cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15378679
title: Datasets and Codes for MMamba

description: This database contains the MWSID dataset we generated and the core codes of MMamba.

The MWSID dataset includes:- Train input set: x1.npy- Test input set: x2.npy- Train label set: y1.npy- Test label set: y2.npy

- Train info: info1.npy- Test info: info2.npy

For details on each sub-dataset (data channels, dimensions, etc.), refer to Data introduction.txt.

The core code is in codes.zip. After extraction:- In the get_dataset folder, run get_dataloader.py to access MWSID sub-datasets. Other codes in this folder are for generating the sub-datasets.- The models folder has core code for comparison models.- In the mmamba folder, mmamba.py is our model's core code, params_flops.py calculates model complexity, get_MI.py computes mutual information, and the rest are support files.

Note: The database includes a table Dates of MWSID.png, showing the 230-day sampling period for MWSID. These days were chosen as there was at least one complete hurricane observed globally each day.

MWSID integrates five observational datasets and a forecast dataset:- SMAP: https://data.remss.com/smap/wind/L3/v01.0/daily/FINAL/- AMSR2: https://data.remss.com/amsr2/ocean/L3/v08.2/daily/- ASCAT-A: https://data.remss.com/ascat/metopa/bmaps_v02.1/- ASCAT-B: https://data.remss.com/ascat/metopb/bmaps_v02.1/- ASCAT-C: https://data.remss.com/ascat/metopc/bmaps_v02.1/

- NCEP GFS: https://rda.ucar.edu/datasets/d084001/  (DOI: 10.5065/D65D8PWK)
DOI: 10.5281/zenodo.15378678
title: Datasets and Codes for MMamba

description: This database contains the MWSID dataset we generated and the core codes of MMamba.

The MWSID dataset includes:- Train input set: x1.npy- Test input set: x2.npy- Train label set: y1.npy- Test label set: y2.npy

- Train info: info1.npy- Test info: info2.npy

For details on each sub-dataset (data channels, dimensions, etc.), refer to Data introduction.txt.

The core code is in codes.zip. After extraction:- In the get_dataset folder, run get_dataloader.py to access MWSID sub-datasets. Other codes in this folder are for generating the sub-datasets.- The models folder has core code for comparison models.- In the mmamba folder, mmamba.py is our model's core code, params_flops.py calculates model complexity, get_MI.py computes mutual information, and the rest are support files.

Note: The database includes a table Dates of MWSID.png, showing the 230-day sampling period for MWSID. These days were chosen as there was at least one complete hurricane observed globally each day.

MWSID integrates five observational datasets and a forecast dataset:- SMAP: https://data.remss.com/smap/wind/L3/v01.0/daily/FINAL/- AMSR2: https://data.remss.com/amsr2/ocean/L3/v08.2/daily/- ASCAT-A: https://data.remss.com/ascat/metopa/bmaps_v02.1/- ASCAT-B: https://data.remss.com/ascat/metopb/bmaps_v02.1/- ASCAT-C: https://data.remss.com/ascat/metopc/bmaps_v02.1/

- NCEP GFS: https://rda.ucar.edu/datasets/d084001/  (DOI: 10.5065/D65D8PWK)
DOI: 10.15468/dl.uujx63
title: Occurrence Download

description: A dataset containing 14665 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Persea americana Mill."
 ]
}

