IFTOMM ROTORDYNAMICS 2026: 12TH INTERNATIONAL CONFERENCE ON ROTORDYNAMICS
PROGRAM

Days: Monday, June 22nd Tuesday, June 23rd Wednesday, June 24th Thursday, June 25th Friday, June 26th

Monday, June 22nd

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Tuesday, June 23rd

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09:30-10:30 Session K1: Rainer Nordmann: Future Challenges in Rotordynamics

There is a large variety of Rotating Machinery in modern industry and everyday life. For the designer of such machines besides the required machine function other aspects like availability, reliability, safety and machinery life time are of importance. Due to this fact a detailed Rotordynamic analysis has to be an essential part in the design process, to avoid irreversible damages, malfunctions and a rapid fatigue of components. Investigations of vibrations in Rotating Machinery are based on the disciplines of mechanics, solid and fluid dynamics, electromechanics and nowadays more and more by mechatronics and digital techniques. With the three tools of Theoretical Modelling, Numerical Analysis and Experimental Analysis (Testing) different tasks in Rotordynamics can be solved. New methods and technologies have been further improved in the past and help design engineers as well as test engineers to realize accepted vibrations of Rotaing Machinery. However, due to the existing world wide transformation processes new challenging tasks in different engineering areas have to be solved. With respect to Rotordynamics different positive effects can be achieved when vibrations are more reduced. Lower vibration levels would for example lead to: - a reduction of mechanical stresses and fatigue,- higher efficiencies due to tighter clearances in bearings and seals, - a reduction of disturbances due to acoustical emissions, - an improvement of work piece qualities in production processes. Some time ago a workgroup of researchers from the IFToMM Technical Committee identified topics of recent advances in Rotordynamics and pointed out the future challenges for science and technology. All of these topics can be grouped in one of the four future challenges: - development of active and passive hardware components, - Theoretical Modeling, including interactions with other disciplines, - improved procedures in Numerical Analysis, - new Experimental Analysis and Testing methodsIn this lecture some of the future challenges in Rotordynamics will be presented. Realized examples in this direction will be discussed development of passive gas foil bearings torsional vibrations due to electromechanical interactions vibration reduction by means of active balancing devices active damping with magnetic bearings and piezo actuators monitoring and failure diagnosis by means of digital twins.

