Industry applications

The machine doesn't matter.
We monitor them all.

Find your machine type below. See exactly how VibraFabrics detects faults earlier, reacts faster at the edge, and keeps your data under your control.

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Rotating Machinery

Electric motors ยท Centrifugal pumps ยท Fans ยท Blowers ยท Compressors

Stop replacing bearings on a schedule. Replace them when they actually need it.
The problem

Most plants replace bearings every 6 months โ€” whether they need it or not. That wastes money and creates unnecessary downtime. When a bearing does fail unexpectedly, it can damage the shaft, housing, and impeller in a chain reaction that costs 10ร— more than the bearing itself.

How VibraFabrics solves it

Continuous vibration monitoring with IEPE sensors detects early bearing wear, imbalance, and misalignment weeks before failure. The server's anomaly detector spots changes in vibration patterns and raises an early warning โ€” giving your team time to plan, not react.

โœฆ AI image prompt

"VibraFabrics industrial monitoring dashboard screenshot showing a 30-day vibration trend chart for a centrifugal pump bearing. The trend line gradually rises over the last 10 days and an amber "Early warning" anomaly flag is visible at day 22, well before the red alarm threshold. Clean dark SaaS UI, blue accent colors, professional data visualization."

usecase-rotating-dashboard.png
Key benefits
  • โœ“Detect bearing degradation weeks before failure
  • โœ“Eliminate unnecessary scheduled replacements
  • โœ“Avoid collateral damage by acting before the fault propagates
  • โœ“Works on motors from small single-phase to large multi-megawatt
  • โœ“Add temperature and process sensors alongside vibration
Speed range
12โ€“100,000 RPM
Sensor type
IEPE accelerometers (primary)
Edge alarm output
24 VDC relay / tower light
AI role
Early warning โ€” days to weeks ahead
๐ŸŒ€

High-Speed Turbines & Spindles

Steam turbines ยท Gas turbines ยท CNC spindles ยท Centrifuges ยท Turbo-compressors

At 50,000 RPM, cloud monitoring reacts too late. The edge doesn't wait.
The problem

High-speed rotating equipment fails catastrophically. A turbine imbalance that starts as a hairline crack can lead to full destruction in seconds. Cloud-based monitoring systems can't react fast enough โ€” by the time data travels to a server and back, the machine is gone.

How VibraFabrics solves it

VibraFabrics processes alarm logic on the edge device itself and triggers 24 VDC digital outputs directly โ€” fully independent of any server or network. Meanwhile, high-density signal captures are forwarded to the server for AI trend analysis and early warning.

โœฆ AI image prompt

"Technical illustration on dark background showing two parallel protection paths for a high-speed turbine: left path labelled "Edge alarm โ€” milliseconds" with a Beckhoff PLC triggering a 24V relay directly; right path labelled "AI early warning โ€” days" with data flowing to a cloud server showing a trend chart. Clean vector diagram, white and blue labels, orange/red accent for the alarm path, purple for the AI path."

usecase-turbine-dual-path.png
Key benefits
  • โœ“Edge digital outputs react to threshold crossings independently of the cloud
  • โœ“High-frequency signal capture for deep spectral analysis
  • โœ“AI early warning detects trends days before threshold-level events
  • โœ“Hardware scalable to the number of channels required
  • โœ“ATEX-compatible hardware options for hazardous installation environments
Max speed
Up to 100,000 RPM
Edge alarm output
24 VDC relay โ€” independent of server
AI role
Early warning trend detection (not real-time)
Signal capture
5M+ pts stored per acquisition
๐Ÿ”ฉ

Very Low-Speed Machines

Agitators ยท Mixers ยท Rotary kilns ยท Paper rolls ยท Conveyor drums

Most systems give up below 100 RPM. Ours works down to 12.
The problem

A paper mill agitator spinning at 20 RPM has a vibration cycle lasting 3 full seconds. Most vibration tools โ€” and nearly all wireless sensors โ€” are calibrated for faster machines and simply miss fault frequencies at low speed. Damage accumulates invisibly until it's catastrophic.

How VibraFabrics solves it

VibraFabrics applies extended acquisition windows and signal processing tuned for slow-speed equipment. The system captures enough vibration cycles to resolve bearing and gear mesh defect frequencies even at 12 RPM โ€” something most competitor platforms cannot do.

โœฆ AI image prompt

"Side-by-side FFT frequency spectrum comparison on dark background. Left panel labelled "Standard tool โ€” 15 RPM" shows a flat noisy spectrum with no visible fault frequency peaks. Right panel labelled "VibraFabrics โ€” 15 RPM" shows a clear spectrum with a distinct bearing defect frequency peak highlighted in orange at the correct harmonic. Dark professional data visualization, orange and blue accent colors."

usecase-lowspeed-fft.png
Key benefits
  • โœ“Works reliably down to 12 RPM
  • โœ“Extended acquisition windows capture sufficient cycles for analysis
  • โœ“Detects bearing wear, looseness, and lubrication problems
  • โœ“Combine with process sensors (temperature, torque) for full machine health
  • โœ“No manual inspection rounds needed
Minimum speed
12 RPM
Sensor options
IEPE + 4-20mA + PT1000 + others
Acquisition window
Configurable for slow cycles
Competitor limit
Typically fails below 60 RPM
๐Ÿ“ก

Remote & Distributed Assets

Pumping stations ยท Water treatment ยท Wind turbines ยท Agricultural equipment ยท Pipeline valves

Your most expensive assets are the hardest to reach. Not anymore.
The problem

Running IEPE cables to a pump station kilometres from your plant costs more than the pump itself. So most remote machines go unmonitored โ€” and when they fail, you find out when production stops.

