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3D Gaussian Splatting for Digital Twins: A Reality-Capture Pipeline (2026)

3D Gaussian Splatting for Digital Twins: A Reality-Capture Pipeline (2026)

Posted by By MPRAUTO MPRAUTO October 12, 2026Posted inDigital TwinNo Comments
3D Gaussian Splatting for Digital Twins: A Reality-Capture Pipeline (2026) A factory digital twin usually starts life as a CAD model, and CAD is exactly what the plant floor stops…
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Reduced-Order and Surrogate Models for Real-Time Digital Twins: POD, PINNs and Neural Operators

Reduced-Order and Surrogate Models for Real-Time Digital Twins: POD, PINNs and Neural Operators

Posted by By MPRAUTO MPRAUTO October 10, 2026Posted iniiotNo Comments
Reduced-order and surrogate models for digital twins explained: proper orthogonal decomposition, PINNs, neural operators, Gaussian processes.
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Visual Components FactoryLens: NVIDIA-Powered Industrial Digital Twins Explained

Visual Components FactoryLens: NVIDIA-Powered Industrial Digital Twins Explained

Posted by By MPRAUTO MPRAUTO October 1, 2026Posted iniiotNo Comments
Visual Components launched FactoryLens on NVIDIA tech for industrial digital twins. What is confirmed, the OpenUSD stack under it, and factory workflows.
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From OPC UA to Digital Twin: Time-Series Ingestion Architecture

From OPC UA to Digital Twin: Time-Series Ingestion Architecture

Posted by By MPRAUTO MPRAUTO September 30, 2026Posted iniiot1 Comment
Reference architecture for moving OPC UA and MQTT plant data into a digital twin: buffering, store-and-forward, schema, late data, and twin state sync.
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Siemens PAVE360: Automotive Digital Twin and Virtual ECU Architecture

Siemens PAVE360: Automotive Digital Twin and Virtual ECU Architecture

Posted by By MPRAUTO MPRAUTO September 29, 2026Posted inDigital TwinNo Comments
How Siemens PAVE360 builds a full-vehicle digital twin from virtual ECUs, SoC models and co-simulation, and where it fits in software-defined-vehicle programs.
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ISO 23247-5 Digital Thread Reference Architecture 2026

ISO 23247-5 Digital Thread Reference Architecture 2026

Posted by By MPRAUTO MPRAUTO September 26, 2026Posted inDigital Twin1 Comment
ISO 23247-5:2026 defines the digital thread for manufacturing digital twins. A reference architecture for implementing it across PLM, MES, and IIoT.
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AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring

AAS Units of Measurement 3.0: The unitId Change That Breaks ECLASS Wiring

Posted by By MPRAUTO MPRAUTO September 22, 2026Posted inTechNo Comments
IDTA-01003-b v3.0 redirects DataSpecificationIec61360 unitId from external dictionaries to a ConceptDescription. What breaks and how to migrate.
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ISO 23247-6 Digital Twin Composition: Integrated vs Unified vs Federated

ISO 23247-6 Digital Twin Composition: Integrated vs Unified vs Federated

Posted by By MPRAUTO MPRAUTO September 21, 2026Posted inTechNo Comments
ISO 23247-6 published July 2026 names three ways to compose digital twins: integrated, unified, federated. What each means and when to pick it.
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OpenUSD Core Specification 1.1 and v26.08: What CAD, PLM and Digital Twin Teams Decide in 2026

OpenUSD Core Specification 1.1 and v26.08: What CAD, PLM and Digital Twin Teams Decide in 2026

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTechNo Comments
AOUSD began ISO certification for OpenUSD Core Spec 1.1 and moved it to GitHub; v26.08 adds Profiles, Multi-LOD and Backplates. What CAD and PLM teams must decide.
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AAS Metamodel 3.2 (IDTA Release 26-01): What Changes for Digital Twin Teams in 2026

AAS Metamodel 3.2 (IDTA Release 26-01): What Changes for Digital Twin Teams in 2026

Posted by By MPRAUTO MPRAUTO September 19, 2026Posted inTech1 Comment
IDTA shipped AAS metamodel v3.2 in July 2026. AssetKind gains Batch, AdministrationInformation gains timestamps, plus a new EN 18223 DPP annex. What to migrate.
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Posts pagination

