cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.07068
title: Knowledge-based and Data-driven Integrating Methodologies for Collective Intelligence Decision Making: A Survey
title: 知识和数据协同驱动的群体智能决策方法研究综述

description: Collective intelligence (CI) shows promising application prospects. Current research methodologies of intelligent decision making for CI systems can be categorized as knowledge-based and data-driven methods, bothshowing inherent advantages and disadvantages. Therefore, we claim that integrating knowledge-based and datadriven paradigms offers a new and prospective research direction. In this paper, possible methods of this integration are systematically introduced, and all of these methods are classified into a framework level and an algorithm level. Specifically, the methods integrated in the algorithm level are further categorized as hierarchical and componentized methods. In the hierarchical taxonomy, neural network tree, genetic fuzzy tree, and hierarchical reinforcement learning are included. In the componentized taxonomy, knowledge enhanced data-driven, data optimized knowledgedriven, and complementary knowledge and data driven methods are introduced. Finally, several future research priorities on the knowledge-based and data-driven integrating paradigms are proposed for the considerations of theoretical development and application requirement.
description: Collective intelligence (CI) shows promising application prospects. Current research methodologies of intelligent decision making for CI systems can be categorized as knowledge-based and data-driven methods, bothshowing inherent advantages and disadvantages. Therefore, we claim that integrating knowledge-based and datadriven paradigms offers a new and prospective research direction. In this paper, possible methods of this integration are systematically introduced, and all of these methods are classified into a framework level and an algorithm level. Specifically, the methods integrated in the algorithm level are further categorized as hierarchical and componentized methods. In the hierarchical taxonomy, neural network tree, genetic fuzzy tree, and hierarchical reinforcement learning are included. In the componentized taxonomy, knowledge enhanced data-driven, data optimized knowledgedriven, and complementary knowledge and data driven methods are introduced. Finally, several future research priorities on the knowledge-based and data-driven integrating paradigms are proposed for the considerations of theoretical development and application requirement.
DOI: 10.57760/sciencedb.07067
title: Review of Root Cause Diagnosis and Propagation Path Identification Techniques for Faults in Industrial Processes
title: 工业过程故障根源诊断与传播路径识别技术综述

description: Root cause diagnosis and propagation path identification are the key issues under fault diagnosis framework,which are effective means to guarantee safety production and obtain reliable product quality for industrial processes, and thus, have recently become active areas of process control field. Research of these two techniques not only enriches the fault diagnosis theory, but also has important significance for promotion and application of fault diagnosis technology in actual projects. In this paper, the basic ideas, application conditions, advantages, as well asdisadvantages of knowledge based, data based and joint knowledge and data based methods are illustrated.Moreover, research status of related methods is classified and summarized. Finally, some urgent problems and future directions in this field are discussed, including: 1) Root cause diagnosis and propagation path identification under three-dimensional perspective; 2) Manufacturing big data analysis and causality mining based accurate qualitytracing; 3) Distributed diagnosis for propagative, coupled, and concurrent multiple faults; 4) Multi-source eterogeneous dynamic information fusion based timespace traceability visualization for abnormal conditions.
description: Root cause diagnosis and propagation path identification are the key issues under fault diagnosis framework,which are effective means to guarantee safety production and obtain reliable product quality for industrial processes, and thus, have recently become active areas of process control field. Research of these two techniques not only enriches the fault diagnosis theory, but also has important significance for promotion and application of fault diagnosis technology in actual projects. In this paper, the basic ideas, application conditions, advantages, as well asdisadvantages of knowledge based, data based and joint knowledge and data based methods are illustrated.Moreover, research status of related methods is classified and summarized. Finally, some urgent problems and future directions in this field are discussed, including: 1) Root cause diagnosis and propagation path identification under three-dimensional perspective; 2) Manufacturing big data analysis and causality mining based accurate qualitytracing; 3) Distributed diagnosis for propagative, coupled, and concurrent multiple faults; 4) Multi-source eterogeneous dynamic information fusion based timespace traceability visualization for abnormal conditions.
DOI: 10.57760/sciencedb.07062
title: Picture and Table for Prescribed Performance Control of Redundantly-actuated Cable Driving Parallel Robots Subjected to Output Constraint
title: 考虑输出约束的冗余驱动绳索并联机器人预设性能控制论文图表

