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VDA 5050 AMR Fleet Management: Reference Architecture (2026)

VDA 5050 AMR Fleet Management: Reference Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 25, 2026Posted iniiotNo Comments
VDA 5050 AMR fleet management explained: the MQTT-based interface between master control and mobile robots - order and state topics, node/edge graphs, traffic management and multi-vendor fleet orchestration in 2026.
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TwinOps: The Operational Lifecycle Architecture for Digital Twins (2026)

TwinOps: The Operational Lifecycle Architecture for Digital Twins (2026)

Posted by By MPRAUTO MPRAUTO July 10, 2026Posted inDigital TwinNo Comments
TwinOps applies DevOps discipline to digital twins: model versioning, continuous state sync, validation gates, drift detection, and closed-loop control across the twin lifecycle.
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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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Apache PLC4X Tutorial: Stream PLC Tags to MQTT and Kafka

Apache PLC4X Tutorial: Stream PLC Tags to MQTT and Kafka

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted inDevelopmentNo Comments
A hands-on Apache PLC4X tutorial: read PLC tags over Modbus and S7, bridge them to MQTT and Kafka, and build a vendor-neutral industrial data pipeline.
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Industrial Protocol Gateway Architecture: OT/IT Translation (2026)

Industrial Protocol Gateway Architecture: OT/IT Translation (2026)

Posted by By mprcba June 24, 2026Posted iniiotNo Comments
A 2026 reference architecture for industrial protocol gateways: Modbus, OPC UA, MQTT and Profinet translation, edge buffering, security zones, and redundancy.
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LoRaWAN vs NB-IoT vs LTE-M: Industrial IoT (2026)

LoRaWAN vs NB-IoT vs LTE-M: Industrial IoT (2026)

Posted by By MPRAUTO MPRAUTO June 8, 2026Posted iniotNo Comments
An engineer's 2026 comparison of LoRaWAN, NB-IoT, and LTE-M for industrial sensor networks: range, power, latency, cost, and a decision matrix.
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IoT, Digital Twin & PLM: The Complete 2026 Overview

IoT, Digital Twin & PLM: The Complete 2026 Overview

Posted by By mprcba June 2, 2026Posted iniiotNo Comments
How IoT, digital twins, and PLM converge in 2026 — architectures, data flow, integration patterns, and the business value of the digital thread.
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Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit

Fact-Check: 6 Industrial IoT ROI Claims That Don’t Survive Audit

Posted by By MPRAUTO MPRAUTO May 26, 2026Posted iniiotNo Comments
Six common industrial IoT ROI claims fact-checked against real plant deployments — what holds up, what collapses, and where the actual payback lives.
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Posts pagination

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  • AI Retrosynthesis: Computer-Aided Synthesis Planning Architecture (2026)
  • Behavior Trees for Robot Task Planning: A Reference Architecture (2026)
  • Verification of Payee (VoP): Architecture for EU Instant Payments (2026)
  • The WebAssembly Component Model & wasmCloud at the Edge (2026)
  • Matryoshka Embeddings: Adaptive-Dimension Retrieval Architecture (2026)
  • Kimi K3 Explained: Moonshot’s 2.8T Open-Weight Reasoning Model (2026)
  • Neural Operators for Scientific Simulation: FNO & DeepONet (2026)
  • Multi-Sensor Fusion Architecture for Autonomous Robots (2026)
  • Open Banking API Architecture: PSD2 to PSD3/PSR (2026)
  • SPIFFE & SPIRE: Workload Identity Architecture for Zero Trust (2026)
  • Hybrid Search Architecture: Dense + Sparse Fusion with RRF (2026)
  • Physical Intelligence pi0.5 Explained: The VLA Robot Foundation Model (2026)
  • Single-Cell Foundation Models: scGPT & Geneformer (2026)
  • SLAM Architecture for Autonomous Robots: Localization & Mapping
  • EMV 3-D Secure 2: Payment Authentication Architecture (2026)
  • SLSA + Sigstore: Software Supply Chain Security Architecture (2026)
  • Agentic RAG Architecture: Retrieval Inside the Agent Loop (2026)
  • Mistral Large 3 Explained: Architecture & Benchmarks (2026)
  • How AI Weather Forecasting Models Work: GraphCast, GenCast, Aurora (2026)
  • VDA 5050 AMR Fleet Management: Reference Architecture (2026)
  • Sanctions Screening & Watchlist Filtering: System Architecture (2026)
  • KEDA Event-Driven Autoscaling on Kubernetes: Architecture (2026)
  • Diffusion LLMs: How Text Diffusion Models Work (2026)
  • OpenAI Sora 2 Explained: Video Generation Architecture (2026)
  • Cloud Labs: Remote Experimentation Architecture (2026)
  • MQTT Sparkplug B Reference Architecture for IIoT (2026)
  • Chargeback & Dispute Management System Architecture (2026)
  • Change Data Capture with Debezium: Streaming Architecture (2026)
  • GraphRAG: Knowledge-Graph Retrieval Architecture (2026)
  • Google Gemma 3 Explained: Architecture, Benchmarks & Deployment (2026)
  • Self-Driving Lab Data Provenance and Reproducibility (2026)
  • Industrial IoT Time-Series Data Platform Architecture (2026)
  • Reconciliation Engine Architecture for Payments (2026)
  • ClickHouse vs Druid vs Pinot: Real-Time OLAP ADR (2026)
  • Multi-LoRA Serving: Architecture for Thousands of Adapters (2026)
  • Claude Sonnet 5 Explained: Architecture, Benchmarks & Pricing (2026)
  • Autonomous Characterization: The Closed-Loop Perception Layer (2026)
  • Condition Monitoring and Machinery Health Architecture (2026)
  • Card Authorization Switch and Issuer Processing Architecture (2026)

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