty organisation on the northern frontier and the location of the Zhidao highway (China) " authored by Zehao Li and Andrew Bevan.
DOI: 10.5281/zenodo.1302861
title: Genome-wide association summary statistics for human healthspan

description: The dataset contains genome-wide association summary statistics computed for heathspan. The UKB sub-population of 300,447 genetically Caucasian, British individuals were analyzed. For more details see [1].

The data are provided on an "AS-IS" basis, without warranty of any type, expressed or implied, including but not limited to any warranty as to their performance, merchantability, or fitness for any particular purpose. If investigators use these data, any and all consequences are entirely their responsibility. By downloading and using these data, you agree that you will cite the appropriate publication in any communications or publications arising directly or indirectly from these data; for utilisation of data available prior to publication, you agree to respect the requested responsibilities of resource users under 2003 Fort Lauderdale principles; you agree that you will never attempt to identify any participant. This research has been conducted using the UK Biobank Resource and the use of the data is guided by the principles formulated by the UK Biobank.

<strong>When using downloaded data, please cite corresponding paper and this repository:</strong>


	Zenin, A., Tsepilov, Y., Sharapov, S., Getmantsev, E., Menshikov, L. I., Fedichev, P. O., & Aulchenko, Y. (2019). Identification of 12 genetic loci associated with human healthspan. <em>Communications Biology</em>, <em>2</em>(1), 41. http://doi.org/10.1038/s42003-019-0290-0
	Aleksandr Zenin, Yakov Tsepilov, Sodbo Sharapov, Evgeny Getmantsev, Leonid Menshikov, Peter Fedichev, & Yurii Aulchenko. (2018). Genome-wide association summary statistics for human healthspan (Version 1) [Data set]. Zenodo. http://doi.org/10.5281/zenodo.1302861


<strong>Funding</strong>

The work was supported by Russian Ministry of Science and Education under 5-100 Excellence Programme. <br>
The work was supported by the Federal Agency of Scientific Organizations via the Institute of Cytology and Genetics (project #0324-2018-0017). <br>
This research has been conducted using the UK Biobank Resource. <br>
The study has been funded by Gero LLC.

<strong>Column headers:</strong>


	SNPID - SNP rsID
	chr - chromosome
	pos - position (GRCh37 build / hg19)
	EA - effective allele (coded as "1")
	RA - reference allele (coded as "0")
	EAF - effective allele frequency
	beta - effect size of effective allele
	se - standard error of effect size
	Z - Z-value of association
	-log10(p-value) - minus log10(P-value) of association
description: {"references": ["https://doi.org/10.1038/s42003-019-0290-0"]}
DOI: 10.5281/zenodo.8174730
title: Choroidal thickness measurement in central serous chorioretinopathy using swept source optical coherence tomography: an observational study

description: <strong>Choroidal thickness </strong><strong>measurement in central serous chorioretinopathy using swept source optical coherence tomography: an observational study </strong>
DOI: 10.7488/ds/2463
title: Genomics of 1 million parent lifespans implicates novel pathways and common diseases and distinguishes survival chances
title: Genomic underpinnings of lifespan allow prediction and reveal basis in modern risks

description: We use a genome-wide association of 1 million parental lifespans of genotyped subjects and data on mortality risk factors to validate previously unreplicated findings near CDKN2B-AS1, ATXN2/BRAP, FURIN/FES, ZW10, PSORS1C3, and 13q21.31, and identify and replicate novel findings near ABO, ZC3HC1, and IGF2R. We also validate previous findings near 5q33.3/EBF1 and FOXO3, whilst finding contradictory evidence at other loci. Gene set and cell-specific analyses show that expression in foetal brain cells and adult dorsolateral prefrontal cortex is enriched for lifespan variation, as are gene pathways involving lipid proteins and homeostasis, vesicle-mediated transport, and synaptic function. Individual genetic variants that increase dementia, cardiovascular disease, and lung cancer – but not other cancers – explain the most variance, possibly reflecting modern susceptibilities, whilst cancer may act through many rare variants, or the environment. Resultant polygenic scores show a mean lifespan difference of around five years of life across the deciles.
description: See attached README file for details on the associated data.
DOI: 10.25318/56m0003x-eng
title:  Canadian Internet Use Survey - Public Use Microdata File

description: The public use microdata file (PUMF) from the Canadian Internet Use Survey (CIUS) provides data on the adoption and use of digital technologies and the online behaviors of individuals 15 years of age and older living in the ten provinces of Canada.

