A single frame-mounted accelerometer separates bulk vibration into bearing-specific signals for real-time health alerts.
Pseudo-operational vibration baselines help agricultural harvesters distinguish abnormal crop-processing vibrations from changing loads.
Fourier transformation isolates noise-relevant waviness from tooth-flank deviations before loaded contact analysis, improving gear-pair emission predictions.
Operational speed data and FFT processing reveal torsional natural frequencies for real-time control without added sensors.
A movable mounting base and adjustable clamping assembly support accurate spline screw clearance and stiffness testing across sizes.
Equivalent-loss analysis separates copper and iron losses from other load losses, reducing false diagnoses caused by power fluctuations.
A rotor-stator module powers sensors that analyze idler rotation and vibration for early, remote bearing-failure detection.
Monitor powertrain oscillations to detect freewheel wear before failure.
Multiple measurements become one spectrogram, helping detect natural frequencies and excitations across changing parameters.
A laboratory rig uses constant-rate loading, rotary motion, and torque data to assess PDC drill bit cutting and friction.
A series-connected shaft and adjustable cam sets provide compact, tunable load simulation for aircraft cabin door actuation testing.
A Seq2Seq encoder-decoder compresses vibration features and weights key time steps for flexible rolling bearing life prediction.
This case uses vibration time series, turn and module calculations to locate saw belt weld positions for follow-on analysis.
A gearbox drive test bench uses controllable actuators and a compensating tank to reproduce axial, radial, and thermal operating conditions.
This case uses normalized spectra, peak patterns, and bandpass analysis to detect bearing wear and belt misalignment.
Temperature, load, and motion data help score linkage pin galling risk and schedule maintenance before failure.
Magnetic attraction synchronizes ultrasonic transmitter and receiver members, simplifying internal defect detection on complex drive shafts.
A transmission mechanism separates axial thrust and rotational torque measurement to improve accuracy for large drone motor testing.
This case uses fixed pulleys, weights, and adjustable fixtures to test wing loads without rack disassembly.
A fixed and variable bypass architecture enables rapid test-bench flow changes, including zero outlet flow, while preserving accuracy.
Multiband acoustic imaging combines sensor fusion and audio feedback to simplify sound localization.
A multi-direction excitation platform reproduces wheel-rail forces for loaded and no-load gear transmission experiments.
This case checks eBike sensor plausibility through wheel-to-pedal gear ratios, helping stop propulsion assistance when speed signals fail.
This case isolates natural frequencies in vibrating screens or conveyors by subtracting operating vibrations from excited response signals.
The case combines time, frequency, and time-frequency features with clustering and KNN to identify interacting rolling bearing faults.
Distance and frequency analysis selects processing schemes to align acoustic data with electromagnetic images for clearer scene mapping.
Dynamic gear testing combines vibration, temperature, noise, and weight checks.
An analyzer uses rotor-based division points to keep oil pump sub-chambers consistent and improve volume and pressure prediction.
A pressure vessel and actuating membrane combine hydraulic steady force with time-varying actuation to test mechanical durability.
This case compares motor-current frequency distributions with normal operation data to improve ball screw abnormality detection.
An annular ring and movable holders support repeatable, non-contact rotor vibration tests across aero-engine sizes.