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Condition Monitoring and Machinery Health Architecture (2026)

Condition Monitoring and Machinery Health Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 22, 2026Posted iniiotNo Comments
Condition monitoring architecture for rotating machinery: vibration and acoustic sensing, ISO 20816 thresholds, edge spectral analysis (FFT, envelope), ISO 13374 data pipeline and the alarm/diagnosis layer behind machinery health in 2026.
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Secure OTA Firmware Update Architecture for IoT Devices (2026)

Secure OTA Firmware Update Architecture for IoT Devices (2026)

Posted by By MPRAUTO MPRAUTO July 10, 2026Posted iniiotNo Comments
A secure OTA firmware update architecture for IoT fleets: SUIT/RFC 9019 manifests, A/B partitions, delta updates, secure boot, rollback, and staged rollout.
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Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026

Software-Defined Manufacturing: The Virtual PLC and Container-Based Control in 2026

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
Why software-defined manufacturing and the virtual PLC are reshaping the plant floor in 2026: containerized control, real-time Linux, IEC 61499, and vendor moves.
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NAMUR Open Architecture (NOA): A Hands-On Second-Channel Monitoring Setup (2026)

NAMUR Open Architecture (NOA): A Hands-On Second-Channel Monitoring Setup (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
A hands-on NAMUR Open Architecture (NOA) tutorial: the second monitoring channel, verification of request, a read-only OPC UA diode, and edge analytics without touching the DCS.
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IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)

IEC 61499 vs IEC 61131-3: Distributed Control for Industry 4.0 (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiotNo Comments
IEC 61499 vs IEC 61131-3 compared: event-driven function blocks vs scan-cycle PLC logic, portability, distribution, tooling, and a decision matrix for modern control.
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Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)

Ethernet-APL Reference Architecture: Two-Wire Ethernet for Process Automation (2026)

Posted by By MPRAUTO MPRAUTO July 8, 2026Posted iniiot1 Comment
An Ethernet-APL reference architecture for process plants: 10BASE-T1L physical layer, power over two wires, intrinsic safety zones, switches, and OPC UA field integration.
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Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)

Module Type Package (MTP) Reference Architecture for Modular Process Automation (2026)

Posted by By MPRAUTO MPRAUTO July 2, 2026Posted iniiotNo Comments
A reference architecture for Module Type Package (MTP): the VDI/VDE/NAMUR 2658 model, MTP services, POL orchestration, and how modular automation decouples equipment from the DCS.
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W3C Web of Things (WoT) Reference Architecture for Industrial IoT (2026)

W3C Web of Things (WoT) Reference Architecture for Industrial IoT (2026)

Posted by By MPRAUTO MPRAUTO June 29, 2026Posted iniiotNo Comments
A reference architecture for the W3C Web of Things: Thing Descriptions, the four building blocks, protocol bindings, and how WoT unifies fragmented IoT without replacing your stack.
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SCADA vs OPC vs IoT Platform vs Data Historian (2026)

SCADA vs OPC vs IoT Platform vs Data Historian (2026)

Posted by By mprcba June 28, 2026Posted iniiotNo Comments
SCADA vs OPC vs IoT platform vs data historian in 2026: what each layer does, where they overlap, and a decision matrix for your industrial data architecture.
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Industrial Machine Vision Defect Detection: Edge AI 2026

Industrial Machine Vision Defect Detection: Edge AI 2026

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted iniiotNo Comments
A reference architecture for industrial machine vision defect detection: edge AI inference, camera-to-PLC pipelines, model training, and MLOps on the factory floor.
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Posts pagination

