Kernel Methods TRIZ Cases
- Closed-Loop Control Function Selection Using Counterfactual Models
Counterfactual causal models predict which control function change is most likely to deliver the target effect without modifying the real process.
- Battery Defect Diagnosis by Charging-State Data Segmentation
Segmenting battery test data by charging and discharging state improves defect sorting power and cuts false positives for atypical patterns.
- Lithium-Ion Battery Lifetime Prediction With Probabilistic Cycle-Life Output
Early cycle measurement data is converted into a lifetime probability distribution, cutting retraining needs and reducing long-term prediction error.