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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 iniiot1 Comment
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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Industrial Machine Vision Defect Detection: Edge AI 2026

Industrial Machine Vision Defect Detection: Edge AI 2026

Posted by By MPRAUTO MPRAUTO June 28, 2026Posted iniiot1 Comment
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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Physical AI on the Factory Floor: The 2026 Inflection

Physical AI on the Factory Floor: The 2026 Inflection

Posted by By MPRAUTO MPRAUTO June 27, 2026Posted iniiotNo Comments
Why physical AI - foundation models for robots and machines - is reaching the factory floor in 2026: VLA models, humanoids, simulation, and the deployment reality.
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Asset Administration Shell Architecture: The I4.0 Digital Twin

Asset Administration Shell Architecture: The I4.0 Digital Twin

Posted by By MPRAUTO MPRAUTO June 27, 2026Posted iniiot1 Comment
A reference architecture for the Asset Administration Shell (AAS): submodels, the Industry 4.0 digital twin metamodel, AASX, repositories, and PLM integration.
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Industrial AI Copilots: Agentic Operations on the Plant Floor (2026)

Industrial AI Copilots: Agentic Operations on the Plant Floor (2026)

Posted by By MPRAUTO MPRAUTO June 24, 2026Posted iniiotNo Comments
How LLM-assisted copilots are entering MES and SCADA operator workflows in 2026: architecture, guardrails, human-in-the-loop safety, and ROI.
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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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EtherCAT vs Profinet vs Sercos III: Motion Control 2026

EtherCAT vs Profinet vs Sercos III: Motion Control 2026

Posted by By MPRAUTO MPRAUTO June 20, 2026Posted iniiot1 Comment
EtherCAT vs Profinet vs Sercos III: Motion Control 2026 - updated October 2026 with verified facts, diagrams and FAQ.
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Posts pagination

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  • Requirements Management in PLM: ReqIF, DOORS vs Jama vs Polarion and End-to-End Traceability (2026)
  • Large-Scale Digital Twin Visualization: 3D Tiles, Cesium, Point Cloud Streaming and LOD Architecture (2026)
  • TSN Time-Aware Shaper (IEEE 802.1Qbv): Gate Control List Scheduling for Deterministic Industrial Ethernet (2026)
  • ISA-88 Batch Control: Recipe Management, the Physical and Procedural Models, and MES/Digital Twin Integration (2026)
  • Kubernetes Default-Deny Network Policy: Microsegmentation Rollout with Cilium vs Calico (2026)
  • Spot and Preemptible Instance Architecture: Interruption-Tolerant Kubernetes, GPU Training and Checkpointing (2026)
  • Multi-LoRA Serving Architecture: Serving Hundreds of Fine-Tuned Adapters on One GPU with vLLM and S-LoRA (2026)
  • Offline Batch LLM Inference Architecture: Provider Batch APIs vs Self-Hosted vLLM on Cost and Throughput (2026)
  • Semantic Layer for LLM Analytics: MetricFlow vs Cube, Governed Metrics and Text-to-SQL That Does Not Lie (2026)
  • Marketplace Payments Architecture: Split Payments, Payouts, Escrow and KYB for Connected Accounts (2026)
  • Portfolio Optimization Engine: Mean-Variance, Black-Litterman, Risk Parity and Covariance Shrinkage (2026)
  • Yield Curve Construction Engine: Bootstrapping OIS/SOFR Curves, Interpolation and Real-Time Risk (2026)
  • Genesis vs MuJoCo Playground vs Isaac Lab: GPU Robot Simulation for Sim-to-Real (2026)
  • NERC CIP and IEC 62443 Mapping: OT Security Compliance for Electric Utilities (2026)
  • IFC 4.3 and openBIM for Digital Twins: Connecting BIM Models to Live IoT Data (2026)
  • Koopman Operator and SINDy for Digital Twins: Data-Driven System Identification (2026)
  • Wi-Fi 7 (802.11be) vs Wi-Fi HaLow (802.11ah) for Industrial IoT: MLO, Latency and Range (2026)
  • Unikernels vs MicroVMs vs Containers for Edge IoT: Isolation, Boot Time and Attack Surface (2026)
  • ROCm vs CUDA in 2026: AMD Instinct MI300X/MI350 for LLM Training and Inference
  • RWKV vs Mamba vs Linear Attention: Recurrent LLM Architectures Compared (2026)
  • Diffusion Transformers (DiT) Explained: Architecture, adaLN and Scaling for Image and Video (2026)
  • Container Supply-Chain Security: Trivy vs Grype Scanning and Cosign Signing (2026)
  • Terragrunt vs OpenTofu vs Terraform Stacks: Infrastructure-as-Code at Scale (2026)
  • Continuous Profiling in Production: Parca vs Pyroscope vs eBPF Profilers (2026)
  • Component Obsolescence Management: DMSMS, Lifecycle Risk Scoring, BOM Health and Last-Time-Buy Decisions in PLM (2026)
  • Visual-Inertial Odometry: VINS-Mono vs OpenVINS vs ORB-SLAM3 and MSCKF vs Optimization-Based Estimation (2026)
  • Bluetooth Mesh Architecture: Managed Flooding, Provisioning, Friend Nodes and Security (2026)
  • EU Financial Data Access (FiDA) and Open Finance Architecture: Consent, Data Schemes and What Changes From PSD2 (2026)
  • EUDI Wallet Architecture: OpenID4VCI, OpenID4VP, SD-JWT VC and mdoc Under eIDAS 2.0 (2026)
  • Backtest Overfitting: Walk-Forward Validation, Purged Cross-Validation and the Deflated Sharpe Ratio (2026)
  • ACME and the 47-Day TLS Certificate Era: Automating Short-Lived Certificates at Scale (2026)
  • DNSSEC Explained: Chain of Trust, DS Records, Key Rollover and NSEC3 in Production (2026)
  • Cloud Cost Anomaly Detection Architecture: Billing Data, Seasonality Models and Alert Routing (2026)
  • Chunked Prefill and Prefill-Decode Interference: How Sarathi-Serve, vLLM and SGLang Schedule LLM Requests (2026)
  • LLM Evaluation Harness Architecture: lm-eval-harness, HELM, Inspect and Benchmark Contamination (2026)
  • Mixture-of-Experts Routing: Top-k Gating, Load Balancing and Aux-Loss-Free Balancing (2026)
  • IFRS 9 Expected Credit Loss Engine Architecture: PD, LGD, EAD, Staging and Forward-Looking Scenarios (2026)
  • MQTT 5 Shared Subscriptions: Consumer Groups, Load Balancing and Backpressure at Scale (2026)
  • CPQ and Product Configurators: Constraint Solving, 150% BOM and Variant Management (2026)

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