description: The kinematics parameters, inertia parameters and controller parameters of the robot used in the simulation are given in the paper. Based on the control algorithm proposed in the paper, the MATLAB/SIMULINK software is used for simulation research, and the position and angle tracking error, speed tracking error, driving torque and its difference value, cable tension, adaptive term coefficient, sliding surface value are obtained, which are displayed in the paper in picture format.
description: The kinematics parameters, inertia parameters and controller parameters of the robot used in the simulation are given in the paper. Based on the control algorithm proposed in the paper, the MATLAB/SIMULINK software is used for simulation research, and the position and angle tracking error, speed tracking error, driving torque and its difference value, cable tension, adaptive term coefficient, sliding surface value are obtained, which are displayed in the paper in picture format.
DOI: 10.57760/sciencedb.07066
title: Research Advances and Prospects of Eye Tracking
title: 眼动跟踪研究进展与展望

description: Research Advances and Prospects of Eye Tracking
description: Research Advances and Prospects of Eye Tracking
DOI: 10.57760/sciencedb.07540
title: A Grid Reconstruction Learning Model for Chromosome Classification
title: 基于网格重构学习的染色体分类模型

description: In this paper, experiments and analyses were performed on three chromosome public libraries: G-band, FISH images and Q-band. The band image library contains 2,986 chromosome images from 65 cells (33 males and 32 females) stained with Giemsa dye, with an original size of 224×224 pixels. 224 pixels, which were directly adjusted to 448×456 pixels by bilinear interpolation, showing a clearer pattern of dark and light bands along the chromosome central axis. The FISH image library contains 4,184 chromosome images from 91 cells (30 males and 61 females) imaged by fluorescence staining, with the original image size of 100×200 pixels, firstly expanded to 224×224 pixels by complementary 0, and then adjusted to 448×456 pixels by bilinear interpolation, without banding markers. The Q-band image library contains 5,474 images of 119 cells (45 males and 74 females) stained with quinacrine fluorescent dyes of different sizes, which were first filled to 224×224 pixels and then adjusted to 448×456 pixels by bilinear interpolation, and the chromosomes in this set of images showed different light and dark bands.
description: In this paper, experiments and analyses were performed on three chromosome public libraries: G-band, FISH images and Q-band. The band image library contains 2,986 chromosome images from 65 cells (33 males and 32 females) stained with Giemsa dye, with an original size of 224×224 pixels. 224 pixels, which were directly adjusted to 448×456 pixels by bilinear interpolation, showing a clearer pattern of dark and light bands along the chromosome central axis. The FISH image library contains 4,184 chromosome images from 91 cells (30 males and 61 females) imaged by fluorescence staining, with the original image size of 100×200 pixels, firstly expanded to 224×224 pixels by complementary 0, and then adjusted to 448×456 pixels by bilinear interpolation, without banding markers. The Q-band image library contains 5,474 images of 119 cells (45 males and 74 females) stained with quinacrine fluorescent dyes of different sizes, which were first filled to 224×224 pixels and then adjusted to 448×456 pixels by bilinear interpolation, and the chromosomes in this set of images showed different light and dark bands.
DOI: 10.5281/zenodo.15290821
title: ПРОБЛЕМЫ ИЗУЧЕНИЯ ЛЕКСИКИ РУССКОГО ЯЗЫКА У СТУДЕНТОВ ПО СПЕЦИАЛЬНОСТИ "ФИЗИЧЕСКАЯ КУЛЬТУРА" В ВЫСШИХ УЧЕБНЫХ ЗАВЕДЕНИЯХ УЗБЕКИСТАНА".
DOI: 10.5281/zenodo.15290822
title: ПРОБЛЕМЫ ИЗУЧЕНИЯ ЛЕКСИКИ РУССКОГО ЯЗЫКА У СТУДЕНТОВ ПО СПЕЦИАЛЬНОСТИ "ФИЗИЧЕСКАЯ КУЛЬТУРА" В ВЫСШИХ УЧЕБНЫХ ЗАВЕДЕНИЯХ УЗБЕКИСТАНА".
DOI: 10.57760/sciencedb.07064
title: Data of the optical simulation experiment
title: Data of the optical simulation experiment

