Method for recognizing abnormal operation patterns in hydraulic support machine-following and shifting control by MA Zhitao, FU Xiang, LI Haojie, NIU Penghao, JIA Yifan

“…Data on hydraulic support cylinder stroke and leg pressure were collected. …”
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A Multi-Mode Recognition Method for Broadband Oscillation Based on Compressed Sensing and EEMD by Jinggeng Gao, Honglei Xu, Yong Yang, Haoming Niu, Jinping Liang, Haiying Dong

“…Firstly, the broadband oscillation signal data collected by the phasor measuring unit (PMU) is compressed and sampled by a Gaussian random matrix in the substation, then the low-dimensional data obtained is uploaded to the main station. …”
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A Detection Method for Open–Close States of High-Voltage Disconnector in Smoky Environments by Lujia Wang, Yifan Chen, Jianghao Qi, Kai Zhou, Zhijie He, Lei Jin

“…However, when smoke concentration is high, the quality of collected point cloud data deteriorates, impacting the assessment of the disconnector open–close status. …”
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Insulation Online Monitoring Method for Dry-Type Current Transformers Based on Virtual Voltage by Junjie Zhang, Yu Peng, Xiaohui Hu, Zhipeng Li, Li Yan, Can Ding, Ruihua Zhao

“…Field applications validate the feasibility of the method, with monitoring data fluctuations (±20 μA for the resistive current and ±0.002 for the dielectric loss) meeting engineering requirements. …”
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Driving Mechanisms of the Integration of Ecological Farms and Rural Tourism: A Mixed Method Study by Xia Xiao, Pingan Xiang, Haisong Wang, Maosen Xia

“…On this basis, a measurement scale was designed, and data was collected from 1041 Chinese ecological farms (ecological farm operators) using a structured questionnaire. …”
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Quantitative soil characterization using the frequency domain electromagnetic induction method in heterogeneous fields by G. Mendoza, G. Blanchy, G. Blanchy, E. Van De Vijver, J. Verhegge, J. Verhegge, W. Cornelis, P. De Smedt, P. De Smedt

“…This analysis also highlighted the sensitivity of the minimization method used in FDEM data inversion and the applied pedophysical model. …”
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Multi task detection method for operating status of belt conveyor based on DR-YOLOM by Yongan LI, Tengjie CHEN, Hongwei WANG, Zhihao ZHANG

“…Finally, in order to verify the practicality of the DR-YOLOM algorithm, an inspection robot was used to collect video data in the laboratory, and the DR-YOLOM multi task detection algorithm was used to detect the collected video data. …”
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Assessment of surgical capacity and productivity in high-volume Ethiopian hospitals: mixed method study by Amare Hailekiros Gebregzi, Elubabor Buno Teko, Abiy Dawit Tantu, Natinael Tesfaye Jale, Genanaw Kassie Getahun, Yohannes Molla Asemu

“…Data were collected through structured document reviews, site observations, and interviews using a validated WHO-aligned tool. …”
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Prediction of the Control Effect of Fractured Leakage in Unconventional Reservoirs Using Machine Learning Method by Lei Pu, Jianjian Song, Mingbiao Xu, Jun Zhou, Peng Xu, Shanshan Zhou

“…The training was carried out based on the collected field data, the appropriate activation function was set, and the deep well network structure was optimized. …”
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The Effectiveness of Interpersonal Communication Through Coaching Method For Employee In RSUD R. Syamsudin, SH by Widiana Latifah, Nani Nurani Muksin

“…Data were collected through in-depth interviews with two coaches and one coachee. …”
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Estimation of Midblock Median Opening U-Turn Roadway Capacity Based on Sectioning Method by Johnnie Ben-Edigbe

“…Surveyed U-turn roadway was divided into three sections (entry, middle curve, and exit). Traffic data for each section and adjoining priority traffic stream were collected continually for eight weeks. …”
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Development of a Patient Safety Incident Reporting System using the Agile Development Method by Muhammad Khoirul Anam, Yani Parti Astuti, Ahmad Hasan Mubarok

