Vision AI
Transparent, interpretable AI models for high-stakes decision making.
Connected Vehicle PHM
AutomotiveChallenge
High costs from reactive maintenance.
Solution
Real-time Fuzzy Bolt diagnostics on 26+ signals.
Impact
Optimized inventory & reduced lifecycle costs.
Predictive Intelligence
Aerospace / HealthcareChallenge
Black-box models unsuitable for high-stakes decisions.
Solution
Interpretable Fuzzy Bolt models.
Impact
Transparent, efficient decisions.
Engine RUL Estimation
AerospaceChallenge
Complex multi-sensor RUL prediction.
Solution
Piecewise degradation model via Fuzzy Bolt.
Impact
High reliability & RMSE reduction.
VR Athlete Prediction
Sports / GamingChallenge
Training NPCs to predict athlete moves.
Solution
Fuzzy Bolt GFS with motion capture.
Impact
75% collision prediction accuracy.
Cooperative Driving
Autonomous VehiclesChallenge
Freeway merging congestion.
Solution
Decentralized GFS controllers.
Impact
Smooth merging without V2V dependency.
Phenotypic Plasticity
Sports MedicineChallenge
Re-injury risk from poor adaptability.
Solution
Mixed Reality + Fuzzy Bolt AI.
Impact
Improved neuromuscular recovery.
Concussion Recovery
HealthcareChallenge
Subjective return-to-play decisions.
Solution
Fuzzy Bolt GFS on DTI imaging.
Impact
Objective, safer recovery timelines.
Function Approximation
EngineeringChallenge
Learning complex symbolic functions.
Solution
Fuzzy Bolt symbolic learning.
Impact
RMSE < 0.03 with limited data.
Collision Avoidance
Sports SafetyChallenge
Predicting athlete collisions.
Solution
Eye tracking + demographics analysis.
Impact
~83% prediction accuracy.
Finance Anomaly Detection
FinanceChallenge
Fraud & journal entry errors.
Solution
Transparent AI for mixed data.
Impact
98-100% accuracy on anomalies.
Tumor Classification
HealthcareChallenge
Classifying tumors from FNA attributes.
Solution
Explainable Fuzzy Bolt GFS.
Impact
High accuracy & traceability.
Advanced RUL Modeling
AviationChallenge
Early engine failure detection.
Solution
Non-piecewise modeling with RCF.
Impact
Enhanced safety & early detection.
Credit Approval
FinanceChallenge
Unbiased credit decisions.
Solution
92 explainable fuzzy rules.
Impact
87% accuracy, reduced bias.
Dermatology Diagnosis
HealthcareChallenge
Distinguishing skin conditions.
Solution
241 interpretable fuzzy rules.
Impact
97% diagnostic accuracy.
PTSD Treatment
HealthcareChallenge
Predicting therapy outcomes.
Solution
Psychological profile analysis.
Impact
Personalized, effective therapy.
