See how vibration sensors on evaporator fins detect ice formation by measuring natural frequenc
See how a robotic cleaner isolates ringdown signals from returned sonic echoes to accurately de
See how an ROV with dynamic nozzle and brush assemblies accesses tank corners and complex geome
See how an acoustic exciter vibrates the housing panel to transmit sound without speaker holes,
Frequency-based acoustic analysis separates ice-formation signals from ambient noise to trigger ice harvest at the right time.
Ultrasonic pulse reflection tracks freeze-thaw phase boundaries in biopharmaceutical containers when temperature sensors miss latent-heat changes.
Impulse-response tapping and similarity analysis reveal internal pantograph damage and joint faults that visual inspection can miss.
Real-time ultrasonic bonding parameters are wavelet-transformed and classified by a CNN to detect battery wire bond defects without extra inspection.
Unique surface footprints let battery cell components be traced without permanent marking, preserving function and appearance in large batches.
Ultrasound and mechanical sensing improve Li-ion SoC and SoH assessment while disrupting the SSEI layer to restore capacity and extend battery life.
Ultrasonic AFM maps topography and contact stiffness together to detect pinholes, delamination, and weak binding in semiconductor monolayers.
Spatially modulated CW lasers excite and detect resonances without contact, enabling elastic-property measurement in small low Q-factor samples.
Acoustic emission tracking during battery cell formation enables real-time SEI control, cutting cycle time, rejects, and energy use.
Acoustic transducers replace voltage-only battery monitoring to improve SoC and SoH accuracy, enabling broader-range charge balancing.