AI pipeline leak detection for oil and gas

    AI Pipeline Leak Detection
    Faster, Quieter, More Accurate

    Fuse SCADA, fiber-optic DAS, satellite and acoustic data with AI to detect leaks in minutes - and slash false-alarm noise.

    ★ DAS / fiber★ SCADA fusion★ Satellite★ Acoustic ML★ API 1130★ False-alarm reduction★ DAS / fiber★ SCADA fusion★ Satellite★ Acoustic ML★ API 1130★ False-alarm reduction★ DAS / fiber★ SCADA fusion★ Satellite★ Acoustic ML★ API 1130★ False-alarm reduction★ DAS / fiber★ SCADA fusion★ Satellite★ Acoustic ML★ API 1130★ False-alarm reduction
    AI

    Quick Answer

    NeoBram delivers AI pipeline leak detection that fuses SCADA, fiber-optic DAS, satellite and acoustic sensors to detect leaks within minutes, attribute location to within tens of metres, and cut false-alarm noise 50-80% versus rule-based CPM systems.

    Why This Matters

    Pipeline Leaks Are Costly, Public and Avoidable.

    A single major release can cost $100M+ in cleanup, fines and reputational damage. Yet many operators still depend on conventional Computational Pipeline Monitoring (CPM) that misses small leaks and drowns control rooms in false alarms.

    AI changes the economics. Fusing fiber-optic DAS, SCADA flow / pressure balance, satellite-based hyperspectral data and acoustic sensors gives operators detection in minutes and location accuracy in metres.

    We deploy leak detection AI that augments, not replaces, your existing CPM and SCADA - delivering API 1130-aligned performance with far less alarm fatigue.

    Our Tech Stack

    Production-Grade Tools We Deploy

    Sensing

    Fiber-optic DAS (Silixa, OptaSense)
    Distributed acoustic
    Acoustic emission sensors
    Discrete points
    Satellite hyperspectral (Kayrros, Carbon Mapper)
    Wide-area
    SCADA flow / pressure
    Balance & wave analysis

    ML & detection

    PyTorch
    Acoustic / DAS classifiers
    1D CNN / Transformer
    Time-series detection
    Negative pressure wave
    Hybrid physics + ML

    Operations integration

    SCADA write-back
    Alarm consolidation
    Control-room HMI
    Operator UX
    Emergency response systems
    Auto-escalation

    Compliance

    API 1130 alignment
    Performance benchmarks
    PHMSA reporting
    Regulator output
    Audit trail
    Every alarm logged

    Architecture Deep-Dive

    How We Build It

    Multi-modal leak detection

    AI models trained per sensor type and fused into a single confidence score per pipeline segment.

    • DAS acoustic event classification
    • Negative pressure wave + ML hybrid detection
    • Mass/volume balance with statistical models
    • Satellite confirmation for long-duration releases

    Alarm fusion & noise reduction

    Consolidates alarms across sensor types, dismisses known operational events (pig runs, valve moves) and presents one prioritised alarm queue.

    • Cross-source corroboration scoring
    • Operational-event filtering (pigs, valves, third-party works)
    • Operator-friendly explanations per alarm
    • Suppression of duplicate alarms across systems

    Location & size estimation

    Estimates leak location and size with confidence bands - speeding emergency response and shutdown decisions.

    • Location accuracy: typically ±10-50m on DAS-instrumented lines
    • Leak size estimate (small/medium/large) with rate band
    • Time-to-detect benchmarked against API 1130
    • Map view with response zone overlays

    Audit-ready, API 1130-aligned

    Every alarm, classification and operator action logged for regulator audit. Performance metrics aligned to API 1130 categories.

    • Reliability, sensitivity, accuracy, robustness metrics tracked
    • PHMSA / regulator export packs
    • Operator action audit trail
    • Annual performance review automation

    Data Security, Governance & Safety

    Enterprise AI demands enterprise-grade security. Every solution we deploy follows strict data sovereignty, safety, and compliance standards.

    Data Sovereignty

    • Your data stays in your infrastructure - always
    • Deploy on your cloud (AWS, Azure, GCP) or on-premise
    • No data leaves your environment
    • Full compliance with regional data residency requirements

    Model Safety & Guardrails

    • NVIDIA NeMo Guardrails for content safety
    • PII detection and redaction with Presidio
    • Prompt injection defense and input sanitization
    • Hallucination detection and factual grounding

    Access Control & Audit

    • Role-based access control for all AI systems
    • Immutable audit logs for every interaction
    • SOC 2 Type II, ISO 27001 compliance frameworks
    • GDPR, HIPAA, and industry-specific regulations

    Responsible AI

    • Bias testing with Fairlearn and AI Fairness 360
    • Model explainability via SHAP and LIME
    • Transparency reports for stakeholders
    • Continuous fairness monitoring in production

    FAQ

    Frequently Asked Questions

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