cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc25zd1m
title: CCDC 2025200: Experimental Crystal Structure Determination

description: Related Article: Maria Brzozowska, Gabriela Handzlik, Katarzyna Kurpiewska, Mikołaj Zychowicz, Dawid Pinkowicz|2021|Inorg.Chem.Front.|8|2817|doi:10.1039/D1QI00262G
DOI: 10.5517/ccdc.csd.cc25zd2n
title: CCDC 2025201: Experimental Crystal Structure Determination

description: Related Article: Maria Brzozowska, Gabriela Handzlik, Katarzyna Kurpiewska, Mikołaj Zychowicz, Dawid Pinkowicz|2021|Inorg.Chem.Front.|8|2817|doi:10.1039/D1QI00262G
DOI: 10.17632/823rcy6m8p.1
title: Social media choice

description: Data about the preferences from generations Z and Y in relation to social media
DOI: 10.5517/ccdc.csd.cc25zd3p
title: CCDC 2025202: Experimental Crystal Structure Determination

description: Related Article: Maria Brzozowska, Gabriela Handzlik, Katarzyna Kurpiewska, Mikołaj Zychowicz, Dawid Pinkowicz|2021|Inorg.Chem.Front.|8|2817|doi:10.1039/D1QI00262G
DOI: 10.17632/7bvnhn5k22.1
title: Relationship between anemia or RBC transfusion and BPD

description: A retrospective study was conducted to investigate the association of anemia，especially severe anemia, with the development of BPD in preterm Infants. We also investigated whether the rate, number and volume of red blood cell transfusion are related to the risk and of BPD and its severity.
DOI: 10.17632/4sm6tyytcf.1
title: Fatigue behavior of a butt welded joint made of AISI 1015 steel and E6013 electrode

description: Welded joins are an important component in structures, by this reason is necessary to know the behaviour of these elements under cyclic loads. In this dataset is showed results for the fatigue test of the butt welded joint of AISI 1015 steel and Cuban manufacturing electrode E6013 as the contribution material. Fatigue test was realized within the ASTM standard in the MTS810 testing machine. The asymmetry ratio used was 0,1. In this study was obtained the fatigue limit equal to 178 MPa, at the cut point of 2 039 093 cycles.
DOI: 10.5517/ccdc.csd.cc25zd4q
title: CCDC 2025203: Experimental Crystal Structure Determination

description: Related Article: Maria Brzozowska, Gabriela Handzlik, Katarzyna Kurpiewska, Mikołaj Zychowicz, Dawid Pinkowicz|2021|Inorg.Chem.Front.|8|2817|doi:10.1039/D1QI00262G
DOI: 10.17632/bnvh2btjp3.2
title: NIF ATHENA Experiment

description: The NIF ATHENA energy tuning assembly (ETA) experiment was designed to spectrally shape the NIF deuterium-tritium fusion neutron source into a thermonuclear and prompt fission neutron spectrum. This experiment is a follow on to: Quartemont, Nicholas (2021), “NIF ETA Experiment”, Mendeley Data, V3, doi: 10.17632/92n6k43nt5.3 http://dx.doi.org/10.17632/92n6k43nt5.3 (MCNP6 Directory) Contains MCNP6 model and output for the ATHENA-I validation experiment. (SCALE Directory) Contains SCALE 6.3 Beta 14 model for the ATHENA-I validation experiment. This was used to create a covariance matrix for the neutron flux unfolding with PNNL STAYSL. (ATHENA-II directory) Contains basic model of the ATHENA-II platform which has an external positioner and expandable spectrally-shaped internal volume. (STAYSL_Unfold Directory) Contains unfolded results based on the experimentally measured reactions. (Specifications Directory) Contains isotopic data for spectral shaping material/foils and ATHENA engineering drawings.
DOI: 10.5517/ccdc.csd.cc25zd5r
title: CCDC 2025204: Experimental Crystal Structure Determination

description: Related Article: Maria Brzozowska, Gabriela Handzlik, Katarzyna Kurpiewska, Mikołaj Zychowicz, Dawid Pinkowicz|2021|Inorg.Chem.Front.|8|2817|doi:10.1039/D1QI00262G
DOI: 10.5517/ccdc.csd.cc25zd6s
title: CCDC 2025205: Experimental Crystal Structure Determination