 The dataset includes 14665 records from 654 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024550-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.07331
title: The gut microbiome data of three kinds of snub-nosed monkeys
title: 三种金丝猴肠道菌群宏基因组数据

description: The fecal shotgun metagenome data of three kinds of snub-nosed monkeys， which were black snub-nosed monkey （Rhinopithecus strykeri ），golden snub-nosed monkey（Rhinopithecus bieti）， and black and white snub-nosed monkey（Rhinopithecus roxellana）
description: The fecal shotgun metagenome data of three kinds of snub-nosed monkeys， which were black snub-nosed monkey （Rhinopithecus strykeri ），golden snub-nosed monkey（Rhinopithecus bieti）， and black and white snub-nosed monkey（Rhinopithecus roxellana）
DOI: 10.57841/casdc.0005289
title: 玉米新品种“科育192”审定相关材料
DOI: 10.57760/sciencedb.j00186.00033
title: Experimental data set for granular flow simulation of blockage accident in metal fast reactor.
title: 颗粒流模拟金属快堆堵流事故实验数据集

description: There are 6 figures submitted in the paper. The first one shows the schematic diagram of the experiment equipment (made by the drawing software) and the six different solid particles used in the experiment. The second picture shows different frames (captured from a high-speed camera) of an experiment. For the third, fourth and fifth figures, each case of experiment was repeated 100 times, and we counted the times of blockage to obtain the blocking probability. The abscissa axis of the six figures involved are respectively particle size, particle static friction coefficient, particle capacity, particle release device diameter, particle release height, particle shape. The vertical axis is the probability of blockage. For the first part of the sixth figure, we took the experiments whose probability of blockage is greater than 50%, then we counted the angle between the center line of the side-by-side particles and the horizontal line of the first 50 experiments of blockage; The second part and the third part are the experimental and schematic diagrams of the angle between the center line of the side-by-side particles and the horizontal line. The uploaded sections here are the figures involved in the third, fourth, fifth figures and the first part of the sixth figure.
description: There are 6 figures submitted in the paper. The first one shows the schematic diagram of the experiment equipment (made by the drawing software) and the six different solid particles used in the experiment. The second picture shows different frames (captured from a high-speed camera) of an experiment. For the third, fourth and fifth figures, each case of experiment was repeated 100 times, and we counted the times of blockage to obtain the blocking probability. The abscissa axis of the six figures involved are respectively particle size, particle static friction coefficient, particle capacity, particle release device diameter, particle release height, particle shape. The vertical axis is the probability of blockage. For the first part of the sixth figure, we took the experiments whose probability of blockage is greater than 50%, then we counted the angle between the center line of the side-by-side particles and the horizontal line of the first 50 experiments of blockage; The second part and the third part are the experimental and schematic diagrams of the angle between the center line of the side-by-side particles and the horizontal line. The uploaded sections here are the figures involved in the third, fourth, fifth figures and the first part of the sixth figure.
DOI: 10.15468/dl.cgdkgx
title: Occurrence Download

description: A dataset containing 92620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Living Specimen, Occurrence evidence)",
 "Continent is Asia",
 "Country is Pakistan",
 "GadmGid is PAK.7_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 92620 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000569-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.j00186.00034
title: HIMM_PS_GATE_simulation
title: HIMM_PS_GATE_simulation

description: The HIMM passive beam delivery method was simulated to explore the influence of different irradiation conditions on secondary neutron dose.This data was processed using ROOT software.
description: The HIMM passive beam delivery method was simulated to explore the influence of different irradiation conditions on secondary neutron dose.This data was processed using ROOT software.
DOI: 10.6084/m9.figshare.25879375
title: MS# 2025JC022801 Model outputs

description: Arabian Gulf regional hydrodynamic simulation outputs
DOI: 10.57760/sciencedb.07333
title: spin precession data of the Ni magnetic moment in an Ni81Fe19 sample
title: Ni81Fe19合金中Ni元素的电子自旋进动数据

