NSTL国家科技图书文献中心

1. Soft Sensor Modeling of Acrylic Acid Yield Based on Autoencoder Long Short‐Term Memory Neural Network of Savitzky–Golay and ReliefF Algorithm NSTL国家科技图书文献中心

Shuting Liu | Wenbo Zhang ... - 《Journal of Chemometrics》 - 2025,39(1) - n/a～n/a - 共15页

摘要： Savitzky–Golay and ReliefF* method is presented in this* | measurement. Then, ReliefF* algorithm is developed to* | ABSTRACT Acrylic acid yield (AAY) is a key | quality index in production process of acrylic acid | . Meanwhile, AAY has been considered as direct

关键词： acrylic acid yield | long short‐term memory | ReliefF | Savitzky–Golay

2. Prediction of SO 2 concentration at desulfurization outlet of thermal power units based on reliefF-SC and ISAO-ARELM NSTL国家科技图书文献中心

Dong, Ze | Zhao, Xinxin ... - 《Measurement Science & Technology》 - 2025,36(1) - 1～13 - 共13页

摘要： algorithm ReliefF-SC and the improved snow ablation | variables are compensated and the ReliefF-SC algorithm | The flue gas desulfurization (FGD) system of | thermal power units operates under complex conditions | and exhibits significant nonlinearity. Establishing

关键词： flue gas desulfurization (FGD) | feature selection | extreme learning machine (ELM) | SO2 concentration prediction | snow ablation optimizer(SAO)

3. Evaluation of an Image-based Classification Model to Identify Glioma Subtypes Using Arterial Spin Labeling Perfusion MRI On the Publicly Available UCSF Glioma Dataset NSTL国家科技图书文献中心

Amador, K. | Kniep, H.... - 《Clinical neuroradiology.》 - 2025,35(1) - 151～158 - 共8页

摘要： framework consisting of ReliefF* feature ranking and* | PurposeGlioma is a complex cancer comprising | various subtypes and mutations, which may have different | metabolic characteristics that can potentially be | investigated and identified using perfusion imaging

关键词： Glioma | Radiomics | Arterial Spin Labeling | ReliefF | Logistic model tree

4. Evolutionary LightGBM-Based Intrusion Detection System for IoT Networks NSTL国家科技图书文献中心

Khushi Singal | Nisha Kandhoul ... - 《International journal of communication systems》 - 2025,38(5) - e70031.1～e70031.10 - 共10页

摘要： IoT data, ReliefF* algorithm for feature selection* | With the rapid growth of the Internet of | Things (IoT), securing interconnected devices is | becoming increasingly critical. This paper introduces the | LightShield intrusion detection system (IDS) to enhance

关键词： anomaly detection | intrusion detection | internet of things (IoT) | LightShield IDS | ReliefF algorithm | security

5. A feature extraction method for rotating machinery fault diagnosis based on a multiscale entropy fusion strategy and GA-RL-LDA model NSTL国家科技图书文献中心

Na,Lu | Zhongliang,Li ... - 《Soft computing》 - 2025,29(3) - 1747～1765 - 共19页

摘要： feature set. Then, based on the ReliefF* algorithm and* | Abstract Aiming at the problems of information | loss, feature redundancy and unsatisfactory diagnosis | accuracy when using traditional multiscale entropy | methods and feature reduction methods to diagnose

关键词： Multiscale entropy | Feature extraction | ReliefF algorithm | Laplacian score | Linear discriminant analysis | Fault diagnosis

6. A colorimetric sensor array combined with a hybrid feature selection approach for discrimination of citrus infested by Bactrocera dorsalis (Hendel) NSTL国家科技图书文献中心

He M. | Li D.... - 《Journal of Food Composition and Analysis》 - 2025,138 - 1～10 - 共10页

摘要： feature selection method integrating ReliefF* and* | © 2024Changes in citrus volatile organic | compounds (VOCs) induced by Bactrocera dorsalis (Hendel | ) infestation can serve as characteristic identifiers for non | -destructive detection of infested citrus. This study

关键词： Bactrocera dorsalis | Classification algorithm | Colorimetric sensor array | ReliefF | Volatile organic compounds