The survey is built off the previous iteration of the CIUS, last conducted in 2012. While there is some comparability with the 2012 CIUS, the 2018 survey was redesigned in 2018 to reflect the rapid pace at which Internet technology has evolved since the previous survey iteration.

The files include information on how individuals use the Internet, smartphones, and social networking websites and apps, including their intensity of use, demand for certain online activities, and interactions through these technologies.

It also provides information on the use of online government services, digital skills, online work, and security, privacy and trust as it relates to the Internet.
DOI: 10.3334/cdiac/ssr.ndp043a
title: A Coastal Hazards Data Base for the U.S. East Coast (1992) (NDP-043a)

description: This NDP presents data on coastal geology, geomorphology, elevation, erosion, wave heights, tide ranges, and sea levels for the U.S. east coast. These data may be used either by nongeographic database management systems or by raster or vector geographic information systems (GISs). The database integrates several data sets (originally obtained as point, line, and polygon data) for the east coast into 0.25°-latitude by 0.25°-longitude grid cells. Each coastal grid cell contains 28 data variables. This NDP may be used to predict the response of coastal zones on the U.S. east coast to changes in local or global sea levels. Information on the geologic, geomorphic, and erosional states of the coast provides the basic data needed to predict the behavior of the coastal zone into the far future. Thus, these data may be seen as providing a baseline for the calculation of the relative vulnerability of the east coast to projected sea-level rises. This data will also be useful to research, educational, governmental, and private organizations interested in the present and future vulnerability of coastal areas to erosion and inundation. The data are in 13 files, the largest of which is 1.42 MB; the entire data base takes up 3.29 MB, excluding the ARC/INFO<sup>TM</sup> files.
DOI: 10.5066/f73j3b27
title: Serial and parallel versions of the Transient Rainfall Infiltration and Grid-Based Regional Slope-Stability Model (TRIGRS)

description: The Transient Rainfall Infiltration and Grid-Based Regional Slope-Stability Model (TRIGRS) is a Fortran program designed for modeling the timing and distribution of shallow, rainfall-induced landslides. The program computes transient pore-pressure changes, and attendant changes in the factor of safety, due to rainfall infiltration. The program models rainfall infiltration, resulting from storms that have durations ranging from hours to a few days, using analytical solutions for partial differential equations that represent one-dimensional, vertical flow in isotropic, homogeneous materials for either saturated or unsaturated conditions. This command-line program is used in conjunction with geographic information system (GIS) software to prepare input grids and visualize model results. This release, 2.1.0a, includes bug fixes, new output formats, and various optimizations to improve performance of the serial code. These improvements have also been incorporated into a new parallel implementation of the TRIGRS program. We have parallelized the four time-demanding execution modes of TRIGRS, namely both the saturated and unsaturated model with finite and infinite soil depth options, within the Message Passing Interface (MPI) framework. Performance gain with respect to the serial code was tested both on commercial hardware and on a high-performance multi-node machine. We also compared results of the parallel code against results of the serial code for a large study area in Colorado to verify accuracy of the results. Modifications to the code and results of the performance tests are described in an interpretive paper being reviewed for publication in the journal Environmental Modeling & Software (Alvioli and Baum, in review). References: Alvioli Massimiliano, and Baum, R.L., (in review) Parallelization of the TRIGRS model for rainfall-induced landslides using the message passing interface: Environmental Modeling & Software
DOI: 10.5281/zenodo.10701743
title: СИНТАКТИК ДЕРИВАЦИЯ ВА УНИНГ ЛИНГВИСТИК ТАВСИФИ
DOI: 10.5281/zenodo.10701744
title: СИНТАКТИК ДЕРИВАЦИЯ ВА УНИНГ ЛИНГВИСТИК ТАВСИФИ
DOI: 10.6084/m9.figshare.25285015
title: data 2.0

description: the fecal sample from different groups (no treatment, 10 mg/kg enrofloxacin SC q12h for 5 days, 10 mg/kg enrofloxacin PO q12h for 5 days) on diferent days (day 0, day6 and day14)of the chinchillas.
DOI: 10.6084/m9.figshare.25285015.v1
title: data 2.0

