Application of Convolutional Neural Networks on Insulation Status Prediction Using Partial discharges for Underground Cable Joints

Chang, Chien-Kuo; Boyanapalli, Bharath-Kumar

doi:10.1109/ic3p52835.2022.00069

Cited by 2 publications

(1 citation statement)

References 13 publications

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“…However, some cables are approaching the end of their service life, and insulation aging issues are currently becoming increasingly severe [8,9]. At the same time, due to most cables being buried underground, the harsh subsurface environment significantly shortens their lifespan and leads to line faults [10][11][12].…”

Section: Introductionmentioning

confidence: 99%

RETRACTED: Power Cable Status Evaluation Method Based on Electrical Tree Growth and Data Association Rules

Wang,

et al. 2023

Processes

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The partial discharge (PD) analysis method has remained one of the key technologies for cable condition assessment to diagnose cable operation state. In this paper, two power cable status evaluation methods are proposed based on electrical tree growth and data association rules, respectively. First, in the field of molecular thermodynamics, based on the law of energy conservation of electrical tree growth, this paper studies the relationship between PD signals in cable insulation and the length of the electrical tree. By using the length of electrical tree growth to calculate the probability of PD failure of cables, a cable state assessment method based on electrical tree growth is proposed. Second, for power cable status evaluation, the strong concealment characteristics of cables result in a long power supply recovery time and a serious threat to power supply reliability. Therefore, a group of comprehensive cable status parameters are set by analyzing the status parameters based on data association rules. The comprehensive state of power cables is divided into four elements, and the weight coefficients of cable states are calculated based on data association rule methods. Finally, the simulation results verify the effectiveness and accuracy for the two different power cable status evaluation methods.

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Section: Introductionmentioning

confidence: 99%

RETRACTED: Power Cable Status Evaluation Method Based on Electrical Tree Growth and Data Association Rules

Wang,

et al. 2023

Processes

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Power Grid Renovation: A Comprehensive Review of Technical Challenges and Innovations for Medium Voltage Cable Replacement

Rafati,

Mirshekali,

Shaker

et al. 2024

Smart Cities

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The rapid growth of electrical energy demands raises the need for the modernization of distribution grids. Medium-voltage (MV) aged cables are infrastructures facing significant challenges that can compromise the security of supply and reduce the reliability of power grids. To address the challenges, there is a growing interest in optimizing cable replacement and management strategies. This comprehensive review focuses on the technical challenges and innovations associated with MV cable replacement, highlighting defect detection, lifetime estimation, reliability assessment, and management strategies. Various methods for detecting and monitoring cable defects and discussing their advantages and limitations are surveyed. Moreover, different models and techniques for estimating the remaining useful life of MV cables are explored, emphasizing the importance of accurate predictions for assessing cable reliability and optimizing replacement schedules. Furthermore, emerging technologies that enhance cable management strategies are also highlighted. This review provides insights and recommendations for future research and development, paving the way for the sustainable evolution of power grids.

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Application of Convolutional Neural Networks on Insulation Status Prediction Using Partial discharges for Underground Cable Joints

Cited by 2 publications

References 13 publications

RETRACTED: Power Cable Status Evaluation Method Based on Electrical Tree Growth and Data Association Rules

RETRACTED: Power Cable Status Evaluation Method Based on Electrical Tree Growth and Data Association Rules

Power Grid Renovation: A Comprehensive Review of Technical Challenges and Innovations for Medium Voltage Cable Replacement

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