description: At the BL07U of SSRF, TR-XFMR experiment was carried out. The energy of X-ray was fixed at the L3 absorption edge of Ni element and adjusted to circularly polarized light. In the experiment, microwave is generated on the surface of the central conductor of CPW, and the microwave triggers the electrons of magnetic elements to perform Larmor precession around the constant magnetic field direction. The component of the spin magnetic moment along the X-ray direction changes periodically, and the absorption intensity of the X-ray also changes accordingly. During each measurement, the delay between pump and probe was changed (in this experiment, the step size was 20ps), that is, the phase difference was constantly changed, the electron spin precession curve is obtained by arranging the signal points measured at different time delays. Each precession curve is measured under a different constant magnetic field. When the amplitude of the curve is maximum, the constant magnetic field approaches the resonance field.
description: At the BL07U of SSRF, TR-XFMR experiment was carried out. The energy of X-ray was fixed at the L3 absorption edge of Ni element and adjusted to circularly polarized light. In the experiment, microwave is generated on the surface of the central conductor of CPW, and the microwave triggers the electrons of magnetic elements to perform Larmor precession around the constant magnetic field direction. The component of the spin magnetic moment along the X-ray direction changes periodically, and the absorption intensity of the X-ray also changes accordingly. During each measurement, the delay between pump and probe was changed (in this experiment, the step size was 20ps), that is, the phase difference was constantly changed, the electron spin precession curve is obtained by arranging the signal points measured at different time delays. Each precession curve is measured under a different constant magnetic field. When the amplitude of the curve is maximum, the constant magnetic field approaches the resonance field.
DOI: 10.57760/sciencedb.07364
title: Performance evaluation of ultra-long lithium heat pipe using an improved lumped parameter model
title: Performance evaluation of ultra-long lithium heat pipe using an improved lumped parameter model

description: The data set is mainly about the parameter change of ultra-long lithium heat pipe under different heating power and the influence analysis of bending and Marangoni effect
description: The data set is mainly about the parameter change of ultra-long lithium heat pipe under different heating power and the influence analysis of bending and Marangoni effect
DOI: 10.57760/sciencedb.j00186.00035
title: THUBrachy: Fast Monte Carlo Tool Accelerated by Heterogeneous Hardware for High Dose Rate Brachytherapy Dose Calculation
title: THUBrachy: Fast Monte Carlo Tool Accelerated by Heterogeneous Hardware for High Dose Rate Brachytherapy Dose Calculation

description: Data corresponding to the paper "THUBrachy: Fast Monte Carlo Tool Accelerated by Heterogeneous Hardware for High Dose Rate Brachytherapy Dose Calculation"Figure 2*.obj files are the data of the comparison between dose distribution calculated by our Monte Carlo code and TG-43.Figure3.fig and figure6.fig are the dose distributions calculated by our code, Geant4 and TG-43 for a clinical case.Figure4.opju is the histogram data of the difference in voxel dose between our Monte Carlo code and Geant4.Figure5.fig and figure7.fig are dose-volume histograms of a clinical case calculated by our Monte Carlo code, Geant4 and TG-43.Figure8.opj is the instruction execution counts of GPU-accelerated, which is generated by a program provided by NVIDIA, nvprof.
description: Data corresponding to the paper "THUBrachy: Fast Monte Carlo Tool Accelerated by Heterogeneous Hardware for High Dose Rate Brachytherapy Dose Calculation"Figure 2*.obj files are the data of the comparison between dose distribution calculated by our Monte Carlo code and TG-43.Figure3.fig and figure6.fig are the dose distributions calculated by our code, Geant4 and TG-43 for a clinical case.Figure4.opju is the histogram data of the difference in voxel dose between our Monte Carlo code and Geant4.Figure5.fig and figure7.fig are dose-volume histograms of a clinical case calculated by our Monte Carlo code, Geant4 and TG-43.Figure8.opj is the instruction execution counts of GPU-accelerated, which is generated by a program provided by NVIDIA, nvprof.
DOI: 10.57760/sciencedb.j00186.00036
title: Semi- empirical and Semi-quantitative Lightweight Shielding Design Algorithm
title: Semi- empirical and Semi-quantitative Lightweight Shielding Design Algorithm

