Vision AI

Transparent, interpretable AI models for high-stakes decision making.

Connected Vehicle PHM

Automotive

Challenge

High costs from reactive maintenance.

Solution

Real-time Fuzzy Bolt diagnostics on 26+ signals.

Impact

Optimized inventory & reduced lifecycle costs.

Predictive Intelligence

Aerospace / Healthcare

Challenge

Black-box models unsuitable for high-stakes decisions.

Solution

Interpretable Fuzzy Bolt models.

Impact

Transparent, efficient decisions.

Engine RUL Estimation

Aerospace

Challenge

Complex multi-sensor RUL prediction.

Solution

Piecewise degradation model via Fuzzy Bolt.

Impact

High reliability & RMSE reduction.

VR Athlete Prediction

Sports / Gaming

Challenge

Training NPCs to predict athlete moves.

Solution

Fuzzy Bolt GFS with motion capture.

Impact

75% collision prediction accuracy.

Cooperative Driving

Autonomous Vehicles

Challenge

Freeway merging congestion.

Solution

Decentralized GFS controllers.

Impact

Smooth merging without V2V dependency.

Phenotypic Plasticity

Sports Medicine

Challenge

Re-injury risk from poor adaptability.

Solution

Mixed Reality + Fuzzy Bolt AI.

Impact

Improved neuromuscular recovery.

Concussion Recovery

Healthcare

Challenge

Subjective return-to-play decisions.

Solution

Fuzzy Bolt GFS on DTI imaging.

Impact

Objective, safer recovery timelines.

Function Approximation

Engineering

Challenge

Learning complex symbolic functions.

Solution

Fuzzy Bolt symbolic learning.

Impact

RMSE < 0.03 with limited data.

Collision Avoidance

Sports Safety

Challenge

Predicting athlete collisions.

Solution

Eye tracking + demographics analysis.

Impact

~83% prediction accuracy.

Finance Anomaly Detection

Finance

Challenge

Fraud & journal entry errors.

Solution

Transparent AI for mixed data.

Impact

98-100% accuracy on anomalies.

Tumor Classification

Healthcare

Challenge

Classifying tumors from FNA attributes.

Solution

Explainable Fuzzy Bolt GFS.

Impact

High accuracy & traceability.

Advanced RUL Modeling

Aviation

Challenge

Early engine failure detection.

Solution

Non-piecewise modeling with RCF.

Impact

Enhanced safety & early detection.

Credit Approval

Finance

Challenge

Unbiased credit decisions.

Solution

92 explainable fuzzy rules.

Impact

87% accuracy, reduced bias.

Dermatology Diagnosis

Healthcare

Challenge

Distinguishing skin conditions.

Solution

241 interpretable fuzzy rules.

Impact

97% diagnostic accuracy.

PTSD Treatment

Healthcare

Challenge

Predicting therapy outcomes.

Solution

Psychological profile analysis.

Impact

Personalized, effective therapy.