7. Fault Diagnosis in a Centrifugal Pump Using MODWPT and SVMA NSTL国家科技图书文献中心

Mit Shah | Pina Bhatt ... - 《Advances in Design and Automation》 - International Conference on Futuristic Advancements in Materials,Manufacturing and Thermal Sciences - 2025, - 213～224 - 共12页

摘要： extracted which are then selected using the reliefF* method* | Pump is one of most crucial components for | transferring fluids in any industry; further, bearing is the | most important element in any self-priming | centrifugal pump. The performance of the pumps highly

关键词： Fault identification | Fault diagnosis | Soft computing | Machine learning | Centrifugal pump | Bearing | Support vector machine | SVM | Maximal overlap discrete wavelet packet transform | MODWPT

8. Diagnosis of Demagnetization Faults in PMSGs Based on Performance Evaluation of Machine Learning Algorithms Through Flux and Current Signals NSTL国家科技图书文献中心

Shahbaz, Nadeem | Chen, Yu ... - 《IEEE Transactions on Instrumentation and Measurement》 - 2025,74(Pt.1) - 2505110.1～2505110.10 - 共10页

摘要： using ReliefF, mRMR, Chi2, ANOVA, and Kruskal-Wallis | This study proposed an effective machine | learning (ML)-based fault diagnosis method for | demagnetization faults, including "healthy, 30% unipolar | demagnetization, 50% multimagnet demagnetization, 100% adjacent

关键词： Discrete wavelet transforms (DWTs) | K-nearest neighbors | machine learning (ML) | matching pursuit (MP) | motor current signature analysis (MCSAs) | permanent magnet synchronous generator (PMSG)

9. Classifying Radiation Degradation of Epoxy Molding Compound by Using Machine Learning and its Effect on Thermal and Mechanical Properties NSTL国家科技图书文献中心

Kim, Dong-Hyeon | Kim, Dong-Seok ... - 《Journal of Electrical Engineering & Technology》 - 2025,20(2) - 1003～1014 - 共12页

摘要： such as ReliefF* and PCA were also applied to build a* | Power semiconductors play a crucial role in | power conversion applications within nuclear power | plants. These semiconductors are enclosed using | polymeric materials for cost-effectiveness. Researchers

关键词： Epoxy molding compound | Total ionizing dose test | Gamma radiation | Polymer degradation | Fourier transform infrared spectroscopy | Machine learning | Thermal conductivity test | Nanoindentation

10. Feature Selection and Spectral Indices for Identifying Maize Stress Types NSTL国家科技图书文献中心

Li, Yanru | Yang, Keming ... - 《Applied Spectroscopy》 - 2025,79(2) - 306～319 - 共14页

摘要： ReliefF, chi-square test, recursive feature elimination | This study aims to identify different types of | stress on maize leaves using feature selection and | spectral index methods. Spectral data were collected from | leaves under heavy metal, water, fertilizer stress, as

摘要： Savitzky–Golay and ReliefF* method is presented in this* | measurement. Then, ReliefF* algorithm is developed to* | ABSTRACT Acrylic acid yield (AAY) is a key | quality index in production process of acrylic acid | . Meanwhile, AAY has been considered as direct

关键词： acrylic acid yield | long short‐term memory | ReliefF | Savitzky–Golay

摘要： algorithm ReliefF-SC and the improved snow ablation | variables are compensated and the ReliefF-SC algorithm | The flue gas desulfurization (FGD) system of | thermal power units operates under complex conditions | and exhibits significant nonlinearity. Establishing

关键词： flue gas desulfurization (FGD) | feature selection | extreme learning machine (ELM) | SO2 concentration prediction | snow ablation optimizer(SAO)

摘要： framework consisting of ReliefF* feature ranking and* | PurposeGlioma is a complex cancer comprising | various subtypes and mutations, which may have different | metabolic characteristics that can potentially be | investigated and identified using perfusion imaging

关键词： Glioma | Radiomics | Arterial Spin Labeling | ReliefF | Logistic model tree

摘要： IoT data, ReliefF* algorithm for feature selection* | With the rapid growth of the Internet of | Things (IoT), securing interconnected devices is | becoming increasingly critical. This paper introduces the | LightShield intrusion detection system (IDS) to enhance