Location: Pääsali
11:00-12:20 Session S1.1: Dynamic Analysis and Stability
Location: Puusepän Sali
11:00
A study on dynamics of a rotor-stator contact system considering the eccentric phase difference between disks and contact configurations between the rotor and stator (abstract)
11:20
Experimental Study on Dynamic Responses of Rotor-Damper-Support System under Gyroscopic Motions (abstract)
PRESENTER: Xi Chen
11:40
Finite Element modelling of the dynamic behaviour of solid elastic rotor under gyroscopic effect stressing (abstract)
PRESENTER: Fabio Bruzzone
12:00
New approach to detecting hydrodynamic disturbances in sliding bearings using vector angle analysis (abstract)
11:00-12:20 Session S2.1: Condition Monitoring, Fault Diagnostics, and Prognostics
Location: Haapa-kabinetti
11:00
Remaining useful lifetime estimation of marine lip seals utilizing capacitive displacement sensing (abstract)
11:20
Simulation-driven diagnostic method via a multibody dynamics model for rotating machinery (abstract)
11:40
Cross-Domain Fault Diagnosis in Rotating Machinery Using CNN-Based Vibration Images (abstract)
12:00
Advantages of Multi-Channel Neural Networks for Fault Prediction in Rotating Machinery (abstract)
11:00-12:20 Session S3.1: Simulation Technology and Mathematical Modeling
Location: Kuusi-kabinetti
11:00
Modeling Rotor-Foundation Interaction: A Comparative Study of Coupling Strategies (abstract)
PRESENTER: Vitor M. Martini
11:20
Stability Analysis of Time Integration Schemes Applied to Rotor Dynamics Subject to Gyroscopic Effects (abstract)
11:40
On predicting quasi-periodic responses of rotor-foundation systems using center manifold reduction (abstract)
PRESENTER: Arthur Mereles
12:00
Study of the Galerkin Method Applied to the Reynolds Equation in Hydrodynamic Bearings (abstract)
11:00-12:20 Session S5.1: Fluid Film Bearings, Rolling Bearings, and Seals
11:00
Numerical Modeling of a Squeeze-Film Damper Under Open-End Conditions (abstract)
11:20
Influence of Mass-Conserving Cavitation on the Dynamics of Flexible Rotor-Bearing Systems (abstract)
11:40
Identification of the Stiffness and Damping of the Foil Structure in a Novel Active Gas Foil Bearing (abstract)
12:00
Subharmonic Axial Vibrations due to Thrust Bearing Nonlinearity in a Screw Compressor (abstract)
PRESENTER: C. Hunter Cloud
14:00-15:20 Session S2.2: Condition Monitoring, Fault Diagnostics, and Prognostics
Location: Kuusi-kabinetti
14:00
Fault Detection and Localization of Loose Bolts in Rotor Systems Using the Inner Product of Feature Vectors (abstract)
14:20
Review of recent advancements in electrical runout research (abstract)
14:40
Identification of Axial Wear in Hydrodynamic Bearings (abstract)
15:00
Rolling element bearing fault detection – Preparation of Benchmark data set by measuring at outer and inner ring (abstract)
14:00-15:20 Session S4.1: Control, Estimation, and Active Components
14:00
A Kriging-Based Approach for the Design of Magnetic Bearing System Control (abstract)
PRESENTER: Maria Santos
14:20
Improving the Dynamics of Air Foil Bearings Through Active Control of Radial Air Injectors – Theory and Experiment (abstract)
14:40
Reduction of foundation vibrations caused by pulsating air gap torques of converter-driven induction motors using an active vibration control system (AVCS) (abstract)
15:00
Online Mechanical System Identification using a Variable Frequency Drive (abstract)
