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The PLC Scan Cycle Explained: IEC 61131-3 Task Scheduling, Determinism and Jitter (2026)

The PLC Scan Cycle Explained: IEC 61131-3 Task Scheduling, Determinism and Jitter (2026)

Posted by By MPRAUTO MPRAUTO October 19, 2026Posted iniiot1 Comment
The PLC Scan Cycle Explained: IEC 61131-3 Task Scheduling, Determinism and Jitter (2026) Ask ten controls engineers what a PLC does and nine will say "it runs logic very fast."…
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OEE Architecture: Calculating Overall Equipment Effectiveness from IIoT Data, MES and ISA-95 (2026)

OEE Architecture: Calculating Overall Equipment Effectiveness from IIoT Data, MES and ISA-95 (2026)

Posted by By MPRAUTO MPRAUTO October 18, 2026Posted iniiotNo Comments
OEE Calculation: Overall Equipment Effectiveness Architecture from IIoT Data, MES and ISA-95 (2026) Two plants report 72 percent OEE for the same kind of filling line. One computed it from…
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DNP3 Protocol Deep Dive: Link, Transport and Application Layers, Secure Authentication and SCADA Utilities (2026)

DNP3 Protocol Deep Dive: Link, Transport and Application Layers, Secure Authentication and SCADA Utilities (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted iniiotNo Comments
DNP3 Protocol: Link, Transport and Application Layers, Secure Authentication and SCADA Utilities (2026) A substation remote terminal unit (RTU) in a North American utility will often speak a protocol designed…
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SOME/IP and Automotive Ethernet: Service-Oriented Architecture for the Software-Defined Vehicle (2026)

SOME/IP and Automotive Ethernet: Service-Oriented Architecture for the Software-Defined Vehicle (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted iniiotNo Comments
SOME/IP and Automotive Ethernet: Service-Oriented Architecture for the Software-Defined Vehicle (2026) For three decades a vehicle network was a bus of signals. An engine controller shouted "coolant temperature is 91…
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IO-Link Wireless: Industrial Sensor Network Architecture

IO-Link Wireless: Industrial Sensor Network Architecture

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted iniiot1 Comment
IO-Link Wireless: Industrial Sensor Network Architecture - updated October 2026 with verified facts, diagrams and FAQ.
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ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared

ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted iniiotNo Comments
ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared - updated October 2026 with verified facts, diagrams and FAQ.
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OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture

OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture

Posted by By MPRAUTO MPRAUTO October 15, 2026Posted iniiot2 Comments
OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture - updated October 2026 with verified facts, diagrams and FAQ.
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PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus

PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus

Posted by By mprcba October 15, 2026Posted iniiotNo Comments
PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus - updated October 2026 with verified facts, diagrams and FAQ.
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umati vs MTConnect vs OPC UA for Machine Tools (2026)

umati vs MTConnect vs OPC UA for Machine Tools (2026)

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted iniiot1 Comment
umati vs MTConnect vs OPC UA for Machine Tools (2026) Ask five shop-floor integrators how they get spindle load out of a CNC and you will get five answers: a…
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Vibration Analysis for Condition Monitoring: ISO 20816, FFT and ML Pipelines (2026)

Vibration Analysis for Condition Monitoring: ISO 20816, FFT and ML Pipelines (2026)

Posted by By MPRAUTO MPRAUTO October 14, 2026Posted iniiotNo Comments
Vibration Analysis for Condition Monitoring: ISO 20816, FFT and ML Pipelines (2026) A rolling-element bearing rarely fails without warning. Weeks or months before it seizes, a microscopic spall on a…
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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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