A structural health monitoring data reconstruction method based on VMD and SSA-optimized GRU model by Xiaoliang Jia, Guoyan Zhang, Zhiqiang Wang, Huacong Li, Jing Hu, Songlin Zhu, Caiwei Liu

“…To validate the effectiveness of this method, we utilized one month of monitoring data collected from a certain project and a publicly available dataset. …”
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Data-Driven Optimization Method for Recurrent Neural Network Algorithm: Greenhouse Internal Temperature Prediction Model by Kwang Cheol Oh, Sunyong Park, Seok Jun Kim, La Hoon Cho, Chung Geon Lee, Dae Hyun Kim

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Using Machine Learning Method for Variable Star Classification Using the TESS Sectors 1–57 Data by Li-Heng Wang, Kai Li, Xiang Gao, Ya-Ni Guo, Guo-You Sun

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A Progressive Noise Removal Method for ICESat-2 Data Based on Terrain Slope Adaptive Calculation by Z. Hui, Z. Hui, Z. Hui, L. Zhang, L. Zhang, L. Zhang, Y. Chen, P. Cheng, P. Cheng, P. Cheng, Y. Xia, Y. Xia, Y. Xia, T. Hui, Z. Huang

“…The ICESat-2, the satellite-borne photon-counting laser altimeter, has a wide range of applications. However, the data collected by ICESat-2 are often affected by high levels of noise photons. …”
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A Deep Learning-Based Echo Extrapolation Method by Fusing Radar Mosaic and RMAPS-NOW Data by Shanhao Wang, Zhiqun Hu, Fuzeng Wang, Ruiting Liu, Lirong Wang, Jiexin Chen

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METHODOLOGICAL HURDLES IN CAPTURING CMC DATA: THE CASE OF THE MISSING SELF-REPAIR by Bryan Smith

“…The first goal sought to establish how potential interpretations of CMC data may be very different depending on the method of data collection and evaluation employed. …”
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Sm-Nd Isotope Data Compilation from Geoscientific Literature Using an Automated Tabular Extraction Method by Zhixin Guo, Tao Wang, Chaoyang Wang, Jianping Zhou, Guanjie Zheng, Xinbing Wang, Chenghu Zhou

“…In response, we present an automated tabular extraction method for harvesting tabular geoscience data. We collect 10,624 Sm-Nd data entries from 9,138 tables in over 20,000 geoscience publications using this method. …”
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Encrypted Search Method for Cloud Computing Data Under Attack Based on TF-IDF and Apriori Algorithm by Demei Mao, Mingzhu Wang

“…Finally, the security of the scheme is verified from the aspects of semantic security, effici this paper designsency, data integrity, etc. The results showed that the data encryption time of MKSE and TRSE methods increased gradually with the increase in document collection storage. …”
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Method for Preprocessing Video Data for Training Deep-Learning Models for Identifying Behavioral Events in Bio-Objects by Marina Barulina, Alexander Andreev, Ilya Kovalenko, Ilya Barmin, Eduard Titov, Danil Kirillov

“…This article proposes a method for preprocessing data to identify the behavior of a bio-object, a clear example of which is experiments on laboratory animals with the collection of video data. …”
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An Adaptive Window Size Selection Method for Differentially Private Data Publishing over Infinite Trajectory Stream by Geonhyoung Jo, Kangsoo Jung, Seog Park

“…We show that the proposed method improves the data utility, while satisfying the equal level of differential privacy as compared with the existing method through experiments that is designed based on real-world road network.…”
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A Field data- based method to determine the pressure-burst relationships in urban water distribution networks by Yasaman Taj Abadi, Mohamadreza Jalili Ghazizade, Iman Moslehi

“…Therefore, the development of models to predict precisely failure based on effective factors is necessary to achieve optimal leakage management in water distribution networks. Materials and methods: In the present study, using a developed model and Pressure and burst field data analysis in urban water distribution network, the relationship between pressure and burst rate for a district of Tehran has been determined. …”
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Wastewater-based epidemiology: deriving a SARS-CoV-2 data validation method to assess data quality and to improve trend recognition by Cristina J. Saravia, Peter Pütz, Christian Wurzbacher, Anna Uchaikina, Jörg E. Drewes, Ulrike Braun, Claus Gerhard Bannick, Nathan Obermaier