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  • vLLM 0.28 to 0.30 Migration: Model Runner V2 Default, Breaking Changes
  • Apache Spark 4.2 vs 4.1: CDC, Geospatial and Arrow-by-Default Risks
  • Terraform 1.16 vs OpenTofu 1.13: Where the IaC Forks Now Diverge
  • LeRobot v0.6 vs v0.5: What Changed and How to Migrate
  • OpenVINO 2026.4 vs 2025.4: What Changed for Edge LLMs and NPUs
  • Jetson Orin Nano 2 vs Orin Nano Super: 2x Inference, Same Socket
  • OPC UA 1.03 vs 1.05: Certification Ends 2026, Migration Guide
  • OpenPLC Runtime v4 vs v3: What Changed and How to Migrate (2026)
  • ClickHouse 26.8 LTS vs 26.3: Pipelined SQL, Iceberg Writes and Upgrade Risk
  • World Action Models vs VLAs: Cosmos 3, VLA-JEPA and FastWAM Compared
  • Cilium 1.20 ExternalAuth vs oauth2-proxy vs Istio AuthorizationPolicy
  • OPC UA FX v1.00.04 vs v1.00.03: What Changed in Part 81 and Part 84
  • What a ChatGPT Query Actually Costs in Energy and Water: Every Number, Traced to Source
  • MLPerf Edge Agentic Inference: How TensorRT Edge-LLM Beat llama.cpp 6.4x
  • Kubernetes 1.37 Gang Scheduling vs Volcano, Kueue and YuniKorn
  • Isaac Lab 3.0 vs 2.2: Quaternions Flipped, ProxyArray, and Kit-less Training
  • AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring
  • Postgres 19 REPACK vs pg_repack vs VACUUM FULL: Online Table Maintenance Compared
  • Gateway API v1.6 TCPRoute and UDPRoute vs LoadBalancer Services and Vendor CRDs
  • MCP Tasks vs Streaming vs Webhooks: Handling Long-Running Agent Tool Calls
  • Jetson T3000 vs T4000 vs T5000: Choosing a Thor Module on Bandwidth, MIG, and Power
  • TensorRT 11 vs TensorRT 10: Porting IPluginV2 to IPluginV3 Before Your Build Breaks
  • Nav2 Lyrical vs Kilted: MPPI Trajectory Validation and the New BT Control Nodes
  • Ethernet-APL vs Ethernet-SPE: Power Classes, PoDL, and What IEC TS 63444 Edition 2 Changed
  • ISO 23247-6 Digital Twin Composition: Integrated vs Unified vs Federated
  • Yocto on Jetson vs Ubuntu L4T: Building Production Edge AI Images with OE4T
  • Matter 1.5 Cameras: WebRTC Streaming, Privacy Zones, and What Thread 1.4 Changes
  • Flink 2.2 ML_PREDICT and VECTOR_SEARCH: Running Model Inference Inside a Stream
  • Kafka Queues (KIP-932) vs RabbitMQ vs SQS: Picking a Task Queue After Kafka 4.2
  • Kubernetes Pod Certificates vs SPIFFE/SPIRE vs cert-manager: Choosing Workload mTLS in 2026
  • MIG on Jetson Thor: GPU Partitioning for Mixed-Criticality Robotics in JetPack 7.2
  • OPC UA FX Controller-to-Device vs Controller-to-Controller: What C2D Adds in 2026
  • Eclipse 4diac 3.3: EtherCAT, Event Sequence View, and Headless Validation for IEC 61499
  • LoRA vs QLoRA vs Full Fine-Tuning vs Distillation: Choosing a Method for CPU-Deployed Small Models in 2026
  • Which Small Language Models Actually Run on CPU in 2026: 11 Models Compared
  • Ambient IoT in 3GPP Release 19 vs Release 20: Battery-Free Device Architecture for 2026 and Beyond
  • OPC UA Companion Specifications as MCP Tools: Wiring Industrial Semantics into AI Agents (2026)
  • LeRobotDataset v3.0: Chunked Parquet, MP4 Shards and Streaming for Robot Learning Data at Scale (2026)
  • Zephyr vs FreeRTOS vs NuttX in 2026: Choosing an RTOS for Industrial Edge Devices

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