description: We perform optical simulations of the coherent evolution of an atomic wavepacket under the action of a double standing-wave light pulse. Predicted population oscillations in [J. Opt. Soc. Am. B 39, 3012 (2022)] was observed, and the beam divergence angle was obtained by fitting the data. Here we present experimental images obtained with a CCD camera.
description: We perform optical simulations of the coherent evolution of an atomic wavepacket under the action of a double standing-wave light pulse. Predicted population oscillations in [J. Opt. Soc. Am. B 39, 3012 (2022)] was observed, and the beam divergence angle was obtained by fitting the data. Here we present experimental images obtained with a CCD camera.
DOI: 10.57760/sciencedb.07065
title: Tennessee-Eastman Process Data
title: 田纳西−伊斯曼化工过程数据

description: Tennessee Eastman Process (TEP) is a chemical process test simulation platform. The simulation model is widely used in the testing of process monitoring methods. The process flow of TEP includes five main modules: reactor, condenser, compressor, separator and stripper; There are 8 components, the products G, H and by-product F which are formed by the reaction of four reactants A, C, D, E and inert substance B. 53 variables are collected in TEP, including 41 measurement variables and 12 manipulation variables (XMV 1-12). The measured variables include 22 process variables (XMEAS 1-22) and 19 component variables (XMEAS 23-41). There are 21 fault models in TEP to simulate actual industrial process faults. The training data set consists of 960 normal samples, and the test data set consists of 960 samples, of which the first 160 are normal samples and the last 800 are fault samples. This data model can inject faults to generate data of different fault degrees.
description: Tennessee Eastman Process (TEP) is a chemical process test simulation platform. The simulation model is widely used in the testing of process monitoring methods. The process flow of TEP includes five main modules: reactor, condenser, compressor, separator and stripper; There are 8 components, the products G, H and by-product F which are formed by the reaction of four reactants A, C, D, E and inert substance B. 53 variables are collected in TEP, including 41 measurement variables and 12 manipulation variables (XMV 1-12). The measured variables include 22 process variables (XMEAS 1-22) and 19 component variables (XMEAS 23-41). There are 21 fault models in TEP to simulate actual industrial process faults. The training data set consists of 960 normal samples, and the test data set consists of 960 samples, of which the first 160 are normal samples and the last 800 are fault samples. This data model can inject faults to generate data of different fault degrees.
DOI: 10.57760/sciencedb.j00133.00207
title: 实验数据集
title: 实验数据集

description: 三个公开的数据集。
description: 三个公开的数据集。
DOI: 10.57760/sciencedb.07071
title: Data set of dynamic responses of tin oxide sensors to concentration gradients of various VOC gases
title: 氧化锡传感器对多种VOC气体的浓度梯度动态响应数据集

description: The rectangular wave with cycle of 50s, duty ratio of 60% and temperature range of 120℃-350℃ was used to test the dynamic response gradient signals of 5ppm, 10 ppm, 50ppm, 100 PPM, 200ppm, 300ppm, 400ppm of acetone, formaldehyde, formic acid, butyl acetate and ethanol. For different gases, the characteristic peaks of their response curves appear in different positions. For the response of the same gas at different concentrations, their response curves move in the same direction but have different amplitudes. The location and amplitude of the characteristic peak are the important characteristics for us to judge the type and concentration of gas. In the concentration gradient test, a total of 831 samples were obtained.
description: The rectangular wave with cycle of 50s, duty ratio of 60% and temperature range of 120℃-350℃ was used to test the dynamic response gradient signals of 5ppm, 10 ppm, 50ppm, 100 PPM, 200ppm, 300ppm, 400ppm of acetone, formaldehyde, formic acid, butyl acetate and ethanol. For different gases, the characteristic peaks of their response curves appear in different positions. For the response of the same gas at different concentrations, their response curves move in the same direction but have different amplitudes. The location and amplitude of the characteristic peak are the important characteristics for us to judge the type and concentration of gas. In the concentration gradient test, a total of 831 samples were obtained.
DOI: 10.57760/sciencedb.j00133.00208
title: Experimental results
title: 对比实验结果

