Fault diagnosis of the HVDC system based on the CatBoost algorithm using knowledge graphs

In order to overcome the difficulty of fault diagnosis in the high-voltage direct current (HVDC) transmission system, a fault diagnosis method based on the categorical boosting (CatBoost) algorithm is proposed in this work. To make the research conform to the actual situation, three kinds of measure...

Full description

Bibliographic Details
Published in:	Frontiers in Energy Research
Main Authors:	Jiyang Wu, Qiang Li, Qian Chen, Nan Zhang, Chizu Mao, Litai Yang, Jinyu Wang
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2023-03-01
Subjects:	HVDC CatBoost fault diagnosis knowledge graph BP
Online Access:	https://www.frontiersin.org/articles/10.3389/fenrg.2023.1144785/full

Similar Items

Optimizing Faulting Prediction for Rigid Pavements Using a Hybrid SHAP-TPE-CatBoost Model
by: Wei Xiao, et al.
Published: (2023-11-01)

Transmission Line Fault Classification of Multi-Dataset Using CatBoost Classifier
by: Vincent Nsed Ogar, et al.
Published: (2022-07-01)

Anticancer drug synergy prediction based on CatBoost
by: Changheng Li, et al.
Published: (2025-05-01)

Solar Radiation Forecasting Based on the Hybrid CNN-CatBoost Model
by: Hyojeoung Kim, et al.
Published: (2023-01-01)

Islanding detection method for microgrids based on CatBoost
by: Ran Chen, et al.
Published: (2023-01-01)

Research on Wind Turbine Fault Detection Based on the Fusion of ASL-CatBoost and TtRSA
by: Lingchao Kong, et al.
Published: (2023-07-01)

A Hybrid Prediction Model for CatBoost Tomato Transpiration Rate Based on Feature Extraction
by: Zhaoyang Tong, et al.
Published: (2023-09-01)

Prediksi Kualitas Udara Menggunakan Metode CatBoost
by: Mohamad Arif Abdul Syukur Syukur, et al.
Published: (2025-05-01)

Research on a Transformer Vibration Fault Diagnosis Method Based on Time-Shift Multiscale Increment Entropy and CatBoost
by: Haikun Shang, et al.
Published: (2024-08-01)

A Comparative Study of Breast Cancer Detection and Recurrence Prediction Using CatBoost Classifier
by: Rana Dhia’a Abdu-aljabar, et al.
Published: (2025-05-01)

An Improved CatBoost-Based Classification Model for Ecological Suitability of Blueberries
by: Wenfeng Chang, et al.
Published: (2023-02-01)

SOH estimation and RUL prediction of lithium batteries based on multidomain feature fusion and CatBoost model
by: Mei Zhang, et al.
Published: (2023-09-01)

Momentum prediction models of tennis match based on CatBoost regression and random forest algorithms
by: Xingchen Lv, et al.
Published: (2024-08-01)

Fault Prediction of Double Toothed Roller Crusher Failure in Open Pit Mines Based on Digital Twinning Technique of ASL-CatBoost Algorithm
by: Pubo Gao, et al.
Published: (2025-01-01)

Optimized Intrusion Detection in the IoT Through Statistical Selection and Classification with CatBoost and SNN
by: Brou Médard Kouassi, et al.
Published: (2025-09-01)

Autoencoder-CatBoost Model for Accurate Hyperspectral Quality Assessment of Yunling Snowflake Beef
by: Lutao Gao, et al.
Published: (2024-01-01)

ReMAHA–CatBoost: Addressing Imbalanced Data in Traffic Accident Prediction Tasks
by: Guolian Li, et al.
Published: (2023-12-01)

Research on Predicting the Safety Factor of Plain Shotcrete Support in Laneways Based on BO-CatBoost Model
by: Haiping Yuan, et al.
Published: (2024-06-01)

Student’s Digital Intentions Prediction Using CatBoost
by: Zulwisli, et al.
Published: (2025-04-01)

Leveraging Azure Automated Machine Learning and CatBoost Gradient Boosting Algorithm for Service Quality Prediction in Hospitality
by: Avisek Kundu, et al.
Published: (2025-01-01)

Prediction of Solid Soluble Content of Green Plum Based on Improved CatBoost
by: Xiao Zhang, et al.
Published: (2023-05-01)

GA-CatBoost-Weight Algorithm for Predicting Casualties in Terrorist Attacks: Addressing Data Imbalance and Enhancing Performance
by: Yuxiang He, et al.
Published: (2024-03-01)

GPP estimation based on CatBoost and analysis of change driving factors in Shanxi Province, China
by: Yujie Li, et al.
Published: (2025-07-01)

Electric vehicle battery state of charge estimation using metaheuristic-optimized CatBoost algorithms
by: Mohd Herwan Sulaiman, et al.
Published: (2025-06-01)

Health Factor Extraction of Lithium-Ion Batteries Based on Discrete Wavelet Transform and SOH Prediction Based on CatBoost
by: Mei Zhang, et al.
Published: (2022-07-01)

Multi-dimensional data-based medium- and long-term power-load forecasting using double-layer CatBoost
by: Wen Xiang, et al.
Published: (2022-11-01)

Identification of generators’ market power abuse based on hunter–prey optimisation and CatBoost
by: Qian Sun, et al.
Published: (2025-08-01)

State of Health Prediction for Lithium-Ion Batteries through Curve Compression and CatBoost
by: Jun Yin, et al.
Published: (2023-07-01)

Building gender-specific sexually transmitted infection risk prediction models using CatBoost algorithm and NHANES data
by: Mengjie Hu, et al.
Published: (2024-01-01)

Novel rockburst prediction criterion with enhanced explainability employing CatBoost and nature-inspired metaheuristic technique
by: Yingui Qiu, et al.
Published: (2024-12-01)

Use of CatBoost algorithm to identify the need for surgery in infants with necrotizing enterocolitis
by: Xinyun Jin, et al.
Published: (2025-02-01)

XAI-driven CatBoost multi-layer perceptron neural network for analyzing breast cancer
by: P. Naga Srinivasu, et al.
Published: (2024-11-01)

A Proposed Model for Card Fraud Detection Based on CatBoost and Deep Neural Network
by: Nghia Nguyen, et al.
Published: (2022-01-01)

AlzGenPred - CatBoost-based gene classifier for predicting Alzheimer’s disease using high-throughput sequencing data
by: Rohit Shukla, et al.
Published: (2024-12-01)

Hyperspectral Estimation of Chlorophyll Content in Apple Tree Leaf Based on Feature Band Selection and the CatBoost Model
by: Yu Zhang, et al.
Published: (2023-08-01)

Identification of Airline Turbulence Using WOA-CatBoost Algorithm in Airborne Quick Access Record (QAR) Data
by: Zibo Zhuang, et al.
Published: (2024-05-01)

Early Parkinson’s disease identification via hybrid feature selection from multi-feature subsets and optimized CatBoost with SMOTE
by: Subhashree Mohapatra, et al.
Published: (2025-12-01)

CCPP Power Prediction Using CatBoost with Domain Knowledge and Recursive Feature Elimination
by: Baicun Guo, et al.
Published: (2025-08-01)

Slope Stability Assessment Using an Optuna-TPE-Optimized CatBoost Model
by: Liangcheng Wang, et al.
Published: (2025-08-01)

Integrating Sequential Backward Selection (SBS) and CatBoost for Snow Avalanche Susceptibility Mapping at Catchment Scale
by: Sinem Cetinkaya, et al.
Published: (2024-08-01)