CAiRS Research Programs
(Totally 5 Programs with 15 Research Projects to be collaborated with local industry)
Research Program 1
- Informative Feature Discovery and Selection
- Early detection of degradation in electronic interconnects
- Anomaly detection for systems under indeterminate operating conditions
| Research Programs | No. of Projects | |
| 1 | Anomaly Detection and Syndromic Surveillances | 3 |
| 2 | Innovative Diagnostics for Health Management | 2 |
| 3 | Prognostics for Remaining Useful Life Assessment | 4 |
| 4 | Safety Assurance: Improve Functional Safety | 3 |
| 5 | Data Analytics Platform for Reliability | 3 |
Research Program 2
- Transfer learning for adaptive diagnostics and Simulation-based Analysis
- Ensemble methods for individualized fault diagnosis
| Research Programs | No. of Projects | |
| 1 | Anomaly Detection and Syndromic Surveillances | 3 |
| 2 | Innovative Diagnostics for Health Management | 2 |
| 3 | Prognostics for Remaining Useful Life Assessment | 4 |
| 4 | Safety Assurance: Improve Functional Safety | 3 |
| 5 | Data Analytics Platform for Reliability | 3 |
Research Program 3
- Development of canaries for catastrophic failure prevention
- AI based safety assurance
- Forecasting maintenance
- Use of failure models and bayesian method for real-time failure prediction and uncertainty management
| Research Programs | No. of Projects | |
| 1 | Anomaly Detection and Syndromic Surveillances | 3 |
| 2 | Innovative Diagnostics for Health Management | 2 |
| 3 | Prognostics for Remaining Useful Life Assessment | 4 |
| 4 | Safety Assurance: Improve Functional Safety | 3 |
| 5 | Data Analytics Platform for Reliability | 3 |
Research Program 4
- Functional safety improvement through expanded diagnostic coverage and Reduction in testing effort
- Hybrid strategies for AI-based safety assurance
- Functional safety verification of systems that implement AI
| Research Programs | No. of Projects | |
| 1 | Anomaly Detection and Syndromic Surveillances | 3 |
| 2 | Innovative Diagnostics for Health Management | 2 |
| 3 | Prognostics for Remaining Useful Life Assessment | 4 |
| 4 | Safety Assurance: Improve Functional Safety | 3 |
| 5 | Data Analytics Platform for Reliability | 3 |
Research Program 5
- Sharable knowledge database
- Integrity of sensor data
- Data visualization and modeling for Processes, Products and Systems
| Research Programs | No. of Projects | |
| 1 | Anomaly Detection and Syndromic Surveillances | 3 |
| 2 | Innovative Diagnostics for Health Management | 2 |
| 3 | Prognostics for Remaining Useful Life Assessment | 4 |
| 4 | Safety Assurance: Improve Functional Safety | 3 |
| 5 | Data Analytics Platform for Reliability | 3 |