14:00-15:20 Session S5.2: Fluid Film Bearings, Rolling Bearings, and Seals
Location: Puusepän Sali
14:00
Acoustic Emission–Based Lubrication Regime Monitoring in Gas Foil Bearings Using Electrical Contact Resistance as Lift-Off Reference (abstract)
14:20
Investigation of the Influence of Test Rig Dynamics on the Lift-Off Identification of Gas Polymer Bearings (abstract)
14:40
Database approach for EHD lubrication application in rolling elements bearings. (abstract)
PRESENTER: Laís Carrer
15:00
Experimental investigation of the impact of gas microturbine operating parameters on bearing axial load (abstract)
14:00-15:20 Session S6.1: Optimization and Design
Location: Haapa-kabinetti
14:00
Broadband Mass Damper for Bearing Vibration Control (abstract)
14:20
Bearing profile optimisation for rotor dynamics control (abstract)
14:40
Impact of Rotor Topology on Dynamic Behavior and Manufacturing in a High-Speed Electric Machine (abstract)
15:00
Dynamic Characterization and Model-Based Design of Metal Scrap Shredders Toward Digital Twin Implementation (abstract)
16:00-17:20 Session S1.2: Dynamic Analysis and Stability
Location: Puusepän Sali
16:00
Vibration Characteristics of a Two-Stage Gear Rig With a Flexible Coupling Under Parallel Misalignment (abstract)
16:20
Influence of Combined Force and Moment Characteristics of Annular Gaps on the Rotordynamic Behaviour of a Multi-Stage Pump under Different Modelling Degrees (abstract)
16:40
Two Types of Journal Whirl Motion and their Effect on the Dynamic Force Coefficients of a Bubbly Fluid Squeeze Film Damper (abstract)
17:00
Experimental Investigation for Rubbing-Induced Rotor-Stator Coupled Vibration of Thin-Walled Labyrinth Seal Systems (abstract)
PRESENTER: Zhenkun Zeng
16:00-17:20 Session S3.2: Simulation Technology and Mathematical Modeling
Location: Kuusi-kabinetti
16:00
Dynamic Analysis of Gas Foil Bearing-Supported Rotor Using a Galerkin Reduced–Pseudo Spectral Method (abstract)
16:20
Simulating and predicting the dynamic characteristics of double balancing pistons (abstract)
16:40
Dynamic Analysis of a Hydroelectric Generating Unit with Asymmetric Radial Clearances in a Tilting-Pad Bearing (abstract)
17:00
Interval-Based Evaluation of Rotor Vibration Displacement and Bearing Reaction Forces in Aero-Engines Considering Uncertain Multi-Unbalance Phase Combinations (abstract)
PRESENTER: Binghui Huo
16:00-17:20 Session S4.2: Control, Estimation, and Active Components
16:00
Suppression of Bow-Induced Disturbances in Rotor-AMB Systems through Channel-Specific LQG Tuning (abstract)
PRESENTER: Muhammad Numan
16:20
Estimation for AMB-Supported Rotor Systems: A Feasibility Study for Going Beyond the Kalman Filter (abstract)
16:40
Simultaneous estimation of the Rotor and Stator winding resistance of Wound Rotor Synchronous Machine using Unscented Kalman Filter (abstract)
17:00
Simultaneous input and state estimation for powertrains using moving horizon estimation (abstract)
16:00-17:20 Session S7.1: Magnetic Bearings
Location: Haapa-kabinetti
16:00
Influence of the Design Strategies on Behavior of Rotors Mounted in Superconducting Bearings (abstract)
16:20
Identifying "Rotor" Modes in API 617 (abstract)
PRESENTER: Eric Maslen
16:40
Predicting Thermal Effects in Magnetic Bearings via Multiphysical Models – Theory & Experiment (abstract)
17:00
Misalignment safety threshold and stability driven controller tuning for AMB–rotor systems (abstract)
Wednesday, June 24th

