TY - GEN
T1 - A Single Carbon Nanotube-paper Composite Electrode Sensor Based Brake Oil Degradation Detection
AU - Cheon, Yubin
AU - Lee, Changwoo
AU - Chung, Jae Hyun
AU - Kim, Heung Soo
N1 - Publisher Copyright:
© 2025, Prognostics and Health Management Society. All rights reserved.
PY - 2025
Y1 - 2025
N2 - Brake oil is essential to the performance and safety of hydraulic braking systems, but its degradation—primarily caused by water absorption—can lead to reduced boiling points, corrosion, and brake failure. This study presents a non-invasive method for real-time monitoring of brake oil degradation by detecting changes in water content using a single-electrode capacitive sensor based on a carbon nanotube paper composite (CPC). The sensor operates on the principle of fringing electric fields, enhanced by highaspect-ratio carbon nanotube fibers that increase local field intensity and dielectric sensitivity. Unlike conventional twoelectrode designs, this configuration offers structural simplicity and is well-suited for embedded automotive platforms. Experimental testing was conducted using two types of brake fluids, with incremental additions of deionized water (0.5% by volume) to simulate moistureinduced degradation. The sensor exhibited a strong linear response to increasing water concentration, with consistent slopes across fluid types, enabling a generalized calibration model for real-time water content estimation. The CPC sensor demonstrated high sensitivity, fast response, and excellent repeatability, making it an effective solution for insitu brake fluid monitoring. This work supports the development of predictive maintenance systems aimed at improving vehicle safety and operational reliability.
AB - Brake oil is essential to the performance and safety of hydraulic braking systems, but its degradation—primarily caused by water absorption—can lead to reduced boiling points, corrosion, and brake failure. This study presents a non-invasive method for real-time monitoring of brake oil degradation by detecting changes in water content using a single-electrode capacitive sensor based on a carbon nanotube paper composite (CPC). The sensor operates on the principle of fringing electric fields, enhanced by highaspect-ratio carbon nanotube fibers that increase local field intensity and dielectric sensitivity. Unlike conventional twoelectrode designs, this configuration offers structural simplicity and is well-suited for embedded automotive platforms. Experimental testing was conducted using two types of brake fluids, with incremental additions of deionized water (0.5% by volume) to simulate moistureinduced degradation. The sensor exhibited a strong linear response to increasing water concentration, with consistent slopes across fluid types, enabling a generalized calibration model for real-time water content estimation. The CPC sensor demonstrated high sensitivity, fast response, and excellent repeatability, making it an effective solution for insitu brake fluid monitoring. This work supports the development of predictive maintenance systems aimed at improving vehicle safety and operational reliability.
KW - Brake fluid degradation
KW - Capacitive sensor
KW - carbon nanotube paper composite
KW - predictive maintenance
UR - https://www.scopus.com/pages/publications/105022018729
U2 - 10.36001/phmconf.2025.v17i1.4599
DO - 10.36001/phmconf.2025.v17i1.4599
M3 - Conference contribution
AN - SCOPUS:105022018729
SN - 9781936263295
T3 - Proceedings of the Annual Conference of the Prognostics and Health Management Society, PHM
BT - Proceedings of the Annual Conference of the Prognostics and Health Management Society, PHM
A2 - Kulkarni, Chetan S.
A2 - Orchard, Marcos E.
PB - Prognostics and Health Management Society
T2 - 17th Annual Conference of the Prognostics and Health Management Society, PHM 2025
Y2 - 25 October 2025 through 30 October 2025
ER -