关键词： anomaly detection | intrusion detection | internet of things (IoT) | LightShield IDS | ReliefF algorithm | security

摘要： feature set. Then, based on the ReliefF* algorithm and* | Abstract Aiming at the problems of information | loss, feature redundancy and unsatisfactory diagnosis | accuracy when using traditional multiscale entropy | methods and feature reduction methods to diagnose

关键词： Multiscale entropy | Feature extraction | ReliefF algorithm | Laplacian score | Linear discriminant analysis | Fault diagnosis

摘要： feature selection method integrating ReliefF* and* | © 2024Changes in citrus volatile organic | compounds (VOCs) induced by Bactrocera dorsalis (Hendel | ) infestation can serve as characteristic identifiers for non | -destructive detection of infested citrus. This study

关键词： Bactrocera dorsalis | Classification algorithm | Colorimetric sensor array | ReliefF | Volatile organic compounds

摘要： extracted which are then selected using the reliefF* method* | Pump is one of most crucial components for | transferring fluids in any industry; further, bearing is the | most important element in any self-priming | centrifugal pump. The performance of the pumps highly

关键词： Fault identification | Fault diagnosis | Soft computing | Machine learning | Centrifugal pump | Bearing | Support vector machine | SVM | Maximal overlap discrete wavelet packet transform | MODWPT

摘要： using ReliefF, mRMR, Chi2, ANOVA, and Kruskal-Wallis | This study proposed an effective machine | learning (ML)-based fault diagnosis method for | demagnetization faults, including "healthy, 30% unipolar | demagnetization, 50% multimagnet demagnetization, 100% adjacent

关键词： Discrete wavelet transforms (DWTs) | K-nearest neighbors | machine learning (ML) | matching pursuit (MP) | motor current signature analysis (MCSAs) | permanent magnet synchronous generator (PMSG)

摘要： such as ReliefF* and PCA were also applied to build a* | Power semiconductors play a crucial role in | power conversion applications within nuclear power | plants. These semiconductors are enclosed using | polymeric materials for cost-effectiveness. Researchers

关键词： Epoxy molding compound | Total ionizing dose test | Gamma radiation | Polymer degradation | Fourier transform infrared spectroscopy | Machine learning | Thermal conductivity test | Nanoindentation

摘要： ReliefF, chi-square test, recursive feature elimination | This study aims to identify different types of | stress on maize leaves using feature selection and | spectral index methods. Spectral data were collected from | leaves under heavy metal, water, fertilizer stress, as

关键词： Maize leaf | stress identification | near-infrared spectroscopy | NIR | spectral indices | sensitive bands | machine learning

4008-161-200 800-990-8900

国家科技图书文献中心

摘要： Savitzky–Golay and ReliefF method is presented in this | measurement. Then, ReliefF algorithm is developed to | ABSTRACT Acrylic acid yield (AAY) is a key | quality index in production process of acrylic acid | . Meanwhile, AAY has been considered as direct

关键词： acrylic acid yield | long short‐term memory | ReliefF | Savitzky–Golay

摘要： algorithm ReliefF-SC and the improved snow ablation | variables are compensated and the ReliefF-SC algorithm | The flue gas desulfurization (FGD) system of | thermal power units operates under complex conditions | and exhibits significant nonlinearity. Establishing

关键词： flue gas desulfurization (FGD) | feature selection | extreme learning machine (ELM) | SO2 concentration prediction | snow ablation optimizer(SAO)

摘要： framework consisting of ReliefF feature ranking and | PurposeGlioma is a complex cancer comprising | various subtypes and mutations, which may have different | metabolic characteristics that can potentially be | investigated and identified using perfusion imaging

关键词： Glioma | Radiomics | Arterial Spin Labeling | ReliefF | Logistic model tree

摘要： IoT data, ReliefF algorithm for feature selection | With the rapid growth of the Internet of | Things (IoT), securing interconnected devices is | becoming increasingly critical. This paper introduces the | LightShield intrusion detection system (IDS) to enhance

关键词： anomaly detection | intrusion detection | internet of things (IoT) | LightShield IDS | ReliefF algorithm | security

