Early Warning Fault Detection & Mitigation Strategies

GTC Analytics leverages existing data and applies machine learning, deep learning techniques, and innovative fault/anomaly detection to create fault management solutions on customized platforms, enabling the implementation of rapid mitigation strategies. 

Fault Detection

ARADISS

Adaptive Real-Time Anomaly Detection & Identification for Sensored Systems (ARADISS) is a platform-agnostic, rapidly deployable, lightweight anomaly detection and root cause identification technology. By using machine learning techniques and graph methods, this solution applies to all cyberphysical systems needing diagnostic capabilities. In addition, ARADISS offers self-adapting algorithms for gradual system changes, allowing for highly sensitive and accurate diagnostics.

Information and data assurance

Root cause identification

system Anomaly detection:

Sensor and component faults

Software bugs and cyber threats

Environmental disturbance

Space systems, including satellites and robotic systems

Unmanned aerial, ground, and underwater vehicles

Other cyber-physical systems, such as automobiles

PROJECTS
A Reusable Fault Management Tool for Satellite Health Monitoring for NASA

TRACAIR

Trajectory Course Anomaly Identifier (TRACAIR) is used to develop a flexible trajectory anomaly detection framework leveraging multi-source aviation data and deep learning techniques to aid in safety-critical decision-making in terminal airspace operations using relevant, interpretable metrics such as energy metrics. .

Identify safety-critical risks for flights outside of approved airspace

Determine unsafe proximity to people / property

Detect loss of command and control (C2)

Recognize loss or degraded GPS

Verify engine failure

Diagnose loss of power

Confirm loss-of-control

Trajectory identification

UAS Traffic Management (UTM)

Pilots’ proficiency quantification

Urban Air Mobility (UAM)

Data curation

Feature extraction

HDBSCAN

Deep autoencoder

PROJECTS
GTC Analytics’ Machine Learning Systems for Trajectory Analysis

All software solutions.

Advanced Sensor Signature Analysis
IoT (Fullstack IoT Development)
Modeling & Simulation
Business Intelligence & Advanced Data Analytics Services