description: Related Article: Maria Brzozowska, Gabriela Handzlik, Katarzyna Kurpiewska, Mikołaj Zychowicz, Dawid Pinkowicz|2021|Inorg.Chem.Front.|8|2817|doi:10.1039/D1QI00262G
DOI: 10.5517/ccdc.csd.cc261w8f
title: CCDC 2027594: Experimental Crystal Structure Determination

description: Related Article: Maria Brzozowska, Gabriela Handzlik, Katarzyna Kurpiewska, Mikołaj Zychowicz, Dawid Pinkowicz|2021|Inorg.Chem.Front.|8|2817|doi:10.1039/D1QI00262G
DOI: 10.5517/ccdc.csd.cc261w9g
title: CCDC 2027595: Experimental Crystal Structure Determination

description: Related Article: Maria Brzozowska, Gabriela Handzlik, Katarzyna Kurpiewska, Mikołaj Zychowicz, Dawid Pinkowicz|2021|Inorg.Chem.Front.|8|2817|doi:10.1039/D1QI00262G
DOI: 10.5517/ccdc.csd.cc261zdn
title: CCDC 2027691: Experimental Crystal Structure Determination

description: Related Article: Pei Liu, Na Hao, Dong Yang, Lingyun Wan, Tianyi Wang, Tao Zhang, Rui Zhou, Xuefeng Cong, Jie Kong|2021|Org.Chem.Front.|8|2442|doi:10.1039/D1QO00243K
DOI: 10.5517/ccdc.csd.cc267fpl
title: CCDC 2032939: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267fqm
title: CCDC 2032940: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267frn
title: CCDC 2032941: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5281/zenodo.4694522
title: CENSE-2K

description: Created By Félix Gontier and Mathieu Lagrange, LS2N, CNRS, Ecole Centrale Nantes Contact : mathieu.lagrange@cnrs.fr If used for research, please refer to: <pre>@article{gontier2021training, title={Polyphonic training set synthesis improves self-supervised urban sound classification}, author={Félix Gontier and Vincent Lostanlen, and Mathieu Lagrange and Nicolas Fortin and Jean-Francois Petiot and Catherine Lavandier}, journal={The Journal of the Acoustical Society of America}, year={2021}, publisher={Acoustical Society of America} } </pre> CENSE-2k contains 182 monophonic audio samples from the CENSE network of acoustic sensors.<br> One expert annotated these audio samples in terms of four classes: background noise, traffic, voice, and birds.<br> <br> The total duration of the dataset is of the order of 2.4k seconds, i.e., 40 minutes. Each audio samples are cut into one or several 3 seconds parts, each resulting into spectrograms of size 23x29, leading to a dataset of 560 spectrograms. Low volume amorphic background noise recordings is added and the cut audio sample is centered within the 3 seconds if shorter. &gt;&gt; import numpy as np &gt;&gt; s=np.load('CENSEk_train_spectralData.npy') &gt;&gt; print(s.shape) (560, 23, 29) The three dimensions respectively corresponds to the sceneId, the frameId (time), and the spectralId (frequency). &gt;&gt; a=np.load('CENSE-2k_train_annotations.npy') &gt;&gt; print(a.shape) (560, 16, 3) The 3 dimensions corresponds to the sceneId, the frameId (time), the sourceId (traffic, voice, birds). Annotation is provided as a binary indicator of source presence for one second, that is 8 consecutive 125 ms frames with a hop of one frame.
DOI: 10.5517/ccdc.csd.cc267fsp
title: CCDC 2032942: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267ftq
title: CCDC 2032943: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267fvr
title: CCDC 2032944: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267fws
title: CCDC 2032945: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267fyv
title: CCDC 2032947: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267fzw
title: CCDC 2032948: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267g0y
title: CCDC 2032949: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267g1z
title: CCDC 2032950: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267g20
title: CCDC 2032951: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267g31
title: CCDC 2032952: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267g42
title: CCDC 2032953: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267ss1
title: CCDC 2033283: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc267st2
title: CCDC 2033284: Experimental Crystal Structure Determination