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08:30-09:30 Session K2: Katia Lucchesi Cavalca: LAMAR Laboratory of Rotating Machinery at UNICAMP

Rotating systems represent a class of machinery with wide application in the power generation industries. The dynamic analysis of these machines is crucial, due to the need to predict operating conditions and ensure their best performance. In this context, predictive and preventive maintenance meets the needs imposed by users of rotating machines. In the context of power generation, the demand becomes even more evident and complex, due to the wide diversity of rotating machines present in this field. Previous projects have focused on the development of rotor analysis software, specifically including geared parallel axis transmission. In view of the above, it becomes feasible to analyse the dynamic conditions of more complex rotating machines, such as those that use hydraulic speed variators associated with planetary gears transmission, allowing the redefinition of safe operating limits, in order to mitigate certain operating conditions critical to integrity, and to investigate new safe set-points to protect the system from adverse operating conditions. In this way, through a more comprehensive analysis of these complex systems, a more robust identification process for operating conditions can be established, favouring actions for fault diagnosis and predictive maintenance planning.

Location: Pääsali
09:30-10:30 Session S14.1: Digital Twins, Artificial Intelligence, and Machine Learning
09:30
Rotor Dynamics Modeling Enhanced by Reliable Data-Driven Discrepancy Models (abstract)
09:50
Dynamic Behavior and Stability Optimization of Internally Damped Hybrid Metal–Composite Rotors Using a Shell Finite Element Model (abstract)
PRESENTER: Naoures Jlassi
10:10
Contact Law Discovery via Symbolic Regression in Rotordynamics (abstract)
09:30-10:30 Session S2.3: Condition Monitoring, Fault Diagnostics, and Prognostics
Location: Puusepän Sali
09:30
Beyond a single machine: AI-based condition monitoring for fleets (abstract)
09:50
Comparing Rotational Speed and Acceleration Signals for Normal Operating State Detection in an Internal Combustion Engine (abstract)
PRESENTER: Jukka Junttila
10:10
Integrating Online Fault Monitoring with Digital Twins for High-Speed Rotating Systems (abstract)
PRESENTER: Mohammad Rayhan
09:30-10:30 Session S7.2: Magnetic Bearings
Location: Kuusi-kabinetti
09:30
Combining an Active Rotor with Active Magnetic Bearings (abstract)
PRESENTER: Patrick Keogh
09:50
Multi-Fault Induced Vibrational Study of a Coupled Flexible Rotor Supported by Misaligned Active Magnetic Bearings Using Finite Element Modeling (abstract)
10:10
Nonlinear Curve Fitting Approach for Position and Current Stiffness Parameter Identification in AMB Rotor Systems (abstract)
PRESENTER: Muhammad Numan
09:30-10:30 Session S9.1: Torsional Vibrations
Location: Haapa-kabinetti
09:30
Preventing Torsional Instability in Induction Motor Start-Up (abstract)
09:50
Experimental investigation of torsional wire rope isolators (abstract)
10:10
Enhanced dynamic stability of an industrial centrifuge (abstract)
PRESENTER: Eray Arslan
11:00-12:20 Session S1.3: Dynamic Analysis and Stability
Location: Kuusi-kabinetti
11:00
Statistical Validation of Rotor Computational Model (abstract)
PRESENTER: Edgard H. Porto
11:20
Analytical Framework for Structural and Rotordynamic Assessment of V-shaped Permanent Magnet Rotors (abstract)
11:40
Nonlinear Characteristics of a Heavy-duty Gas Turbine Shaft System with Labyrinth Seal (abstract)
PRESENTER: Xiang Zhang
12:00
Numerical-Experimental Correlation of a Permanent Magnet Brake in a Rotating System (abstract)
11:00-12:20 Session S3.3: Simulation Technology and Mathematical Modeling
Location: Puusepän Sali
11:00
On the nonlinear dynamics and linearization of hybrid gas foil thrust bearings (abstract)
11:20
Torque Transmission in Hydropower Generators Subject to Three-Phase Short Circuit Faults (abstract)
11:40
Modal Parameter Identification of Vertical Rotors with Squeeze-Film Dampers (abstract)
12:00
Simulation of Main Journal Motion in Two-Stroke Marine Engines (abstract)
11:00-12:20 Session S4.3: Control, Estimation, and Active Components
11:00
Multi-Harmonic Control of a Rotor in a SEMAJIB Bearing (abstract)
11:20
Investigation of features sensitivity and estimation accuracy in wear progression of journal bearings under relaxed optimization constraints (abstract)
11:40
Application of the Unscented Kalman Filter for the Simultaneous Estimation of Bearing Dynamic Coefficients and Imbalance of a Flexible Turbine Rotor (abstract)
12:00
Outlier insensitive shaft torque estimation for powertrains using convex optimization (abstract)
11:00-12:20 Session S7.3: Magnetic Bearings
Location: Haapa-kabinetti
11:00
Critical Speed and Mode Shape Sensitivity to Finite Element Modeling Strategies in Active Magnetic Bearing Rotor Systems (abstract)
11:20
Influence of Axial Offset on the Nonlinear Behaviour of Passive Magnetic Bearings (abstract)
11:40
Multiphysics Modelling of Segmented Passive Magnetic Bearings for a Vertical Rotor (abstract)
PRESENTER: Simone Venturini
Thursday, June 25th

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08:30-09:30 Session K3: Eric Maslen: Progress in Modeling Rotor Systems with Active Magnetic Bearings

The history of modeling of active magnetic bearings (AMBs) is reviewed from the 1970's up to present. Early models were static and assumed that AMBs could emulate the behavior of stiffness and damping models used for mechanical bearings at the time. These models made no effort to consider the dynamics of the power amplifiers, the many subtleties of the physical implementation of controllers, and the problem of sensor-actuator non-collocation. Over the course of intervening years to the present, industrial and academic application of AMBs has revealed the many shortcomings of these early models and has driven the development of much more detailed models, both linear and nonlinear, capable of very high fidelity predictions of stability and performance. Recognizing that even the most sophisticated AMB models retain sensitivity to parametric uncertainties such as thermal growth of air gaps, the presentation concludes with a few open problems in AMB modeling.

