IoT & Industrial Automation (IIoT)
Edge Computing, Distributed Device Fleets & Real-Time Telemetry Systems
Engineering Resilient Edge Pipelines & Intelligent Factory Telemetry
Triophore Technologies engineers enterprise-grade edge computing architectures, high-throughput industrial sensor pipelines, and autonomous device management backends. From high-speed assembly line computer vision to cloud-connected predictive asset twins, our software bridges physical shop-floor machinery with real-time operational intelligence.
Distributed Edge Computing & Real-Time Sensor Telemetry
We design distributed edge data collection pipelines that ingest thousands of data points per second from heterogeneous industrial sensors. Utilizing lightweight messaging protocols such as MQTT with Sparkplug B and low-latency gRPC, our edge brokers execute sub-millisecond local filtering, bandwidth optimization, and offline data buffering.
High-Speed Edge Machine Vision & Optical QA
Replace manual inspection with sub-millimeter automated defect detection. Our embedded computer vision pipelines run optimized TensorRT and ONNX inference directly on industrial edge gateways, identifying surface anomalies, dimensional variances, and assembly discrepancies at conveyor speeds exceeding 1,200 parts per minute.
Core Engineering Directives
Our structural baseline for every industrial IoT and automation deployment.
IEC 62443 Industrial Security
Hardware-enforced secure elements, cryptographically signed firmware, and strict Purdue Model micro-segmentation shielding OT/ICS networks from threat vectors.
Deterministic Edge Compute
Sub-millisecond TinyML inferencing running on embedded RTOS gateways, executing closed-loop actuation and vibration anomaly detection with zero cloud latency.
Unified Protocol Unification
Seamless bidirectional semantic bridging across heterogeneous fieldbuses—OPC-UA, Modbus, Profinet, CAN-FD—into distributed cloud MQTT and Kafka streaming backbones.
Autonomous Fleet FOTA & Orchestration
Resilient over-the-air firmware updates with automated dual-bank rollback, differential flashing, and telemetry-driven fleet health monitoring across thousands of deployed nodes.
Predictive Maintenance & Asset Digital Twins
Prevent catastrophic equipment failure and unplanned downtime. By streaming high-frequency acoustic and multi-axis vibration harmonics into physics-informed ML models, our digital twin platform calculates Remaining Useful Life (RUL) curves, alerting maintenance teams weeks before bearing failure or thermal degradation occurs.
OT / ICS Cybersecurity & Hardware Root-of-Trust
Operational technology demands stringent air-gapped security paradigms. We implement IEC 62443 defense-in-depth frameworks, securing industrial gateways with hardware TPM 2.0 / ATECC secure elements, encrypted firmware storage, mutual TLS client certificates, and strict boundary firewalls between IT and OT network zones.
Field Systems & Telemetry Deployments
Production deployments across robotics cells, turbomachinery diagnostics, and automated logistics centers.
Autonomous Fleet Mesh Telemetry
Decentralized robotic fleet mesh coordinating dynamic warehouse routing and real-time obstacle avoidance.
Industrial Turbomachinery Diagnostics
Multi-axis vibration and thermal telemetry arrays feeding real-time Remaining Useful Life (RUL) models.