摘要： feature set. Then, based on the ReliefF algorithm and | Abstract Aiming at the problems of information | loss, feature redundancy and unsatisfactory diagnosis | accuracy when using traditional multiscale entropy | methods and feature reduction methods to diagnose

关键词： Multiscale entropy | Feature extraction | ReliefF algorithm | Laplacian score | Linear discriminant analysis | Fault diagnosis

摘要： feature selection method integrating ReliefF and | © 2024Changes in citrus volatile organic | compounds (VOCs) induced by Bactrocera dorsalis (Hendel | ) infestation can serve as characteristic identifiers for non | -destructive detection of infested citrus. This study

关键词： Bactrocera dorsalis | Classification algorithm | Colorimetric sensor array | ReliefF | Volatile organic compounds

摘要： extracted which are then selected using the reliefF method | Pump is one of most crucial components for | transferring fluids in any industry; further, bearing is the | most important element in any self-priming | centrifugal pump. The performance of the pumps highly

关键词： Fault identification | Fault diagnosis | Soft computing | Machine learning | Centrifugal pump | Bearing | Support vector machine | SVM | Maximal overlap discrete wavelet packet transform | MODWPT

摘要： using ReliefF, mRMR, Chi2, ANOVA, and Kruskal-Wallis | This study proposed an effective machine | learning (ML)-based fault diagnosis method for | demagnetization faults, including "healthy, 30% unipolar | demagnetization, 50% multimagnet demagnetization, 100% adjacent

关键词： Discrete wavelet transforms (DWTs) | K-nearest neighbors | machine learning (ML) | matching pursuit (MP) | motor current signature analysis (MCSAs) | permanent magnet synchronous generator (PMSG)

摘要： such as ReliefF and PCA were also applied to build a | Power semiconductors play a crucial role in | power conversion applications within nuclear power | plants. These semiconductors are enclosed using | polymeric materials for cost-effectiveness. Researchers

关键词： Epoxy molding compound | Total ionizing dose test | Gamma radiation | Polymer degradation | Fourier transform infrared spectroscopy | Machine learning | Thermal conductivity test | Nanoindentation

摘要： ReliefF, chi-square test, recursive feature elimination | This study aims to identify different types of | stress on maize leaves using feature selection and | spectral index methods. Spectral data were collected from | leaves under heavy metal, water, fertilizer stress, as

关键词： Maize leaf | stress identification | near-infrared spectroscopy | NIR | spectral indices | sensitive bands | machine learning

4008-161-200 800-990-8900

国家科技图书文献中心

摘要： Savitzky–Golay and ReliefF* method is presented in this* | measurement. Then, ReliefF* algorithm is developed to* | ABSTRACT Acrylic acid yield (AAY) is a key | quality index in production process of acrylic acid | . Meanwhile, AAY has been considered as direct

摘要： framework consisting of ReliefF* feature ranking and* | PurposeGlioma is a complex cancer comprising | various subtypes and mutations, which may have different | metabolic characteristics that can potentially be | investigated and identified using perfusion imaging

摘要： IoT data, ReliefF* algorithm for feature selection* | With the rapid growth of the Internet of | Things (IoT), securing interconnected devices is | becoming increasingly critical. This paper introduces the | LightShield intrusion detection system (IDS) to enhance

摘要： feature set. Then, based on the ReliefF* algorithm and* | Abstract Aiming at the problems of information | loss, feature redundancy and unsatisfactory diagnosis | accuracy when using traditional multiscale entropy | methods and feature reduction methods to diagnose

摘要： feature selection method integrating ReliefF* and* | © 2024Changes in citrus volatile organic | compounds (VOCs) induced by Bactrocera dorsalis (Hendel | ) infestation can serve as characteristic identifiers for non | -destructive detection of infested citrus. This study

摘要： extracted which are then selected using the reliefF* method* | Pump is one of most crucial components for | transferring fluids in any industry; further, bearing is the | most important element in any self-priming | centrifugal pump. The performance of the pumps highly

摘要： such as ReliefF* and PCA were also applied to build a* | Power semiconductors play a crucial role in | power conversion applications within nuclear power | plants. These semiconductors are enclosed using | polymeric materials for cost-effectiveness. Researchers