I contributed to an undergraduate research effort evaluating how base oils and ionic-liquid systems, with and without graphene-derivative additives, affect friction and wear on bearing steel. We used a ball-on-flat reciprocating tribometer (RFW160) to capture time-resolved coefficient of friction (CoF) and post-test wear metrics (profilometry), while a parallel team built a machine-learning model to predict nonlinear, time-dependent tribological behavior.
Advised by Dr. Chang-Dong Yeo · Research support by Yeonjin Jung, PhD (2024) · Fall 2023
Reciprocating ball-on-flat system for controlled load, frequency, stroke, and temperature, with software DAQ for real-time CoF. Testing followed the lab’s RFW160 SOP (cleaning, jig setup, load application, lube dosing, environment control, and data capture).
Surface roughness tracked (Rq) in logs; environment recorded (°C, %RH).
Operator / Date · Lubricant / Target temp · Material / Roughness · Test: Hz/°C/mm/N/Speed/Duration · Environment °C/%RH · File naming
Consistent logging keeps experiments searchable and ML-ready.
Baseline practice set at room temperature with PAO (5 Hz, 5 N, 300 s). Figures show the combined result with error bars and each individual run, followed by process photos (synthesis ⇢ sample prep ⇢ wear features).
The combined plot in Figure 1 represents three replicate runs under identical test conditions, revealing a slight running-in behavior at the start of each run, where microscopic surface asperities wear down and the coefficient of friction (CoF) settles into a steady state. The close overlap of the curves demonstrates tight repeatability, meaning the tribometer setup, lubrication method, and sample preparation produced consistent results between runs.
Test conditions:
• Lubricant: Polyalphaolefin (PAO) base oil
• Temperature: Room temperature (RT)
• Frequency: 5 Hz reciprocating motion
• Normal load: 5 N applied load
• Test duration: 300 s per run
• Contact pair: AISI 52100 steel ball on polished steel flat
• Lubrication protocol: Fresh dose of lubricant applied prior to each run
Achieving this level of repeatability required careful specimen preparation, precise test parameter control, and consistent lubrication delivery, all of which are critical in tribology research to ensure that observed trends are due to material or lubricant behavior, not experimental variability.