Location: Pääsali
09:30-10:30 Session S10.1: Rub, Whirl, and Instability
Location: Kuusi-kabinetti
09:30
Stability and Vibration Analysis of Rotor Systems in Air Ring Bearings with Taper-Land Bore Geometry (abstract)
09:50
Diagnosing and Correcting Morton Effect in a Centrifugal Compressor (abstract)
10:10
Test Rig for the Investigation of the Static and Dynamic Characteristics of Double Balancing Pistons (abstract)
09:30-10:30 Session S3.4: Simulation Technology and Mathematical Modeling
Location: Puusepän Sali
09:30
Simulation of Elastic Foil Structures in Bump Foil Bearings (abstract)
09:50
Development of a dynamic simulation model of an automotive constant velocity joint (abstract)
10:10
Rapid, dynamic simulation of early-stage rotor model on a moving platform (abstract)
09:30-10:30 Session S9.2: Torsional Vibrations
09:30
Damping estimation of turbine-generator shaft train of nuclear power plant in sub-synchronous torsional vibrations (abstract)
09:50
Torsional Vibration Control by Smart Magnetic Field Control of a Drive Motor (abstract)
PRESENTER: Erich Schmidt
10:10
A Digital Twin to Observe Torsional Vibrations of Power Plant Turbogenerators (abstract)
11:00-12:20 Session S1.4: Dynamic Analysis and Stability
Location: Puusepän Sali
11:00
The Dynamics of 3D-Printed Small Rotors Using ABS Material (abstract)
11:20
Influence of anisotropic bearings on wave propagation and band gap formation in periodic rotors (abstract)
11:40
Experimental Study on Challenges in Viscoelastic Rotors (abstract)
12:00
Numerical Investigation on Bifurcation and Stability of Bolted Rotor Systems Based on Energy Perspective (abstract)
PRESENTER: Runchao Zhao
11:00-12:20 Session S4.4: Control, Estimation, and Active Components
11:00
Attenuation of Fluid-Flow Induced Instabilities via Controlled Tilting-Pad Journal Bearings – Theory & Experiments (abstract)
11:20
Managing Vibration with Variable Damping as a Rotor Accelerates through 2 Critical Speeds in Close Proximity (abstract)
11:40
Extremum-Seeking Control of Active Ball Bearings for Vibration Energy Reduction in Power Transmissions (abstract)
12:00
Application of Predictive Control in Magnetic Suspension Systems for High-Speed Rotating Machines (abstract)
11:00-12:20 Session S5.3: Fluid FIlm Bearings, Rolling Bearings, and Seals
Location: Kuusi-kabinetti
11:00
Predictions of Rotordynamic Characteristics of Liquid Methane (LCH4) Hybrid Tilting Pad Journal Bearings for Reusable Rocket Turbopumps (abstract)
PRESENTER: Youngwoo Kim
11:20
Experimental Study on the Static and Dynamic Characteristics of a Water-Lubricated Journal Bearing with Journal Misalignment (abstract)
PRESENTER: Hyun Woo Cho
11:40
Pad Inertia Effects on the Dynamic Response of Tilting Pad Journal Bearings in Hydropower Applications (abstract)
12:00
Proposed Modifications on the Newton Method for Equilibrium Determination in Journal Bearings: Dynamic Mesh and Tolerance Strategies (abstract)
PRESENTER: Nicolas Maiochi
11:00-12:20 Session S8.1: Electromechanical Interactions
Location: Haapa-kabinetti
11:00
Condition Health Monitoring of an Induction Motor for Rotor Unbalance Identification Using Current Sig-nature Analysis Between the Parallel Paths (abstract)
PRESENTER: Karuna Kalita
11:20
Unbalanced Magnetic Pull in Induction Motors: A FEM Study of Bridge-Configured Actuators under Variable Slips and Eccentricities (abstract)
11:40
A New Approach for Active Control of Lateral and Torsional Vibrations in Variable-Speed Electric Motors (abstract)
12:00
Identification of Unbalance Magnetic Pull in Induction Machines Using Ramp-up and Coast-down Vibration Analysis Combined with FEM Simulations (abstract)
14:00-15:20 Session S1.5: Dynamic Analysis and Stability
Location: Puusepän Sali
14:00
Instability in Orbiting Journal Bearings (abstract)
14:20
Partitioned-Stator Flux-Switching Permanent-Magnet Motor with Fault Tolerance and Radial-Force Generation Capability (abstract)