description: ABSTRACT: The lightweight shielding design of small reactors is a popular research topic. Based on a small helium-xenon-cooled solid reactor, the effects of neutron and photon shielding sequence and the number of shielding layers on the radiation dose were first studied. It was found that when photons were shielded first and the number of shielding layers was odd, the radiation dose could be significantly reduced. To reduce the weight of the shielding body, the relative thickness of the shielding layers was optimized using the genetic algorithm. The optimized scheme can reduce the radiation dose by up to 57% and reduce the weight by 11.84%. To determine the total thickness of the shielding layers and avoid the local optimal solution of the genetic algorithm, a series of formulas that describes the relationship between the total thickness and the radiation dose was developed through large-scale calculations. A semi-empirical and semi-quantitative lightweight shielding design algorithm is proposed to integrate the above shielding optimization method that verified by the Monte Carlo method. Finally, a code, SDIC1.0, was developed to achieve the optimized lightweight shielding design for small reactors. It was verified that the difference between the SDIC1.0 and the RMC code is approximately 10% and that the computation time is shortened by 6.3 times.
description: ABSTRACT: The lightweight shielding design of small reactors is a popular research topic. Based on a small helium-xenon-cooled solid reactor, the effects of neutron and photon shielding sequence and the number of shielding layers on the radiation dose were first studied. It was found that when photons were shielded first and the number of shielding layers was odd, the radiation dose could be significantly reduced. To reduce the weight of the shielding body, the relative thickness of the shielding layers was optimized using the genetic algorithm. The optimized scheme can reduce the radiation dose by up to 57% and reduce the weight by 11.84%. To determine the total thickness of the shielding layers and avoid the local optimal solution of the genetic algorithm, a series of formulas that describes the relationship between the total thickness and the radiation dose was developed through large-scale calculations. A semi-empirical and semi-quantitative lightweight shielding design algorithm is proposed to integrate the above shielding optimization method that verified by the Monte Carlo method. Finally, a code, SDIC1.0, was developed to achieve the optimized lightweight shielding design for small reactors. It was verified that the difference between the SDIC1.0 and the RMC code is approximately 10% and that the computation time is shortened by 6.3 times.
DOI: 10.57760/sciencedb.07365
title: The adaptive differential evolution algorithm unfolds the neutron energy spectrum data of the pumped water multilayer concentric sphere neutron energy spectrometer.
title: 自适应差分进化算法展开抽注水多层同心球中子能谱仪的中子能谱数据

description: This dataset mainly contains the data used for graphs in the paper "Unfolding neutron spectra from water-pumping-injection multilayered concentric sphere neutron spectrometer using self-adaptive differential evolution algorithm" , the data format is .opju, which can be opened and edited by originPro drawing software.
description: This dataset mainly contains the data used for graphs in the paper "Unfolding neutron spectra from water-pumping-injection multilayered concentric sphere neutron spectrometer using self-adaptive differential evolution algorithm" , the data format is .opju, which can be opened and edited by originPro drawing software.
DOI: 10.57760/sciencedb.07366
title: Investigation of compression grating misalignment in ultra-high peak power femtosecond laser systems
title: Investigation of compression grating misalignment in ultra-high peak power femtosecond laser systems

description: (1) Local pulse duration stretching factor versus angular chirp(2) Effective pulse duration stretching ratio versus angular chirp(3) Focused intensity degradation versus angular chirp.(4) The focused intensity degradation of SULF-10 PW laser versus compression grating misalignment(5) The focused intensity degradation of 50 PW laser versus compression grating misalignment
description: (1) Local pulse duration stretching factor versus angular chirp(2) Effective pulse duration stretching ratio versus angular chirp(3) Focused intensity degradation versus angular chirp.(4) The focused intensity degradation of SULF-10 PW laser versus compression grating misalignment(5) The focused intensity degradation of 50 PW laser versus compression grating misalignment
DOI: 10.57760/sciencedb.j00133.00231
title: document datasets in XML format and move_classification_dataset.tsv
title: XML 格式的文档数据集 和 预处理后的语步分类数据集

