AI-Powered Predictive Maintenance


MARS uses real-time SCADA sensor data, LSTM-based AI, and Cloud-Native architecture to detect anomalies, predict equipment failures, and protect critical assets across oil & gas operations.

Capabilities

Intelligent Asset Reliability

MARS transforms raw sensor signals into actionable intelligence, keeping your critical infrastructure running at peak performance.

Precision Anomaly Detection

Utilizes reconstruction error analysis from LSTM models to detect subtle deviations that rule-based systems miss—identifying issues days in advance.

Cloud-Native Scalability

Secure, scalable cloud deployment ensures you get real-time insights without the burden of managing complex on-premise hardware infrastructure.

SCADA Integration

Seamless ingestion from existing SCADA systems and control room infrastructure. MARS plugs into your Real-Time Operations Center with zero disruption.

Powered By
Google Cloud
TFTensorFlow
PyPython
BQBigQuery
Kubernetes
📡IoT Core
📊Grafana
KApache Kafka
Google Cloud
TFTensorFlow
PyPython
BQBigQuery
Kubernetes
📡IoT Core
📊Grafana
KApache Kafka
How It Works

The MARS Pipeline

From raw sensor signals to predictive intelligence — three stages that keep your operations running.

01

Harvest

Data Extraction

High-frequency extraction of vibration, temperature, and pressure data. Seamless integration with Maximo, SAP, and Oracle for historical context.

02

Transform

Signal Processing

Raw sensor streams are cleaned, normalized, and processed using advanced signal processing techniques to prepare them for AI modeling.

03

Train

LSTM Architecture

Our LSTM-based Encoder-Decoder model learns "normal" operational behavior, establishing a robust baseline for asset health.

04

Validate

Backtesting

rigorous backtesting against historical failure events ensures the model accurately predicts known failures before going live.

05

Deploy

Cloud Inference

Scalable cloud-native inference delivers real-time alerts and predictive insights directly to your control room dashboards.

Get Started

See MARS in Action

Discover how MARS can reduce unplanned downtime and cut operational costs across your oil & gas assets.

mars_demo.sh