description: the fecal sample from different groups (no treatment, 10 mg/kg enrofloxacin SC q12h for 5 days, 10 mg/kg enrofloxacin PO q12h for 5 days) on diferent days (day 0, day6 and day14)of the chinchillas.
DOI: 10.5281/zenodo.10701750
title: НУРИДДИН АБУ АЛ-ҲАСАН МУЛЛО АЛИ АЛ-ҚОРИНИНГ УСТОЗ ВА ШОГИРДЛАРИ
DOI: 10.5281/zenodo.10701751
title: НУРИДДИН АБУ АЛ-ҲАСАН МУЛЛО АЛИ АЛ-ҚОРИНИНГ УСТОЗ ВА ШОГИРДЛАРИ
DOI: 10.14469/hpc/13866
title: Grubbs, 2nd pseudorotationGrubbs, 2nd pseudorotation, G = -1818.921169 IRC ==&gt; G = -1818.920832

description: Gaussian 16 (C01) calculation
DOI: 10.48577/jpl.j6ma6u
title: How to Prevent Flight Hardware Failures During Shock Qualification Test?

description: In the last few years, there have been several recorded JPL hardware failures during shock qualification tests. These failures raised concerns amongst project management, cognizant engineers, analysts, and others stake holders. These concerns were wrongfully attributed by some to potential over-test using JPL’s tunable beam shock simulation system (TBSS), a conclusion that was not shared by experienced subject matter experts. All the failures from cases examined were traced to issues unrelated to the TBSS. The prime failure mode was traced, in most cases, to excessive sustained structural excitations occurring in mid- to high-frequency shock regions. Other issues were related to overly conservative requirements (in particular specification of the knee frequencies), over-test by test conductors, possible fixture coupling, and design deficiencies. In this paper, root causes of a few flight hardware failures are discussed in detail. A series of recommendations are provided to better prepare for shock tests and to help minimize or even eliminate flight hardware failures.
DOI: 10.48577/jpl.asgovo
title: Airborne and Ground Measurements of a Compact Multifrequency Cloud and Precipitation Radar

description: Space-based atmospheric radars are indispensable instruments for detecting and tracking weather processes and have enabled significant advancements in weather forecast and climate surveillance. The use of millimetre-wave technology for atmospheric radars has been gaining interest over the years thanks to the research and development of critical components that have made them available at higher frequencies with state-of-the-art performance [1]. When frequency is increased to the millimetre-wave range, the wavelength of the transmitted signal becomes comparable to the size of hydrometeors in rain and clouds. This permits the characterization of diverse weather phenomena, such as precipitation and cloud formation and evolution, with better accuracy and resolution than ever before. On top of that, weather structures possess different and identifiable absorption and scattering properties that make them to interact differently with a radar’s transmitted signal depending on its frequency [2].
DOI: 10.48577/jpl.he03l2
title: Thermal Control Design for Deep Space Optical Communication (DSOC) Docking Mechanism High-Output Paraffin Actuator

description: Deep Space Optical Communication (DSOC) is a technology demonstration laser communication payload riding on the Psyche spacecraft that will demonstrate data transmission via laser up to 2.76 AU (probe to sun). The payload achieves fine acquisition and tracking control by utilizing Lorentz force actuators to perform dual functions: mechanical isolation from the bus to provide a stable floating platform for the optical assembly, and to perform fine-grain pointing and tracking of the optical uplink receiver. To satisfy a Psyche requirement, during DSOC off periods, the floating platform is mechanically docked to the stationary side through the use of a pair of Docking Mechanisms (DMs). During an optical pass the optical platform has to be undocked by the DMs which each utilize a High-Output Paraffin (HOP) actuator to perform the undocking function. The DMs need to be in the undocked phase for up to 8 hours without any interruption or dithering of the HOP pin. Dithering has to be prevented because this could cause disruptions to the pointing of the optical assembly. Spacecraft bus voltage is also static so there inability of changing the power output to the HOP heater, which is critical due to strict paraffin temperature limits, thus, a pulse-width modulation (PWM) heating scheme was developed to achieve the desired power output. This PWM was then adapted and implemented in Psyche Flight Software (FSW). The flight unit DMs were tested successfully meeting all Verification & Validation requirements using this method for all temperature and voltage ranges. The DMs have been proven to work for 8+ hours in thermal vacuum, which is required for compliance of DSOC Project Level 1 requirements. This paper describes the development of the algorithm from inception to the final Psyche flight software implementation.
DOI: 10.48577/jpl.is8beb
title: Covariance Based Terrain Mapping for Autonomous Mobile Robots