14:40
Stability of a Rotor Supported in Tilting-Pad Journal Bearings Under Pad Tilt Restraint (abstract)
15:00
Design of vibration exciters for amplification of electrodynamic shaker force (abstract)
14:00-15:20 Session S5.4: Fluid FIlm Bearings, Rolling Bearings, and Seals
14:00
Nonlinear Dynamic Analysis of Rotor Supported by Hybrid Tilting Pad and Fixed Pad Journal Bearing (abstract)
PRESENTER: Jan Rendl
14:20
Experimental Validation process of rolling & ball Bear-ings for Enhanced Rotordynamic Performance in the LM9000 Free Power Turbine (abstract)
14:40
Localised Heating Due to Slip in Heavy-Duty Electric Vehicle Drivetrain Bearings (abstract)
15:00
A Comparison between Foil, Herringbone-Grooved, and Tilting Pad Gas Journal Bearings (abstract)
14:00-15:20 Session S6.2: Optimization and Design
Location: Kuusi-kabinetti
14:00
Geometry Optimization of Variable Geometry Torque Converters for Rigid Body Transmission Models (abstract)
PRESENTER: Gustavo Manzari
14:20
Stepwise Methodology from System Design to Control, Optimization, and Full-Performance Validation of AMB–Suspended Rotor Systems (abstract)
PRESENTER: Ibrahim Abubakar
14:40
Model-Based Design of Marine Powertrains: Integrating Coupling Selection with Torsional Analysis (abstract)
15:00
Design and Analysis of Helical Groove Journal Bearings Under Varying Eccentricity and Groove Angles (abstract)
14:00-15:20 Session S8.2: Electromechanical Interactions
Location: Haapa-kabinetti
14:00
Coupled Torsional-Lateral Vibration in Integrally Geared Compressors Due to Electric Arc Furnace Operation (abstract)
14:20
Predicting bifurcations in non-stationary rotors with strong electromechanical coupling: an angular harmonic balance approach (abstract)
PRESENTER: Shakiba Dowlati
14:40
The effect of bridge windings on unbalanced magnetic pull (abstract)
PRESENTER: Eldar Rahimov
16:00-17:20 Session S1.6: Dynamic Analysis and Stability
Location: Puusepän Sali
16:00
Dynamic Behavior of Combined Material Gear System (abstract)
16:20
Rotordynamic Loads of a Tilting-Axis Propeller Driven by an Inverted Slider–Crank Linkage for Morphing Quadrotors (abstract)
16:40
Novel Flexure Design for Thermal Expansion Mitigation and Temperature Insulation (abstract)
17:00
CFD analysis of a twin-grooved two-lobe journal bearing (abstract)
16:00-17:20 Session S11.1: Green Energy, Energy Storage and Conversion
16:00
Rotordynamic Challenges with Supercritical CO2 Power Cycles (abstract)
16:20
Approximation of Maximum Contact Forces in Flywheels during Drop-Downs in Planetary Touch-Down Bearings (abstract)
16:40
Comparison of hybrid machine topology for energy conversion machines (abstract)
PRESENTER: Pauli Pöppönen
17:00
Aerodynamic Drag and Heating Effects on the Dynamics of a Vertical Rotor (abstract)
PRESENTER: Simone Venturini
16:00-17:20 Session S12.1: Vibration and Dynamics in Powertrains
Location: Haapa-kabinetti
16:00
Dynamic load profile emulation by optimal combination of physical inertia and torque control (abstract)
16:20
Effects of Profile Error and Eccentricities on the Dynamics of a Spur-Gear Rotor System (abstract)
16:40
A Rotating-Piston Engine Mechanism: Kinematic and Dynamic analysis, Tribological and Thermal Insights (abstract)
17:00
Transient Torsional Rotor Dynamic Analysis in the Case of Short Circuit in Permanent Magnet Synchronous Machines (abstract)
16:00-17:20 Session S14.2: Digital Twins, Artificial Intelligence, and Machine Learning
Location: Kuusi-kabinetti
16:00
Physics-Informed Neural Network Surrogate Modeling of Magnetic Bearing Forces for Rotor–AMB System Simulation (abstract)
16:20
A Large Language Model-Driven Multi-scale Intelligent Collaborative Optimization Framework for Tilting-Pad Journal Bearings (abstract)
16:40
Experimental Identification of Inlet Oil Flow Rates In Journal Bearings Based On Rotor Vibration (abstract)
17:00
Dynamic response of a rotor with shrink-fit assembly (abstract)
Friday, June 26th