description: Related Article: Le-Ping Miao, Lin-Lin Chu, Xiang-Bin Han, Bei-Dou Liang, Chao-Yang Chai, Chang-Chun Fan, Xiao-Xu Wang, Ye-Feng Yao, Wen Zhang|2021|Inorg.Chem.Front.|8|2809|doi:10.1039/D1QI00309G
DOI: 10.5517/ccdc.csd.cc2691cy
title: CCDC 2034479: Experimental Crystal Structure Determination

description: Related Article: Wen-Bin Cao, Shuai Jiang, Hai-Yan Li, Xiao-Ping Xu, Shun-Jun Ji|2021|Org.Chem.Front.|8|2494|doi:10.1039/D1QO00130B
DOI: 10.5517/ccdc.csd.cc26gqkz
title: CCDC 2039941: Experimental Crystal Structure Determination

description: Related Article: Mohammad Mosharraf Hossain, M. Saeed Mirzaei, Sergey V. Lindeman, Saber Mirzaei, Rajendra Rathore|2021|Org.Chem.Front.|8|2393|doi:10.1039/D1QO00068C
DOI: 10.5517/ccdc.csd.cc26gql0
title: CCDC 2039942: Experimental Crystal Structure Determination

description: Related Article: Mohammad Mosharraf Hossain, M. Saeed Mirzaei, Sergey V. Lindeman, Saber Mirzaei, Rajendra Rathore|2021|Org.Chem.Front.|8|2393|doi:10.1039/D1QO00068C
DOI: 10.5517/ccdc.csd.cc26gqm1
title: CCDC 2039943: Experimental Crystal Structure Determination

description: Related Article: Mohammad Mosharraf Hossain, M. Saeed Mirzaei, Sergey V. Lindeman, Saber Mirzaei, Rajendra Rathore|2021|Org.Chem.Front.|8|2393|doi:10.1039/D1QO00068C
DOI: 10.5517/ccdc.csd.cc26gqn2
title: CCDC 2039944: Experimental Crystal Structure Determination

description: Related Article: Mohammad Mosharraf Hossain, M. Saeed Mirzaei, Sergey V. Lindeman, Saber Mirzaei, Rajendra Rathore|2021|Org.Chem.Front.|8|2393|doi:10.1039/D1QO00068C
DOI: 10.5517/ccdc.csd.cc26j3yt
title: CCDC 2041286: Experimental Crystal Structure Determination

description: Related Article: Oleg V. Khazipov, Konstantin E. Shepelenko, Dmitry V. Pasyukov, Vasilii V. Chesnokov, Safarmurod B. Soliev, Victor M. Chernyshev, Valentine P. Ananikov|2021|Org.Chem.Front.|8|2515|doi:10.1039/D1QO00309G
DOI: 10.5517/ccdc.csd.cc26j42z
title: CCDC 2041290: Experimental Crystal Structure Determination

description: Related Article: Oleg V. Khazipov, Konstantin E. Shepelenko, Dmitry V. Pasyukov, Vasilii V. Chesnokov, Safarmurod B. Soliev, Victor M. Chernyshev, Valentine P. Ananikov|2021|Org.Chem.Front.|8|2515|doi:10.1039/D1QO00309G
DOI: 10.5517/ccdc.csd.cc26kb26
title: CCDC 2042437: Experimental Crystal Structure Determination

description: Related Article: Bin He, Phannarath Phansavath, Virginie Ratovelomanana-Vidal|2021|Org.Chem.Front.|8|2504|doi:10.1039/D1QO00141H
DOI: 10.5281/zenodo.4694521
title: CENSE-2K

