VectoraLab Engine
A modular framework for real-time vibration analysis, statistical feature extraction, and transparent condition assessment for industrial systems.
The Industrial Blind Spot: Reactive Maintenance
Unexpected machinery downtime costs global manufacturing billions annually. Current monitoring infrastructures are either completely reactive or operate as complex, closed-source 'black boxes'.
VectoraLab breaks this paradigm by combining mathematical transparency with low-latency edge processing.
Engineered for Precision
Multi-Domain DSP
Extract features across Time, Frequency, and Envelope domains.
Edge-Ready Low Latency
Optimized for industrial gateways and edge devices.
Statistical Feature Engine
Compute up to 24 statistical indicators per signal frame.
ISO 10816 Compliance
Apply ISO 10816-based vibration assessment within analysis workflows.
Free Online Tools
No install, no signup required — start analyzing vibration data right now.
FFT Analyzer
Visualize the frequency spectrum of a vibration signal online.
Vibration RMS Calculator
Calculate vibration energy levels against industry standards.
Bearing Fault Frequency Calculator
Compute characteristic bearing fault frequencies.
ISO 20816 Calculator
Evaluate machine vibration condition per the ISO 20816 standard.
Gear Mesh Frequency Calculator
Calculate gear mesh frequencies for gearbox fault diagnosis.
Vibration Unit Converter
Convert between acceleration, velocity, and displacement units.
Modular System Architecture
VectoraLab divides signal monitoring into decoupled processing stages.
Click any node to see details.
Signal Processing Pipeline
Time-Domain Signal
Live acquisition of raw sensor data (Vibration/Acoustic).
FFT Analysis
Converting signals to frequency domain to identify primary components.
Spectrogram
Time-frequency analysis to monitor non-stationary signal behavior.
Trend Extraction
Advanced feature engineering to track health degradation over time.
Anomaly Assessment
Statistical analysis of signal behavior to identify abnormal patterns.
Interactive Health Assessment
Explore how changes in an illustrative assessment index can reflect different example condition states.
Illustrative Assessment: Example: the selected condition remains within the nominal range.
Illustrative Health Assessment Model
VectoraLab can use statistical feature deviations to construct interpretable condition assessment models.
This illustrative model uses weighted exponential decay to demonstrate how feature deviations can influence an assessment index.
Explore Math SandboxFeature Extraction Model
VectoraLab extracts statistical features from vibration signals to characterize machine condition and identify changes and abnormal signal patterns.
RMS
x_rms = √(1/N * Σ x_i²)Root Mean Square (RMS) captures the overall vibration energy level.
Kurtosis
K = [Σ(x_i - μ)⁴ / N] / σ⁴Kurtosis detects impulsive mechanical events such as bearing impacts.
Skewness
γ = [Σ(x_i - μ)³ / N] / σ³Skewness measures asymmetry in vibration signal distribution.
Statistical Deviation Model
Each feature deviation is normalized using baseline statistics.
Real-time features are compared with baseline mean (μ) and standard deviation (σ).
Health Score Interpretation
| Illustrative Index | Example Status | Example Interpretation |
|---|---|---|
| 80 – 100* | Example: Normal | Machine operating under normal condition. |
| 50 – 80* | Example: Warning | Moderate degradation detected. Maintenance recommended. |
| 0 – 50* | Example: Critical | Severe anomaly detected. Immediate action required. |
* These ranges are illustrative only and do not represent final product thresholds.
Simple, Transparent Pricing
Choose the VectoraLab service that fits your workflow.
Software
VectoraLab desktop software for sensor-data analysis
Web Tools
Continue after the 100 free tokens
Hardware Integration
Connect customer hardware to the VectoraLab website
Applied Industrial Engineering
Rotating Machinery
Monitoring turbines, pumps, motors and gearboxes.
Predictive Maintenance
Condition monitoring and analysis to support predictive maintenance workflows.
Industrial R&D
Research platform for signal processing engineers.
Intelligent Industrial Alert Bot
Receive real-time machine alerts directly in Telegram the moment an anomaly or critical condition is detected.
Instant Alerts
Real-time alerts based on defined signal changes and conditions
Daily Reports
Automatic daily health summary every morning
Multi-Market
Each team manages its own monitoring scope
Dedicated Webhook
A unique HTTPS endpoint per user
Free · 7-day trial · No installation needed