description: This document inculdes the vavious evaluation results of each comparison method under different datasets.
description: This document inculdes the vavious evaluation results of each comparison method under different datasets.
DOI: 10.57760/sciencedb.07074
title: Magnetic data of [(CH3)4N]2[Cu(mu-C2O4)(C2O4)]H2O
title: Magnetic data of [(CH3)4N]2[Cu(mu-C2O4)(C2O4)]H2O

description: Magnetic data of a one-dimensional ferromagnetic chain
description: Magnetic data of a one-dimensional ferromagnetic chain
DOI: 10.57760/sciencedb.07075
title: Clinical features mucoepidermoid carcinoma of lacrimal gland: An analysis of 24 cases
title: 《24例泪腺黏液表皮样癌的临床特征分析》中的数据

description: The clinical image and pathological data of 24 patients with lacrimal gland MEC confirmed in the Third Medical Center of Chinese PLA General Hospital from January 2010 to December 2021.
description: The clinical image and pathological data of 24 patients with lacrimal gland MEC confirmed in the Third Medical Center of Chinese PLA General Hospital from January 2010 to December 2021.
DOI: 10.57760/sciencedb.j00133.00209
title: Semantic drift experimental data
title: Semantic drift experimental data

description: There are three parts of data:1. Frequency, definition and subject data of domain terms2. Manually label DT Concentration dataset3. Semantic drift calculation and clustering result data
description: There are three parts of data:1. Frequency, definition and subject data of domain terms2. Manually label DT Concentration dataset3. Semantic drift calculation and clustering result data
DOI: 10.57760/sciencedb.o00119.00071
title: A dataset of carbon and water fluxes in the winter wheat and summer maize rotation ecosystem at Gucheng Station (2020–2022)
title: 2020-2022年固城站农田生态系统碳水通量观测数据集

description: Hebei Gucheng Agricultural Meteorology National Observation and Research Station (Gucheng Station) is one of the national field scientific observation and research stations approved by the Ministry of Science and Technology (MOST). It is located in the irrigated high-yield agricultural area in the northern part of the North China Plain, and it is a typical North China winter wheat-summer maize rotation system. Based on the eddy covariance technique, the observation of cropland ecosystem carbon and water fluxes has been carried out in Gucheng Station for a long time. Following the ChinaFLUX data processing protocols, this dataset collected the carbon and water fluxes and auxiliary meteorological environment observations of winter wheat and summer maize rotation ecosystem in Gucheng station from 2020 to 2022, forming a standardized dataset. This dataset has important scientific significance and practical application value in the assessment of farmland ecosystem carbon budget, water resources utilization, and the mitigation of the impact of adverse meteorological conditions on farmland ecosystems and agricultural production.
description: Hebei Gucheng Agricultural Meteorology National Observation and Research Station (Gucheng Station) is one of the national field scientific observation and research stations approved by the Ministry of Science and Technology (MOST). It is located in the irrigated high-yield agricultural area in the northern part of the North China Plain, and it is a typical North China winter wheat-summer maize rotation system. Based on the eddy covariance technique, the observation of cropland ecosystem carbon and water fluxes has been carried out in Gucheng Station for a long time. Following the ChinaFLUX data processing protocols, this dataset collected the carbon and water fluxes and auxiliary meteorological environment observations of winter wheat and summer maize rotation ecosystem in Gucheng station from 2020 to 2022, forming a standardized dataset. This dataset has important scientific significance and practical application value in the assessment of farmland ecosystem carbon budget, water resources utilization, and the mitigation of the impact of adverse meteorological conditions on farmland ecosystems and agricultural production.
DOI: 10.57760/sciencedb.07078
title: Angle amplifier in 2D beam scanning system based on peristrophic multiplexed volume Bragg gratings
title: Angle amplifier in 2D beam scanning system based on peristrophic multiplexed volume Bragg gratings