description: Created By Félix Gontier and Mathieu Lagrange, LS2N, CNRS, Ecole Centrale Nantes Contact : mathieu.lagrange@cnrs.fr If used for research, please refer to: <pre>@article{gontier2021training, title={Polyphonic training set synthesis improves self-supervised urban sound classification}, author={Félix Gontier and Vincent Lostanlen, and Mathieu Lagrange and Nicolas Fortin and Jean-Francois Petiot and Catherine Lavandier}, journal={The Journal of the Acoustical Society of America}, year={2021}, publisher={Acoustical Society of America} } </pre> CENSE-2k contains 182 monophonic audio samples from the CENSE network of acoustic sensors.<br> One expert annotated these audio samples in terms of four classes: background noise, traffic, voice, and birds.<br> <br> The total duration of the dataset is of the order of 2.4k seconds, i.e., 40 minutes. Each audio samples are cut into one or several 3 seconds parts, each resulting into spectrograms of size 23x29, leading to a dataset of 560 spectrograms. Low volume amorphic background noise recordings is added and the cut audio sample is centered within the 3 seconds if shorter. &gt;&gt; import numpy as np &gt;&gt; s=np.load('CENSEk_train_spectralData.npy') &gt;&gt; print(s.shape) (560, 23, 29) The three dimensions respectively corresponds to the sceneId, the frameId (time), and the spectralId (frequency). &gt;&gt; a=np.load('CENSE-2k_train_annotations.npy') &gt;&gt; print(a.shape) (560, 16, 3) The 3 dimensions corresponds to the sceneId, the frameId (time), the sourceId (traffic, voice, birds). Annotation is provided as a binary indicator of source presence for one second, that is 8 consecutive 125 ms frames with a hop of one frame.
DOI: 10.17632/v9s3bhn27k.1
title: Central Asian modulation of Northern Hemisphere moisture transfer over the Late Cenozoic - Dataset

description: This database contains Supplementary Data 1 to 7 published in the following article Central Asian modulation of Northern Hemisphere moisture transfer over the Late Cenozoic by Prud'homme et al., in Communications in Earth and Environment (2021) DOI 10.1038/s43247-021-00173-z Supplementary figures and tables are available in the supplementary file of the article.
DOI: 10.17632/4k9363vcvh.1
title: MXAN: A new program for ab-initio structural quantitative analysis of XANES experiments

description: X-ray absorption spectroscopy (XAS) is a powerful method for obtaining electronic and structural information around a well-defined absorbing atom site of different types of matter, from biological systems to condensed materials in almost all possible thermodynamics conditions. The low energy part of the XAS spectrum, from the rising edge up to few hundreds eV, the so called XANES (X-ray absorption near-edge structure) region, is extremely rich of electronic and structural information, like, for example, the oxidation state, overall symmetry, interatomic distances and angles. In this paper we present in details the MXAN method and a new reengineered release of the code proposed in the literature some years ago which allows a complete fit of the XANES energy region in term of well-defined set of structural parameters. This approach is based on the comparison between experimental data and many theoretical calculations performed by varying selected structural parameters starting from a putative structure, i.e. from a well-defined initial geometrical configuration around the absorber. The X-ray photo-absorption cross sections are derived using full multiple-scattering theory, i.e. the scattering path operator is calculated exactly without any series expansion. In this way the analysis can start from the edge without any limitations in the energy range and polarization conditions. Here we present in detail the theoretical background behind the code and new capabilities implemented from theory in this last version of the program as the analysis of XANES data coming from time-dependent spectra. The code is provided with modern technology for rapid deployment of binaries based on Docker runtime so that, without source compiling, its execution reduces to just a command line striking for a full parallel (shared memory) run even using complex construct like memory filesystem in a transparent way to the end-user.
DOI: 10.17632/tt7jkmx2gc.2
title: Lower limb flexibility assessment using photogrammetry

description: We aimed to verify the intrarater and interrater reliability of photogrammetry in the assessment of iliopsoas, hamstring, quadriceps and gastrocnemius muscle on two occasions. This data shows range of motion change in degrees, which was measured using photogrammetry by three novice raters. In order to analyze intrarater reliability, rater 1 analyzed the images of the same assessment day twice (gray cells in the data set). Participants were healthy, physically active adults.
DOI: 10.5517/ccdc.csd.cc26lwf4
title: CCDC 2043936: Experimental Crystal Structure Determination

description: Related Article: Xiang Guo, Yong-Yao Li, Shuang-Hu Wang, Fu-Min Zhang, Bao-Sheng Li, Yong-Qiang Tu, Xiao-Ming Zhang|2021|Org.Chem.Front.|8|2510|doi:10.1039/D1QO00087J
DOI: 10.5517/ccdc.csd.cc26m3cb
title: CCDC 2044151: Experimental Crystal Structure Determination

description: Related Article: Yong Hu, Xiao-Jun Wang, Wen-Shuai Dong, Yu-Fan Bi, Zu-Jia Lu, Wen-Li Cao, Jian-Guo Zhang, Qi Zhang, Dong Chen|2021|Org.Chem.Front.|8|2420|doi:10.1039/D1QO00123J
DOI: 10.17632/z2dd5c3jx5.1
title: Computational data for the article »The effects of perfluoroalkyl and alkyl backbone chains, spacers, and anchor groups on the performance of organic compounds as corrosion inhibitors for aluminum ...«