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08:30-09:30 Session K4: Rajiv Tiwari: Fault Detection and Diagnostics in Rotating Machinery using ML

Due to tremendous increase in the computation power, advances in the sensor technology and development in machine learning algorithms, it is now possible to collect enormous valuable information from high-speed mechanical and electrical rotating machinery, process them very fast to extract useful features, and train machine learning algorithms to be useful for the fault detection and its diagnostics. The present keynote presentation briefs research work done at IIT Guwahati in this field for the past more than two decades on variety of rotating machinery, e.g. rolling bearings, gearbox, geared-rotor, centrifugal pumps, induction motor, etc. It covers brief induction to machine learning algorithm, for example, support vector machines, data collections (vibration, pressure, current, etc.), feature extraction from data, feature selection, training to machine leaning algorithms, and finally testing. Latest trends on integrating physical based model with ML based model (hybrid model) will also be briefed. Potential application of the methodology for the practical application will also be addressed.

Location: Pääsali
09:30-10:30 Session S13.1: Balancing and Reduction of Excitations
Location: Kuusi-kabinetti
09:30
The model-based unbalance identification in the on-line monitored rotating machine by means of the inverse problem solution (abstract)
09:50
Flexible Rotor Balancing Using Augmented Kalman Filter and Differential Evolution, Considering Uncertainty (abstract)
10:10
Experimental Validation of a New Trial-Mass-Free Balancing Methodology Using an Artificial Neural Network (abstract)
09:30-10:30 Session S3.5: Simulation Technology and Mathematical Modeling
Location: Puusepän Sali
09:30
Real – Time High-Fidelity Simulation of Electro-Hydraulic Driven Mobile Machines (abstract)
09:50
Multibody dynamics simulation of a rotating shaft with a bearing presenting waviness defects (abstract)
10:10
Domain overlapping interface for second order dynamic FMUs (abstract)
09:30-10:30 Session S6.3: Optimization and Design
09:30
Vibration Attenuation of Rotating Shells via Additive Acoustic Black Holes (abstract)
09:50
AN IDEA OF WEIGHT SAVING IN HEAVY ROTORS USING COMPOSITE MATERIALS (abstract)
10:10
The impact of wall hole quantity on the sealing performance and vortex distributions in wall-hole-honeycomb seal (abstract)
PRESENTER: Huzhi Du