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  • OEE Architecture: Calculating Overall Equipment Effectiveness from IIoT Data, MES and ISA-95 (2026)
  • Data Contracts and Schema Registries: Schema Evolution for Streaming and Lakehouse Pipelines (2026)
  • LoRaWAN FUOTA: Firmware Update Over the Air with Multicast, Fragmentation and Clock Sync (2026)
  • PayFac vs ISO vs Merchant of Record: Payment Facilitator Architecture, Underwriting and Settlement (2026)
  • EMV 3-D Secure 2 Architecture: Frictionless Flow, Risk-Based Authentication and Liability Shift (2026)
  • Kubernetes DNS and Service Discovery: CoreDNS, ndots:5 and the Latency Tax (2026)
  • Zero-Downtime Database Schema Migrations: Expand-Contract, gh-ost, pg-osc and Online DDL (2026)
  • Cache Stampede and Thundering Herd: Request Coalescing, TTL Jitter and Stale-While-Revalidate (2026)
  • Tail-Based Sampling with the OpenTelemetry Collector: Distributed Tracing Cost Control (2026)
  • Sim-to-Real Transfer for Robot Learning: Domain Randomization, System ID and Isaac Lab (2026)
  • Fine-Tuning Embedding Models for Retrieval: Contrastive Loss, Hard Negatives and Matryoshka (2026)
  • LLM Red Teaming and Jailbreak Defense: Garak, PyRIT and Guardrail Architecture (2026)
  • Retries, Backoff with Jitter, Circuit Breakers and Retry Budgets: Resilience Patterns (2026)
  • SOME/IP and Automotive Ethernet: Service-Oriented Architecture for the Software-Defined Vehicle (2026)
  • DNP3 Protocol Deep Dive: Link, Transport and Application Layers, Secure Authentication and SCADA Utilities (2026)
  • OAuth 2.1, PKCE, OIDC and JWT Validation Pitfalls: A Token Security Guide (2026)
  • Interchange Fees and Least-Cost Routing: Card Payment Cost Architecture (2026)
  • Payment Retries and Dunning: Smart Retry Architecture for Recovering Failed Card Payments (2026)
  • Browser Agents Architecture: DOM, Accessibility Tree vs Vision, and Playwright MCP (2026)
  • Mechanistic Interpretability: Sparse Autoencoders, Features and Circuits in LLMs (2026)
  • Distributed Training Parallelism: Data, Tensor, Pipeline, FSDP/ZeRO and NCCL Collectives (2026)
  • Probabilistic Data Structures: Bloom Filters, HyperLogLog, Count-Min Sketch and Cuckoo Filters (2026)
  • Load Balancing Algorithms: Power of Two Choices, Maglev and L4 vs L7 (2026)
  • MVCC and Transaction Isolation Levels: Snapshot Isolation, Write Skew and SSI (2026)
  • ISA-100.11a vs WirelessHART: Wireless Industrial Networks Compared
  • Iceberg Catalogs: Polaris vs Nessie vs Unity Comparison (2026)
  • IO-Link Wireless: Industrial Sensor Network Architecture
  • Model Context Protocol (MCP) Explained: How It Works (2026)
  • Idempotent API Design: The Complete Engineering Guide
  • Agentic Digital Twins: AI-Driven Twins in 2026
  • OpenPLC v3 + Modbus TCP: Open-Source PLC Architecture
  • LLMs on Jetson Orin Benchmarked (2026): tok/s & VRAM
  • Claude Skills Architecture: Dynamic Capability Injection for LLM Agents
  • PROFIBUS Protocol: The Complete Technical Guide to Process and Factory Fieldbus
  • Database Sharding Strategies: Consistent Hashing, Rendezvous Hashing and Online Resharding (2026)
  • TLS 1.3 for Constrained IoT Devices: Handshake, 0-RTT, mTLS and Performance Costs (2026)
  • Hybrid Logical Clocks vs Vector Clocks: Event Ordering for Distributed IoT and Edge (2026)
  • Card Issuing Architecture: Processors, BIN Sponsors, JIT Funding and Authorization Flow (2026)
  • Core Banking Modernization: Strangler Fig, Event-Driven Cores and Migration Risk (2026)

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