Muhammad Ali Haider
Mechanical Integrity and AI Systems Engineer
Mechanical Integrity · Edge AI Systems · Computer Vision · PINNs
I've been fascinated by this world of intelligent machines ever since.
Abu Dhabi, UAE
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Status
In development
SCALAR by EXUBIS — full-scale asset integrity management software: RBI, IDMS, FFS and PIMs in one platform.
Role
Product Developer
Focus
RBI · IDMS · FFS · Pipelines
Based
Abu Dhabi, UAE
❯ now · scalar · developing the rbi modules
Aktuelle Arbeit
End-to-end Asset Integrity Management software built at EXUBIS — Risk-Based Inspection, inspection data management, Fitness-for-Service and pipeline integrity in one platform.
RBI · IDMS · FFS · Pipeline Integrity
Bayesian network and Monte Carlo simulation over a component's own inspection history, inferring its corrosion rate as a distribution and recommending the next inspection date from it.
Bayesian Networks · Monte Carlo · Corrosion Rates · Inspection Planning
Interessengebiete
Running vision models on inspection hardware with no accelerator and a tight power budget, so a technician on a platform gets defect classification in the field rather than back at the office. The open question I care about is how much accuracy survives aggressive quantization.
Edge AI · Computer Vision · Quantization
Comparing learned models against classical signal processing for catching rotating-equipment failure before it happens. Success is predicting a bearing or pump fault far enough ahead to schedule the fix — from the vibration signature alone.
Predictive maintenance · Signal processing · Time series
Where a physics-informed network can stand in for an FEA solver on integrity problems — corrosion growth, remaining-life estimates — and, more importantly, where it quietly cannot. The failure mode I watch for is confident extrapolation outside the training envelope.
PINNs · Simulation · FEA
Deployed corrosion-detection models degrade as cameras and sensors do. I'm interested in flagging that drift from the signal itself — no fresh ground truth — so an integrity call is never made on a silently-decayed model.
Robustness · Monitoring · Calibration