“…Multiple effects such as precipitation events or industrial discharges might affect the quantification of SARS-CoV-2 concentrations. Hence, analysing data from more than 150 wastewater treatment plants (WWTP) in Germany necessitates an automated and reliable method to evaluate data validity, identify potential extreme events, and, if possible, improve overall data quality.MethodsWe developed a method that first categorises the data quality of WWTPs and corresponding laboratories based on the number of outliers in the reproduction rate as well as the number of implausible inflection points within the SARS-CoV-2 time series. …”
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Web text mining method based on subtopic selection and three-level stratified structure by Yuzhen SHI, Donghong SHAN

“…As the problem of fuzzy inquiry and data sparseness cased by intention gap between users and queries,according to the ranking list of possible subtopic from popularity and diversity,subtopic selection and sorting of stratified structure were used for web text mining.Firstly,on the basic of noun phrase and substitute of part query,a simple model was used to extract a variety of related phrases as candidate subtopic.Then,related documents of a web document collection were used to build three-level stratified structure of candidate subtopic.Finally,considering popularity and diversity,the stratified structure and estimated popularity were applied for sorting.Based on 100 Japanese queries from NTCIR-9 library,100 English queries from TREC 2009 library and network tracking diversity task,experiments verify that the proposed method can be effectively applied to a variety of search,and the proposed mining is better than external resources for high ranking subtopics.…”
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Seasonal footprints on ecological time series and jumps in dynamic states of protein configurations from a nonlinear forecasting method characterization by Leonardo Reyes, Kilver Campos, Gilberto D Avendaño, Lenin González-Paz, Alejandro Vivas, Ysaías J Alvarado, Saúl Flores

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Simple DNA extraction for museum beetle specimens to unlock genetic data from historical collections by Hathal M. Al-Dhafer, Raju Balaji, Mahmoud S. Abdel-Dayem, Iftekhar Rasool, Amr Mohamed, Senthilkumar Palanisamy

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A Comparative Analysis of Manual and Computer Constant Comparison Methods: Using Data from a Constructivist Inquiry of Experiences Working with Ethnic Agencies by Suzie Weng

“… A dilemma one may face in analyzing qualitative data is whether to use a manual approach with index cards or a computer data management tool like ATLAS.ti.  This paper compares the two approaches in organizing and analyzing data using the same data set.  The data were collected and first analyzed in a constructivist inquiry course according to the methods laid out by Rodwell (1998).  This process involved unitizing data onto index cards and these cards were then sorted into categories during the constant comparison process.  Later, the same data were linked to ATLAS.ti where they were unitized and categorized simultaneously.  Constant comparison took place when all the data were coded.  A comparison of the two methods allowed the author to determine the strengths and limitations for the various stages of constant comparison. …”
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Comparing Sound-based Sentence Method and Analysis Method in Literacy Education by H. İsmail ARSLANTAŞ, Mustafa CİNOĞLU

“…The study was conducted with 30 classroom teachers selected from 10 primary schools in Kilis province center in 2008-2009 education year. Survey method and informal interview were used for data collection. …”
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Applying Global Databases to Foresight for Energy and Land Use: the GCDB method by Gilbert Ahamer

“…The author believes that the application of the GCDB method will increase the objectivity of the collected data, enrich the knowledge in the field of «growth theory», expand the knowledge base, and increase the efficiency of public policy related to climate change. …”
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Method for Using Rubric Ratings on Fishbone Diagrams to Compare Case Studies by Melinda E. Davey, Jonathan A. Morell

“…Research design: Multiple comparative case study, Ishikawa root and contributing cause modeling, evaluative rubric scoring, and data visualization techniques. Data collection & analysis: Interview data were collected from four pilot railroad sites, each of which participated in a five-year test of C3RS. …”
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Ancillary Asset Data Management in State Departments of Transportation: Enhancing Current Trends in Data Collection, Management, and Utilization by A. Khoshkenar, H. Nassereddine, B. Ramadan, R. Catchings, G. Dadi

“…The research examines how state DoTs collect, manage, and utilize data for 38 different ancillary asset classes which reveals quite significant variations in data collection methods, frequency, repository management, and updating processes across different asset types and state DoTs. …”
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