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LTTS

LTTS LTwin

Predict machine failures before they happen

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  3. LTTS LTwin

LTTS LTwin

LTwin is LTTS' physics-integrated digital twin platform. It fuses first-principles engineering with AI to build living replicas of machines and assets - forecasting degradation, sensing what instruments cannot measure, and validating designs virtually across the Design, Operations and Service lifecycle.

LTTS

Engineering Intelligence. Proven in the Field.

~90%

fault-prediction accuracy

~75%

less physical testing

91.4%

model-to-physical match

~1 month

Reduced physical validation time

Most Digital Twins Go Blind exactly when you need them

A data-only twin learns from history. But the assets that matter most are often the ones you have the least history on – a new design, a new duty cycle, a multi-vendor fleet built to a spec sheet with no drawings.

 

And the moment a failure begins is the moment the data runs out.

No history, no prediction

Statistical models need run-to-failure data a new asset or duty cycle does not have

ltts

The failure starts where no sensor fits

Cracks initiate between gear teeth, heat peaks inside windings – no scope to instrument the point that matters

ltts

Sensors drift, degrade, and die

Strain gauges fail in hot, contaminated oil. When the instrument goes, a data-only twin goes dark

ltts

Physical testing burns months

Certifying each design variant on a rig consumes months of test time and capital before a unit ships

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The result: you learn how the asset failed by stripping it down – after it is already down.

A Digital Twin That Starts With Physics, Not Just Data

LTwin embeds the governing physics – structural, thermal, electromagnetic, directly into AI models, predicting behavior even for assets it has never seen fail, and keeps predicting even when the sensors are offline.

Physics-Informed Neural Networks (PINN)

Physics is built into the learning, so LTwin predicts accurately even when historical or failure data is sparse or absent

Reduced Order Models (ROM)

Full multiphysics fidelity at near-instant speed — the twin runs in real time and reports parameters that cannot be measured directly

Multiphysics + system-level + AI/ML

Correlated FEA and system models fused with live analytics for anomaly detection, prediction, and control

  • Design Twin virtualizes testing; 
  • Operations Twin runs what-if and monitoring on live assets without touching them; 
  • Service Twin predicts degradation and residual life.

LTwin: How It Works

1. Model

Build the multiphysics and system-level model – structural, thermal, electromagnetic, and embed the governing physics into a PINN.

2. Correlate

Validate against physical measurement (FEA vs. measured acceleration to 91.4%) so predictions are trusted, not assumed.

3. Sense

Digitize sensor data at the edge and stream it in; ROM adds virtual sensors for quantities no probe can reach.

4. Predict

Detect degradation patterns and estimate residual life; flag crack initiation between gear teeth at ~90% accuracy.

5. Act

Raise alarms on limit breach, run what-if scenarios live, feed root-cause and residual-life insight back through PLM/MES.

What You Get From LTwin

Predicts new-asset behavior:Tells you how an asset will behave, even a brand-new one with no past failures to learn from 

Virtual sensing: Sees temperature, force and stress at points where no physical sensor can be fitted - and keeps working if a sensor fails 

Real-time monitoring and control: A live dashboard to watch the asset, set safe limits, and start, stop or adjust it from the screen 

Condition monitoring: Tracks vibration, torque, and temperature continuously, and warns before the asset reaches a damaging speed 

Predictive maintenance: Spots wear early and estimates how much useful life is left – so you service on evidence, not a calendar 

Quality control: Flags the moment a reading drifts out of range, in real time 

What-if analysis: Test a change — a higher speed, a hotter day, and see the effect instantly, without touching the real asset 

Fits your systems: Runs at the edge and in the cloud, and connects to your PLM and MES

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Where LTwin is Put to Work

The same twin, applied wherever failure is expensive and the failure point is hard to reach.

 

Wind-turbine gearboxes

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What LTwin does

Predicts cracks and remaining life across a mixed-vendor fleet built to spec with no drawings — from vibration and torque data.

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Outcome

~90% crack accuracy

Gearbox and drivetrain

ltts

What LTwin does

Watches vibration, torque and resonance, and warns when a speed would shake the drivetrain too hard.

ltts

Outcome

Safe-speed control

EV thermal management

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What LTwin does

Predicts heat build-up in the battery, inverter, controller and motor, and acts to prevent overheating.

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Outcome

Failure modes averted

Yaw-gear life testing

ltts

What LTwin does

Predicts remaining life and pinpoints why parts fail early, without a full physical test campaign.

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Outcome

From 3 months to under 1

Motors and rotating equipment

ltts

What LTwin does

Reads the motor's electrical and structural behavior against live data to catch failures before they spread.

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Outcome

Virtual sensing

Test benches

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What LTwin does

Spots heat drift and performance loss in simulation before any hardware is built.

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Outcome

~75% less test time

Deployed across: Wind and Energy | Automotive and EV | Industrial Equipment

Why LTwin Works When Others Fail

The difference shows up in the hard moments – a brand-new asset, a failure point you can't reach, a sensor that has died.

ltts

Ordinary twins can only learn from past failures. LTwin starts from engineering physics, so it works on brand-new assets from day one.

ltts

Most tools tell you something has already changed. LTwin tells you what will happen next, and how long the asset has left.

ltts

LTwin reports temperature, force and stress at points no sensor can be fitted, and keeps working even if a sensor fails.

ltts

LTwin traces a problem to its physical cause, instead of guessing from patterns in the data.

ltts

Every LTwin model is checked against the physical asset before it is trusted – matched to 91.4% on the reference gearbox.

Fewer rigs. Fewer surprises. Faster to market.

  • Faster validation: Replace months of physical testing with simulation - yaw-gear testing went from three months to one 
  • Predictable uptime: Catch failures early and turn unplanned breakdowns into planned maintenance 
  • See the unmeasurable: Get visibility into behavior your sensors are unable to measure 
  • Works with thin data: Runs on new assets and mixed fleets, and keeps going when a sensor fails 
  • Trustworthy by design: Every prediction is backed by a model checked against the real machine
Design faster. Operate smarter. Maintain what matters.

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