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OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)

OPC UA vs MQTT Sparkplug B: The Industrial Connectivity Decision (2026)

Posted by By MPRAUTO MPRAUTO August 13, 2026Posted iniiot3 Comments
OPC UA vs MQTT Sparkplug B compared for 2026 industrial connectivity: semantic modeling, state management, and when to run both together.
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Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom

Digital Product Passport Data Model (2026): GS1 vs AAS vs Custom

Posted by By MPRAUTO MPRAUTO August 4, 2026Posted iniiotNo Comments
Digital Product Passport data model options compared: GS1 Digital Link vs Asset Administration Shell vs custom JSON-LD, EU ESPR deadlines, interop gaps. 2026 guide.
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OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS

OPC UA FX vs MQTT Sparkplug B (2026): Which for Your UNS

Posted by By MPRAUTO MPRAUTO August 4, 2026Posted iniiot1 Comment
OPC UA FX vs MQTT Sparkplug B compared for the Unified Namespace: machine-level field exchange vs enterprise event bus, TSN, payloads, when to bridge. 2026 decision guide.
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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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MQTT Sparkplug B Reference Architecture for IIoT (2026)

MQTT Sparkplug B Reference Architecture for IIoT (2026)

Posted by By MPRAUTO MPRAUTO July 24, 2026Posted iniiot1 Comment
MQTT Sparkplug B reference architecture: the payload spec, edge nodes and devices, birth and death certificates, state management, primary host application and how Sparkplug brings interoperability to industrial IoT in 2026.
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Industrial IoT Time-Series Data Platform Architecture (2026)

Industrial IoT Time-Series Data Platform Architecture (2026)

Posted by By MPRAUTO MPRAUTO July 23, 2026Posted iniiot2 Comments
Industrial IoT time-series data platform architecture: high-rate telemetry ingestion, TSDB selection, downsampling and rollups, retention tiers, compression and the query layer feeding dashboards and digital twins in 2026.
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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 iniiot1 Comment
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 iniiot1 Comment
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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Posts pagination

Previous page 1 … 4 5 6 7 8 … 13 Next page
  • 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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