description: In this paper, a 2D angle amplifier based on peristrophic multiplexed volume Bragg gratings is designed and prepared, in which a calculation method is firstly proposed to optimize the number of channels to a minimum. The induction of peristrophic multiplexing reduces the performance difference in one bulk of grating whereas no need to deliberately optimize the fabrication process. It is revealed that a discrete 2D angle deflection range of ±30° is obtained and the relative diffraction efficiency of all the grating channels reaches more than 55% with a Root-Mean-Square deviation of less than 3.4% in the same grating. The deviation of the Bragg incident and exit angle from the expected values is less than 0.07°. It is believed that the proposed 2D angle amplifier has the potential to realize high-performance and large-angle beam steering in high-power laser beam scanning systems.
description: In this paper, a 2D angle amplifier based on peristrophic multiplexed volume Bragg gratings is designed and prepared, in which a calculation method is firstly proposed to optimize the number of channels to a minimum. The induction of peristrophic multiplexing reduces the performance difference in one bulk of grating whereas no need to deliberately optimize the fabrication process. It is revealed that a discrete 2D angle deflection range of ±30° is obtained and the relative diffraction efficiency of all the grating channels reaches more than 55% with a Root-Mean-Square deviation of less than 3.4% in the same grating. The deviation of the Bragg incident and exit angle from the expected values is less than 0.07°. It is believed that the proposed 2D angle amplifier has the potential to realize high-performance and large-angle beam steering in high-power laser beam scanning systems.
DOI: 10.57760/sciencedb.j00133.00210
title: Data of the Baidu Index of the Beijing Winter Olympics
title: 北京冬奥会百度指数数据

description: Various ice and snow sports events and equipment required for people to participate in ice and snow sports were selected as keywords, and the relevant Baidu index changes in the period before and after the Beijing Winter Olympics (February 1 to March 31, 2022) were collected to test the impact of ice and snow events on social concern and social participation.
description: Various ice and snow sports events and equipment required for people to participate in ice and snow sports were selected as keywords, and the relevant Baidu index changes in the period before and after the Beijing Winter Olympics (February 1 to March 31, 2022) were collected to test the impact of ice and snow events on social concern and social participation.
DOI: 10.57760/sciencedb.07080
title: Experimental Results & T-Test Dataset
title: 试验结果及配对样本t检验数据

description: This dataset includes experimental results on the combination of text representation and basic neural network modules,  T-Test for word embedding models and T-Test for model structures, which refer to the paper named "Analysis of Neural Network Modules for Named Entity Recognition of Chinese Medical Texts".
description: This dataset includes experimental results on the combination of text representation and basic neural network modules,  T-Test for word embedding models and T-Test for model structures, which refer to the paper named "Analysis of Neural Network Modules for Named Entity Recognition of Chinese Medical Texts".
DOI: 10.57760/sciencedb.07082
title: A dataset of PIN5 is involved in regulating NH4+ efflux and primary root growth under high-ammonium stress via mediating intracellular auxin transport
title: A dataset of PIN5 is involved in regulating NH4+ efflux and primary root growth under high-ammonium stress via mediating intracellular auxin transport

description: We measure the root length of Col, pin5 and PIN5ox grown on control and high NH4+ medium with or without vanadate by using ImageJ. Furthermore, we also determine the IAA and IAA conjugates content by HPLC and measure the NH4+ and H+ fluxes by NMT system.
description: We measure the root length of Col, pin5 and PIN5ox grown on control and high NH4+ medium with or without vanadate by using ImageJ. Furthermore, we also determine the IAA and IAA conjugates content by HPLC and measure the NH4+ and H+ fluxes by NMT system.
DOI: 10.57760/sciencedb.07083
title: Virtual job embeddedness, Informal Interaction and Maker Innovation Performance of Digital Innovation Communities
title: Virtual job embeddedness, Informal Interaction and Maker Innovation Performance of Digital Innovation Communities

description: none
description: none
DOI: 10.15468/dl.tgkuu9
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Arborophila rufipectus Boulton, 1932",
 "Year 2000-2025"
 ]
}

 The dataset includes 100 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000581-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.