description: Autonomous mobile robots operating in unknown terrain have to guide their drive decisions through perception. Local mapping and traversability analysis are essential for safe rover operation and low level locomotion. This paper deals with the challenge of building a local, robot-centric map from onboard range sensing. We introduce a new highly-efficient converging covariance based map update for estimating a digital elevation map. The map is capable of representing sub-cell size obstacles and can be queried for height, the presence of obstacles, and slope in constant time. Extensive experiments in simulation and real world test campaigns are used to evaluate the performance of our approach. The presented mapping technique outperforms state of the art grid-mapping algorithms for computationally constraint systems in run time, memory usage, precision and resolvable obstacle size. Further application scenarios are discussed. A variant of this map approach is projected to be used on NASA’s 2024 CADRE mission to the Moon.
DOI: 10.48577/jpl.be1mwc
title: Shock Model and Test Correlation for Structural Response Prediction

description: When defining hardware shock environments, it is typical to assume a reduction of shock levels through structural joints – nominally, a 30% reduction per joint up to a maximum of three joints. However, review of shock test data from a flight-like test article demonstrates that attenuation across interfaces is not always realized. Across a single joint, significant amplification is observed at various locations on the composite shell of the test article throughout the entire frequency range, with maximum amplification of ~12dB. Responses across a second joint still shows low frequency amplification coupled with mid- to high-frequency attenuation. While empirical scaling of shock inputs may be appropriate for most applications, its failure to account for potential amplification may result in an underestimate of a hardware’s shock environment. The effect of mass loading on hardware responses was also investigated, which demonstrated the complexities of mass attenuation, including frequency and location dependencies. This contrasts with the Barrett Method for mass scaling of vibroacoustic responses. An analytical framework for deriving shock environments and accurately predicting the degree of attentions and amplifications where structural modes are from system-level specifications would be beneficial to qualifying hardware for flight shock environments.
DOI: 10.48577/jpl.jkttyd
title: SNN-PDE: Learning Dynamic PDEs from Data with Simplicial Neural Networks

description: Dynamics of many complex systems, from weather and climate to spread of infectious diseases, can be described by partial differential equations (PDEs). Such PDEs involve unknown function(s), partial derivatives, and typically multiple independent variables. The traditional numerical methods for solving PDEs assume that the data are observed on a regular grid. However, in many applications, for example, weather and air pollution monitoring delivered by the arbitrary located weather stations of the National Weather Services, data records are irregularly spaced. Furthermore, in problems involving prediction analytics such as forecasting wildfire smoke plumes, the primary focus may be on a set of irregular locations associated with urban development. In recent years, deep learning (DL) methods and, in particular, graph neural networks (GNNs) have emerged as a new promising tool that can complement traditional PDE solvers in scenarios of the irregular spaced data, contributing to the newest research trend of physics informed machine learning (PIML). However, most existing PIML methods tend to be limited in their ability to describe higher dimensional structural properties exhibited by real world phenomena, especially, ones that live on manifolds. To address this fundamental challenge, we bring the elements of the Hodge theory and, in particular, simplicial convolution defined on the Hodge Laplacian to the emerging nexus of DL and PDEs. In contrast to conventional Laplacian and the associated convolution operation, the simplicial convolution allows us to rigorously describe diffusion across higher order structures and to better approximate the complex underlying topology and geometry of the data. The new approach, Simplicial Neural Networks for Partial Differential Equations (SNN PDE) offers a computationally efficient yet effective solution for time dependent PDEs. Our studies of a broad range of synthetic data and wildfire processes demonstrate that SNN PDE improves upon state of the art baselines in handling unstructured grids and irregular time intervals of complex physical systems and offers competitive forecasting capabilities for weather and air quality forecasting.
DOI: 10.5281/zenodo.10701756
title: ҚОҒОЗ ПУЛЛАР БИЛАН МЕТАЛЛ (ТАНГА) ПУЛЛАР ЎРТАСИДАГИ ФАРҚЛАР
DOI: 10.5281/zenodo.10701757
title: ҚОҒОЗ ПУЛЛАР БИЛАН МЕТАЛЛ (ТАНГА) ПУЛЛАР ЎРТАСИДАГИ ФАРҚЛАР
DOI: 10.48577/jpl.mn9wzj
title: Manufacturing and Characterization of Icy Simulants for Europa

description: No abstract available.
DOI: 10.48577/jpl.utyjqi
title: The EPRV Research Coordination Network

description: No abstract available.