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Theme 1. AI-Assisted Vibration/Noise Diagnosis & Physics-Informed ML
Theme 1. AI-Assisted Vibration/Noise Diagnosis & Physics-Informed ML
■ Machine learning and transfer function-based algorithm development for structural crack and anomaly diagnosis
■ Machine learning and transfer function-based algorithm development for structural crack and anomaly diagnosis
■ Brake squeal noise prediction and dynamic characteristic optimization using Physics-Informed Neural Networks (PINN)
■ Brake squeal noise prediction and dynamic characteristic optimization using Physics-Informed Neural Networks (PINN)
■ Finite element method (FEM)-based synthetic data generation and data-driven structural dynamic optimization
■ Finite element method (FEM)-based synthetic data generation and data-driven structural dynamic optimization
■ AI-based estimation of rail roughness and structural health monitoring
■ AI-based estimation of rail roughness and structural health monitoring
Theme 2. EV Powertrain & Chassis NVH / Durability Optimization
Theme 2. EV Powertrain & Chassis NVH / Durability Optimization
■ Design and durability evaluation of impact dynamic absorbers for vibration reduction in EV drive shafts
■ Design and durability evaluation of impact dynamic absorbers for vibration reduction in EV drive shafts
■ Real-world dynamic environment and durability assessment of EV components (bearing brackets, battery coolant tanks)
■ Real-world dynamic environment and durability assessment of EV components (bearing brackets, battery coolant tanks)
■ Numerical simulation and mitigation of disc brake cold judder and Brake Torque Variation (BTV)
■ Numerical simulation and mitigation of disc brake cold judder and Brake Torque Variation (BTV)
■ Impedance tube design and acoustic performance evaluation of sound-absorbing materials for electric vehicles
■ Impedance tube design and acoustic performance evaluation of sound-absorbing materials for electric vehicles
Theme 3. Advanced Damping Technologies & Acoustic Metamaterials
Theme 3. Advanced Damping Technologies & Acoustic Metamaterials
■ Wave propagation and attenuation analysis of visco-acoustic black hole (ABH) structures filled with viscous fluids
■ Wave propagation and attenuation analysis of visco-acoustic black hole (ABH) structures filled with viscous fluids
■ Flexural wave cloaking and vibration reduction using meta-structures employing tuned mass impacts
■ Flexural wave cloaking and vibration reduction using meta-structures employing tuned mass impacts
■ Tuned particle impact dampers for transient vibration reduction in railway and building structures
■ Tuned particle impact dampers for transient vibration reduction in railway and building structures
■ Numerical and experimental characterization of effective dynamic properties in acoustic metamaterialsFinite element method (FEM)
■ Numerical and experimental characterization of effective dynamic properties in acoustic metamaterialsFinite element method (FEM)
Theme 4. Fluid-Structure Interaction (FSI) & Hydro/Aeroacoustics
Theme 4. Fluid-Structure Interaction (FSI) & Hydro/Aeroacoustics
■ Structural vibration and sound radiation analysis of underwater structures using the Spectral Element Method (SEM)
■ Structural vibration and sound radiation analysis of underwater structures using the Spectral Element Method (SEM)
■ Prediction of flow-induced vibration (FIV) and interior noise transmission via acoustic windows in underwater vehicles
■ Prediction of flow-induced vibration (FIV) and interior noise transmission via acoustic windows in underwater vehicles
■ Flow velocity estimation and acoustic damping analysis in fluid-conveying piping systems using transfer function techniques
■ Flow velocity estimation and acoustic damping analysis in fluid-conveying piping systems using transfer function techniques
■ Aeroacoustic noise prediction for high-speed mobility and structural vibration analysis of EGR coolers under thermal-dynamic environments
■ Aeroacoustic noise prediction for high-speed mobility and structural vibration analysis of EGR coolers under thermal-dynamic environments
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