description: Datasets for full-text move recognition of Chinese academic papers（in XML format and TSV format）.
description: Datasets for full-text move recognition of Chinese academic papers（in XML format and TSV format）.
DOI: 10.57760/sciencedb.j00112.00053
title: Sample information and macro bar code analysis data set of Gymnocypris przewalskii
title: 青海湖裸鲤样品信息及宏条形码分析数据集

description: Table 1 (sample information of Gymnocypris przewalskii) is the measured data of experimental samples; Table 2 (18S rDNA metabarcoding data) and Table 3 (rbcL metabarcoding data) are the Meiji biological cloud platform（ https://cloud.majorbio.com ）Raw data obtained 
description: Table 1 (sample information of Gymnocypris przewalskii) is the measured data of experimental samples; Table 2 (18S rDNA metabarcoding data) and Table 3 (rbcL metabarcoding data) are the Meiji biological cloud platform（ https://cloud.majorbio.com ）Raw data obtained
DOI: 10.57760/sciencedb.07367
title: Angular distribution of the 23Na+40Ca elastic scattering
title: 23Na+40Ca弹性散射角分布数据

description: The elastic scattering angular distribution data obtained by bombarding 40CaF2 target with 83.25MeV energy 23Na beam generated by BRIF and 40CaF2 target with 84MeV energy 23Na beam generated by Q3D. 
description: The elastic scattering angular distribution data obtained by bombarding 40CaF2 target with 83.25MeV energy 23Na beam generated by BRIF and 40CaF2 target with 84MeV energy 23Na beam generated by Q3D.
DOI: 10.15468/dl.ywzxb4
title: Occurrence Download

description: A dataset containing 961 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Magnolia salicifolia (Siebold & Zucc.) Maxim.",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 961 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000608-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.07368
title: Design of real-time feedback control of vertical growth rate on EAST
title: Design of real-time feedback control of vertical growth rate on EAST

description: Real-time feedback control of vertical growth rate, called gamma control, has been successfully applied to Experimental Advanced Superconducting Tokamak (EAST). In this paper, this new gamma control method is proposed to regulate vertical growth rate, which is an estimator of plasma vertical instability. So that gamma controller can be utilized to keep the tokamak plasma away from its unstable boundary. In this work, main development process includes three steps: 1) Real-time implementation of model-based vertical growth rate calculation taking advantage of GPU parallel computing capability in real time; 2) Design of plasma shape response for dynamic shape control using a slight modification to plasma boundary; 3) Development of gamma control algorithm integrated into EAST plasma control system (PCS). The experiment verification for gamma control is made in EAST 2019 experiment campaign. It is shown that time evolution of real-time vertical growth rate agrees with target value, meaning that real-time vertical growth rate can be regulated by gamma control.
description: Real-time feedback control of vertical growth rate, called gamma control, has been successfully applied to Experimental Advanced Superconducting Tokamak (EAST). In this paper, this new gamma control method is proposed to regulate vertical growth rate, which is an estimator of plasma vertical instability. So that gamma controller can be utilized to keep the tokamak plasma away from its unstable boundary. In this work, main development process includes three steps: 1) Real-time implementation of model-based vertical growth rate calculation taking advantage of GPU parallel computing capability in real time; 2) Design of plasma shape response for dynamic shape control using a slight modification to plasma boundary; 3) Development of gamma control algorithm integrated into EAST plasma control system (PCS). The experiment verification for gamma control is made in EAST 2019 experiment campaign. It is shown that time evolution of real-time vertical growth rate agrees with target value, meaning that real-time vertical growth rate can be regulated by gamma control.
DOI: 10.15468/dl.2xmasd
title: Occurrence Download

description: A dataset containing 25281 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calliphora vicina Robineau-Desvoidy, 1830"
 ]
}

 The dataset includes 25281 records from 323 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000600-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.