description: This dataset contains computational data for the manuscript entitled »The effects of perfluoroalkyl and alkyl backbone chains, spacers, and anchor groups on the performance of organic compounds as corrosion inhibitors for aluminum investigated using an integrative experimental-modeling approach« by Ingrid Milošev et al. submitted to Journal of The Electrochemical Society. In particular, it contains Quantum ESPRESSO input and output files of all adsorption structures presented in the manuscript. The zip file unzips into the folder: Fluoroalkanes-dataset.d. Please read the README.txt file therein for further description of files.
DOI: 10.17632/4b53nj78tv.7
title: semi-literate text message dataset

description: Semi-Literate means those people who face challenges in digital enablement and are not too familiar with using smartphones for text message communication. Any progress to reduce the difficulty of their smartphone usage can help these people. These people are over one billion worldwide. The dataset contains text messages in English (some of these are translations of local text messages) from semi-literate Indian users. The dataset has been derived from face to face surveys primarily. Only 10% by online surveys since these people are not comfortable in doing online surveys.
DOI: 10.17632/shf56c665r.1
title: Regularized Heuristic Method for Activation Monitor Neutron Spectrum Unfolding

description: Heuristic method to unfold a neutron spectrum from activation monitor dosimetry reactions. This repository contains the primary Python2 code and supplementary modules required to reproduce the results for regularized neutron spectrum unfolding results for two case studies. First, an energy tuning assembly producing a thermonuclear and prompt fission neutron spectrum is tested with 4 sub-cases. The sub-cases include a full model of the initial guess, a partial (neutron time-of-flight) model, a physics-based model, and no estimate. Second, a modified deuteron breakup source was tested to include artificial room return neutrons and modifications to the source region below a threshold energy. This unfold was conducted with a partial guess as well as with physics-based guess. Additionally, a resonance was added to test the capability of the model to be sensitive to resonance regions. Each case uses Unfold.py as a driver to call the Gnowee optimization algorithm with pre-defined values. The nuclear data utilized is the IRDFF v.1.05 library grouped based on PNNL STAYSL code structures.
DOI: 10.5281/zenodo.4694524
title: simCENSE-18k

description: Created By Félix Gontier and Mathieu Lagrange, LS2N, CNRS, Ecole Centrale Nantes Contact : mathieu.lagrange@cnrs.fr If used for research, please refer to: <pre>@article{gontier2021training, title={Polyphonic training set synthesis improves self-supervised urban sound classification}, author={Félix Gontier and Vincent Lostanlen, and Mathieu Lagrange and Nicolas Fortin and Jean-Francois Petiot and Catherine Lavandier}, journal={The Journal of the Acoustical Society of America}, year={2021}, publisher={Acoustical Society of America} } </pre> simCENSE-18k contains 400 acoustic scenes of duration equal to 45 seconds.<br> We synthesized these polyphonic scenes via the simScene software, based on monophonic audio clips from the CENSE-2k dataset.<br> The total duration of the dataset is equal to 18k seconds, i.e., five hours.The audio is made available as third octave spectral data, see demoTob.zip for an implementation of its computation from audio in Python. &gt;&gt; import numpy as np &gt;&gt; s=np.load('simCENSE-18k_train_spectralData.npy') &gt;&gt; print(s.shape) (280, 351, 29) The three dimensions respectively corresponds to the sceneId, the frameId (time), and the spectralId (frequency). &gt;&gt; a=np.load('simCENSE-18k_train_annotations.npy') &gt;&gt; print(a.shape) (280, 344, 3) &gt;&gt; s=np.load('simCENSE-18k_validation_spectralData.npy') &gt;&gt; print(s.shape) (120, 344, 29) &gt;&gt; a=np.load('simCENSE-18k_validation_annotations.npy') &gt;&gt; print(a.shape) (120, 344, 3) The 3 dimensions corresponds to the sceneId, the frameId (time), the sourceId (traffic, voice, birds). Annotation is provided as a binary indicator of source presence for one second, that is 8 consecutive 125 ms frames with a hop of one frame.