In this seminar, various analysis methods such as FFT, STFT, wavelet, order tracking ratio, and tracking analysis are explained not as mere knowledge, but as practical decision-making tools.
Furthermore, gear-specific phenomena such as harmonics, sidebands, modulation, and grease lubrication are systematically organized in terms of both spectral characteristics and causal relationships.
Rather than simply explaining analysis techniques, the seminar goes further into practical criteria for determining “what features confirm the cause.”
It also covers common misdiagnoses and overlooked cases in the field, enabling reproducible diagnostic capability.
Do you have these issues?
- Even when looking at FFT spectra, there are too many peak frequencies and you cannot determine their relationships
- Even when sidebands or modulation appear, you cannot explain what they mean
- Noise or vibration occurs, but you cannot distinguish whether it is gear-related or due to other factors
- Even when using STFT or wavelet analysis, you still cannot identify what is abnormal
- Countermeasures fail repeatedly and root cause identification becomes ad hoc
Target Participants
- Design and development engineers involved in vibration and noise issues of gears, reducers, and power transmission systems
- Maintenance engineers of manufacturing equipment and production lines
- Engineers engaged in vibration analysis and signal processing using FFT, STFT, and wavelet analysis
- Quality assurance and quality control engineers responsible for identifying causes and planning countermeasures for noise and vibration problems
- R&D engineers seeking to improve design and troubleshooting skills
for gear systems and rotating machinery
Seminar Overview
This seminar aims to systematically organize practical diagnostic methods using FFT, STFT, wavelet, order tracking ratio, and tracking analysis for gear vibration and noise problems, and to develop the ability to consistently judge from cause identification to countermeasures.
Furthermore, gear-specific phenomena such as harmonics, sidebands, and modulation are explained from both generation mechanisms and spectral characteristics, and nonlinear vibration involving grease lubrication is also covered from a practical standpoint.
Based on real-world misdiagnoses and overlooked cases, the seminar is structured to help participants acquire not just knowledge but a “decision-making process.”
・ Clarification of “selection criteria and limitations” for each analysis method
・ How to understand harmonics, sidebands, and modulation by decomposing causes
・ Practical interpretation of nonlinear vibration caused by grease lubrication
・ Reproducible narrowing-down process for root cause identification
・ Decision logic linking directly to countermeasures
Seminar Program
- 1. Actual gear vibration and noise problems
1-1 Classification of typical field problems (noise, resonance, periodic variation)
1-2 Overlooked root causes (non-gear factors: shafts, bearings, assembly)
1-3 Structure of misdiagnosis and how to avoid it
2. Primary diagnosis using FFT
2-1 Meaning of frequency peaks (mesh, rotation, harmonics)
2-2 Evaluation method based on relationships rather than peak magnitude
2-3 Common misjudgment patterns and correction methods
3. Detailed diagnosis using STFT and wavelet analysis
3-1 Extraction of time variation (steady vs non-steady)
3-2 Method to narrow causes by “how abnormalities appear”
3-3 Common interpretation mistakes
4. Synchronous analysis using order tracking ratio
4-1 Distinguishing rotation-related vs non-synchronous phenomena
4-2 Practical use of order tracking ratio
4-3 Pitfalls and correct interpretation of tracking analysis
- 5. Understanding phenomena characteristics
5-1 Conditions and appearance of harmonics and sidebands
5-2 Specific waveform/spectrum correspondence of modulation (AM/FM)
5-3 Distinguishing similar but different phenomena (misdiagnosis prevention)
- 6. Lubrication-induced vibration and noise
6-1 How to detect grease abnormalities (selection error, quantity, degradation, distribution)
6-2 Large abnormal noise caused by nonlinear phenomena due to lubrication
6-3 Separation from mechanical causes (critical point of failure if mistaken)
- 7. Practical flow from diagnosis to countermeasures
7-1 Rapid decision-making (priority setting in field work)
7-2 Narrowing-down procedure for root cause identification
7-3 Countermeasure selection (design change / assembly / lubrication)
7-4 Checkpoints for recurrence prevention
8. Q&A
Main Outcomes of This Seminar
- Ability to distinguish whether a gear is the cause or not based on differences in harmonics, sidebands, and modulation, and to narrow down causes using FFT, STFT, and wavelet analysis
Required Background Knowledge
- Basic high school physics (mechanics) and high school mathematics (mainly trigonometric functions, differentiation, and integration) are desirable. However, even without these, the essential concepts and key points will be explained clearly, so there is no problem.
Benefits: Email or Zoom Support
- Free Q&A support regarding seminar content (15 days from the day after
completion)
- Free technical consulting for vibration-related work issues (15 days from the day after completion)
Training Date & Period
- Available year-round (on-demand seminar)
- You can watch for 3 days at your chosen timing.
After application, please enter your preferred 3 consecutive viewing days (weekends and holidays allowed) in the designated field on the form.
We will accommodate your requested schedule as much as possible, but confirmation will be provided later.
Recording Year & Duration
Participating Companies & Participant Feedback
Instructor
| Title & Name |
AITOP Co., Ltd. Senior Technical Consultant
Certified Engineer, Japan Noise Control Engineering Society
Technical Development Award, Acoustical Society of Japan
Former Part-time Lecturer, Nagoya University Graduate School (English lectures for international students: 2021–2024)
Hideo Kobayashi
|
| Specialty |
Theory and applied engineering of vibration and noise technology using AI and related fields |
| Experience |
Over 30 years of practical experience as a technical consultant and seminar lecturer, with extensive achievements, including long-term lecturing at industrial technology centers across Japan and seminars hosted by Nikkan Kogyo Shimbun. |
*The seminar program above may be subject to minor changes without notice.