How VibraFabrics solves it

LoRaWAN wireless sensors run on batteries for over a year and transmit data kilometres with no cabling and no Wi-Fi. One gateway covers a large area. All data flows to the same dashboard as your wired sensors.

โœฆ AI image prompt

"Aerial-style site map illustration of a water treatment facility on dark background. Several pump station buildings scattered around the site. Each pump station has a small wireless sensor icon with LoRa signal waves. A central gateway building shows a coverage radius circle encompassing all sensors. Green dots = sensors OK, one amber dot = early warning. Clean technical map illustration, teal and green color scheme."

usecase-remote-map.png
Key benefits
  • โœ“Battery life: 1+ year on 2 AA cells
  • โœ“Wireless range: kilometres in open terrain
  • โœ“One gateway covers many sensors
  • โœ“No cables, no Wi-Fi, no IT project
  • โœ“Same dashboard view as wired assets
Protocol
LoRaWAN (ChirpStack)
Battery
2ร— AA, 12+ months typical
Edge HMI
Available on gateway device
Dashboard
Unified with wired sensor fleet
๐Ÿ”ฅ

ATEX / Hazardous Environments

Chemical reactors ยท Oil & gas equipment ยท Mining crushers ยท Solvent handling

Explosive atmospheres need certified hardware โ€” not workarounds.
The problem

In Zone 1 and Zone 2 ATEX areas, uncertified electronics can ignite a gas or dust atmosphere. So most chemical and oil & gas plants run rotating equipment unmonitored โ€” or rely on periodic manual rounds that miss developing faults.

How VibraFabrics solves it

VibraFabrics supports ATEX-compatible sensor options feeding data to a safely-located Beckhoff edge device outside the hazardous zone. Edge alarm outputs enable real-time response without requiring personnel to enter the hazardous area.

โœฆ AI image prompt

"Technical plant layout diagram on dark background showing ATEX zone architecture. Left side: "ATEX Zone 2" boundary drawn with dashed orange line containing reactor and pump icons with ATEX sensor symbols. Right side: "Safe area" containing a Beckhoff PLC box. A cable runs across the zone boundary through a barrier symbol. A 24V alarm relay output connects to a control room icon. Orange and amber color scheme for hazardous zone, blue for safe area, clean technical illustration."

usecase-atex-layout.png
Key benefits
  • โœ“ATEX-compatible sensor options for Zone 1 and Zone 2
  • โœ“Processing hardware located safely outside the hazardous zone
  • โœ“Edge digital alarm outputs trigger safety responses without cloud dependency
  • โœ“Reduce personnel exposure to hazardous environments
  • โœ“Monitor continuously โ€” not just during planned inspection rounds
ATEX zones
Zone 1 & Zone 2 (hardware-dependent)
Edge alarm
24 VDC digital output โ€” server-independent
Sensor interface
IEPE with ATEX-rated barrier options
Processing
Beckhoff PLC โ€” located in safe area
๐Ÿงฌ

Complex Drivetrains & Gearboxes

Gearboxes ยท Speed multipliers ยท Planetary drives ยท Multi-stage transmissions

Gearbox faults hide in overlapping frequencies. We separate them.
The problem

A gearbox with multiple gear pairs and bearings generates dozens of overlapping vibration frequencies. Standard threshold alarms trigger on the wrong signal. Generic AI models produce false alarms or miss real defects because they don't understand the mechanical relationships between components.

How VibraFabrics solves it

VibraFabrics captures high-resolution vibration data across all monitored gearbox points. Spectral analysis tools (FFT, envelope spectrum) allow your team or our AI to identify which component frequency is anomalous โ€” gear pair defect, bearing inner race, or resonance โ€” before failure.

โœฆ AI image prompt

"Split technical visualization on dark background. Left: FFT frequency spectrum of a multi-stage gearbox showing several harmonic peaks. One peak at a gear mesh frequency is highlighted in amber with a label "Gear pair 2 โ€” early fault detected". Right: a simplified mechanical schematic cross-section of a two-stage gearbox with the faulty gear pair highlighted. Cyan and teal accent colors, professional industrial data visualization style."

usecase-gearbox-fft.png
Key benefits
  • โœ“High-resolution IEPE acquisition captures gearbox frequency detail
  • โœ“Envelope spectrum and FFT tools for gear and bearing fault identification
  • โœ“AI anomaly detector learns the normal signature per machine
  • โœ“Early warning when individual component signatures start to drift
  • โœ“Raw signal archive means any historical capture can be re-analysed
Analysis tools
FFT ยท Envelope spectrum ยท Time waveform
AI role
Anomaly detection on scalar metrics
Raw archive
Full captures stored โ€” re-analysable later
Sensor count
Scales with hardware model selected

Don't see your machine type?

VibraFabrics is configurable for virtually any rotating or reciprocating machine. Talk to us โ€” we'll tell you exactly what hardware and configuration you need.