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As the new energy vehicles market rapidly expands, capacitors, as key electronic components, play an increasingly prominent role in vehicles (Gillani et al. in Eng Appl Artif Intell 49:7327–7340, 2024). Capacitors can store energy and provide instantaneous high current demands for vehicles, especially during startup and acceleration processes (Ayob et al. in Batteries 8:189, 2022). They can quickly release energy, acting as auxiliary batteries to provide additional power. Moreover, capacitors play a crucial role in filtering out high-frequency noise from power sources (Qi et al. in Energies 17:2585, 2024), ensuring the stability and cleanliness of the power supply, which is vital for protecting electronic devices from voltage fluctuations and electromagnetic interference.

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Linear Networks and Temporal Convolution Based Prediction for Capacitor Remaining Useful Life

  • 章节

  • 发表日期：

    2025年

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  • Hui Liu,
  • Fang Cheng,
  • Yanfei Li

摘要

As the new energy vehicles market rapidly expands, capacitors, as key electronic components, play an increasingly prominent role in vehicles (Gillani et al. in Eng Appl Artif Intell 49:7327–7340, 2024). Capacitors can store energy and provide instantaneous high current demands for vehicles, especially during startup and acceleration processes (Ayob et al. in Batteries 8:189, 2022). They can quickly release energy, acting as auxiliary batteries to provide additional power. Moreover, capacitors play a crucial role in filtering out high-frequency noise from power sources (Qi et al. in Energies 17:2585, 2024), ensuring the stability and cleanliness of the power supply, which is vital for protecting electronic devices from voltage fluctuations and electromagnetic interference.