AIoT-Driven Predictive Maintenance Systems
Catch bearing failures 2 weeks before they happen.
Operational Efficiency Metrics
System Implementation Overview
Integrating vibration and temperature sensors with machine learning models to predict mechanical failures before they happen.
Technical Specification Scope
Captures high-frequency vibration signatures via MEMS accelerometers, computing live Fast Fourier Transforms (FFT) on the edge to evaluate Crest Factor anomalies matching ISO 10816 vibration guidelines.
System Telemetry Pipeline
[Motor / Pump] → [MEMS Accelerometer] → [STM32H7 FFT Engine] → [Anomaly Model] → [Modbus Alert / MQTT]
Solution Specifications
| Parameter | Quantized Inference Engine |
| Core Tech | TensorFlow Lite for Micro, STM32Cube.AI |
| Quantization | Post-Training Quantization (INT8) |
| Pruning Sparsity | Up to 75% sparse weight mapping |
| Execution Latency | Sub-20ms localized processing |
Core Operational Capabilities
Standard Profile Attribute
MEMS accelerometer SPI/I2C sampling
Standard Profile Attribute
Real-time FFT + Power Spectral Density on MCU
Standard Profile Attribute
ISO 10816 threshold compliance checks
Standard Profile Attribute
Modbus RTU immediate alert integration
Standard Profile Attribute
Historical trend logging to TimescaleDB
End-to-End Operational Architecture
Watch telemetry packets flow in real-time from active field layers up to our dashboard visualization nodes.
Interactive ROI Simulator
Adjust operational parameters below to model potential utility, uptime, and maintenance savings matching this deployment scale.
Key Modeling Variables
Values calculated represent average case telemetry audits verified across textile and heavy machinery floors.Tailored Sector Implementations
We design, program, and build telemetry ecosystems specifically tailored for diverse sectors, ensuring strict functionality, security, and scalability.
Public Sector
Streamline public utility grids, automate administrative tasks, and ensure compliance with regional policies. We digitize systems to support public administration workflows and citizen services.
Private Enterprises
Custom multi-tenant architectures integrating HR, finance, inventory, supply chain, and telemetry streams into a central console. Optimized for visibility across physical locations.
SMEs
Lightweight, affordable, and flexible IoT platforms built to reduce manual processes, automate logging, and adapt to future business scaling without massive upfront infrastructure.
Solo Operators
Intuitive, single-operator consoles to monitor machine performance, handle accounting outputs, and analyze field sensors without requiring complex configuration parameters.
R&D Simulation Console
Interact with our live telemetry compiler or diagnostic simulator mapping specific functions. Select parameters below and run execution sweeps.
Applied Equation Profile
V_RMS = √[ (1/N) × Σ xᵢ² ] Root Mean Square Vibration AccelerationPost-Training Quantization Compiler
Compile high-dimensional neural network weights (FP32) into compact micro-instructions (INT8).
Phased Integration Timeline
We deploy custom installations in discrete, controlled phases to prevent interference with your factory floor activities.
Phase 1: Physical Discovery & Audit
Our engineers run a site check of existing machinery, wiring, and electrical panels.
Phase 2: Architecture & Schematic Drafting
We compile register maps, network scopes, and component blueprints.
Phase 3: Hardware Integration & Firmware Flash
Custom PCB nodes are placed, and bare-metal FreeRTOS firmware is loaded.
Phase 4: Telemetry Aggregation & Ingestion
Edge gateways boot, connecting field devices to secure MQTT brokers.
Phase 5: Cloud Dashboards & Client Handoff
We customize the Aura Dashboard, train operators, and transition to SLA support.
Field-Proven Success Stories
"The customized telemetry integration transformed our operational processes, making reporting, finance management, and project tracking more efficient than ever. Their engineering team was highly professional."
CARITAS Bangladesh
Managing Director"The custom telemetry board layout and firmware updates streamlined our physical manufacturing, inventory, and sales streams. The team's attention to detail ensured a seamless implementation that boosted productivity."
Impress Fashion Ltd
Chief Executive Officer"Our organization needed a reliable database and sensor network to coordinate telemetry across multiple locations. They delivered a highly secure, user-friendly portal. Support has been exceptional."