“…The uniqueness of the system lies in the integration of the Agile approach with the Laravel architecture, which enables rapid, modular, and participatory development. Data were collected through interviews, questionnaires, and literature reviews, and analyzed using the PIECES framework. …”
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Based on PCA and SSA-LightGBM oil-immersed transformer fault diagnosis method. by Jizhong Wang, Jianfei Chi, Yeqiang Ding, Haiyan Yao, Qiang Guo

“…Firstly, data on dissolved gases in oil is collected, and a 17 dimensional fault feature matrix is constructed using the uncoded ratio method. …”
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An efficient leukemia prediction method using machine learning and deep learning with selected features. by Mahwish Ilyas, Muhammad Ramzan, Mohamed Deriche, Khalid Mahmood, Anam Naz

“…This study has a classification accuracy of 96.15% using Random Fores, 92.30 using Linear Regression, 96.15% using SVM, and 100% using LSTM. Deep learning methods have been shown to outperform traditional methods in leukemia gene classification by utilizing specific features.…”
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Effect of Tillage Method and Mulch Application on Growth and Yield of Green Gram in Semiarid Kenya by Robert O. Hakim, Josiah. M. Kinama, Onesmus M. Kitonyo, George N Chemining’wa

“…Subplots were mulched plots with plant residue (3 t·ha−1) and plots without mulch applied (0 t·ha−1) and in the sub-subplots were two green gram varieties (N26 and KS20). Data was collected on plant height, number of primary branches, root biomass, shoot biomass, number of pods per plant, number of seeds per pod, 1000 seed weight, grain weight (t·ha1), and harvest index. …”
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Acoustic Wave Time Difference Acquisition and Extraction Method in Oversized Wellbore and Unconsolidated Stratum by LIN Jingqi, ZHOU Jufeng, CAO Zhifeng, ZHANG Hao, LUO Xingping, CHEN Huayong

“…Through the frequency filtering of shear wave signal and direct wave signal, the processing parameters of waveform window, time difference search window length and time difference search offset are determined to make the P-wave signal the strongest, and the leakage P-wave is separated from the original dipole S-wave waveform, so as to extract the acoustic time difference of the unconsolidated stratum. Using this method, dipole acoustic wave data of 12 wells in super-large and unconsolidated stratum in the southern margin of Junggar basin are successfully collected, and the P-wave time difference is extracted. …”
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A wheat seedling counting method based on two-stage convolutional neural network by Menghan Li, Lijie Zhang, Chunshan Wang, Chunjiang Zhao, Libo Li, Dongxiao Li, Yaxuan Xu

“…Firstly, after labelling wheat seedlings with laser, the image data was collected using a self-developed data acquisition device. …”
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Method to develop social impact pathways: A case on carbon- and steel reinforced concrete by Alexandra Weniger, Arij Mohamad Radwan Omar Chabrawi, Marzia Traverso

“…To advance IP application, a new approach by using structural equation modeling (SEM) to develop IP is presented in this research. Primary data was collected by questioning workers based on 8 inventory indicators for 3 social subcategories. …”
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Effectiveness of Eye Movement Desensitization and Reprocessing-EMDR Method in Patients with Chronic Subjective Tinnitus by Fatih Bal, Muzaffer Kırış

“…The study’s dependent variable was the tinnitus levels of the participants, and the independent variable was EMDR and the Masking method. The dependent variable data of the study was collected with the Visual Analog Scale and Tinnitus Handicap Inventory (THI). …”
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QUANTITATIVE ESTIMATION OF VOLUMETRIC ICE CONTENT IN FROZEN GROUND BY DIPOLE ELECTROMAGNETIC PROFILING METHOD by L. G. Neradovskiy

“…This task is simplified if not all the characteristics of the polarization ellipse are measured but the only one which is the vertical component of the dipole field and can be the most easily measured. Collected data of the measurements were used to analyze the computational errors of the average values of the volumetric ice content from the amplitude attenuation of the vertical component of the dipole field. …”
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