MechShield AI / AutoShield — Universal Asset Health & Reliability Platform

Total Fleet Units

3 Assets

100% Monitored

Nominal / Healthy

1 Zone A/B

Pristine Tolerances

Drift Warning

1 ≥ 2.0σ

Preventive Action Req.

Critical Breach

1 ≥ 3.0σ

Shutdown Scheduled

Fleet Avg OEE

82.4% A × P × Q

Industry Benchmark: 85%

Active Machine Digital Profiles

Select an Asset

UNKNOWN

Profile definition and active reliability baseline

Health Score

Mechanical Eff.

Availability

MTBF

MTTR

Mean 2σ Drift

Real-Time Multi-Channel Telemetry Stream

Sample Rate: 1.0 Hz • 25 Readings

Active Parameter Drift & Engineering Thresholds

Evaluated deterministically via statistical variance

Severity	Parameter Channel	Live Reading	Baseline	Limit Breach	Variance (σ)	Engineering Interpretation

Universal Asset Equipment Registry

Digital twin profiles across Induction Motors, Centrifugal Pumps, and ICE Platforms

Equipment Name	Category & Model	Serial Number	Operating Hours	Condition	Health Score	Actions

Deep-Dive Mechanical Engineering Diagnostics

Physics formulas, ISO 10816-3 vibration spectrum, and NPSH cavitation curves

Asset: --

ISO 10816-3 Mechanical Vibration Severity (RMS mm/s)

Standard evaluation zones for industrial machines with rigid/flexible foundations (15kW to 300kW).

Zone A (< 1.4 mm/s): Pristine / Newly Commissioned NOMINAL

Zone B (1.4 – 2.8 mm/s): Unrestricted Long-term Operation ACCEPTABLE

Zone C (2.8 – 7.1 mm/s): Restricted Operation / Drift WARNING (2σ)

Zone D (> 7.1 mm/s): Dangerous / Immediate Failure Risk CRITICAL (3σ)

Current Asset Reading: -- --

Centrifugal Pump NPSH & Cavitation Margin

Calculates Net Positive Suction Head Margin ($NPSH_a - NPSH_r$) to detect violent micro-bubble vapor collapse against impeller vanes.

Physics Governing Formula:

NPSH_a = (P_suction - P_vapor) / (ρ × g) + (V^2 / 2g)

Cavitation Margin = NPSH_a - NPSH_r

Suction Pressure --

Cavitation Acoustic RMS --

Arrhenius Stator Winding & Hydrodynamic Lubrication Degradation

For every 10°C increase above thermal insulation limits (Class F: 155°C, Class H: 180°C), insulation lifespan is halved according to Montsinger's empirical rule. In combustion engines, oil viscosity drops below minimum hydrodynamic film thickness ($P_{oil} < 1.2$ bar).

Active Machine Digital Profiles

Select an Asset

Real-Time Multi-Channel Telemetry Stream

Active Parameter Drift & Engineering Thresholds

Universal Asset Equipment Registry

Deep-Dive Mechanical Engineering Diagnostics

ISO 10816-3 Mechanical Vibration Severity (RMS mm/s)

Centrifugal Pump NPSH & Cavitation Margin

Arrhenius Stator Winding & Hydrodynamic Lubrication Degradation

Predictive Reliability & RUL Forecasting

Remaining Useful Life (RUL) by Registered Asset

Virtual Sensor Fault Simulation Sandbox

Simulation Controls

Live Fault Response Waveform

Engineering Work Orders & Maintenance Reports

Fleet Historical Reliability Analytics

30-Day Fleet Overall Equipment Effectiveness (OEE)

Failure Mode Distribution by Subsystem

Gemma 4 Physics-Informed AI Reliability Assistant

Platform Configuration & Backend API

Backend API Server Connection

Statistical Drift Sensitivity Threshold

Units of Measurement

Active Machine Digital Profiles

Select an Asset

Real-Time Multi-Channel Telemetry Stream

Active Parameter Drift & Engineering Thresholds

Universal Asset Equipment Registry

Deep-Dive Mechanical Engineering Diagnostics

ISO 10816-3 Mechanical Vibration Severity (RMS mm/s)

Centrifugal Pump NPSH & Cavitation Margin

Arrhenius Stator Winding & Hydrodynamic Lubrication Degradation

Predictive Reliability & RUL Forecasting

Remaining Useful Life (RUL) by Registered Asset

Virtual Sensor Fault Simulation Sandbox

Simulation Controls

Live Fault Response Waveform

Engineering Work Orders & Maintenance Reports

Fleet Historical Reliability Analytics

30-Day Fleet Overall Equipment Effectiveness (OEE)

Failure Mode Distribution by Subsystem

Gemma 4 Physics-Informed AI Reliability Assistant

Platform Configuration & Backend API

Backend API Server Connection

Statistical Drift Sensitivity Threshold

Units of Measurement

Register New Equipment