Edge Computing and Data Analytics
A category dedicated to topics like edge computing, AI analytics, and how data processing is handled on IoT devices and platforms. This would also include the benefits...
Edge Computing and Data Analytics articles
Asset Model vs Telemetry Schema: How to Separate the Contracts
Separate the asset model, telemetry schema, binding contract, and delivery policy by lifecycle. Four change scenarios show how to reduce unrelated revalidation while p...
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Brownfield Industrial Data Quality: A Reproducible Governance Case
A reproducible brownfield telemetry audit showing why connected data is not automatically usable, and how quarantine, repair, replay, and release create a trustworthy ...
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How to Choose a Local AI Model for Enterprise Deployment
Choose a local AI model with data boundaries, memory and GPU budgets, licensing, TCO, observability, upgrade, and rollback criteria—not a top-ten leaderboard. Includes...
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Industrial IoT Alarm and Event Modeling: Separate Facts from Operator Workflow
An industrial alarm is not an event with severity. Learn how to separate event facts, alarm episodes, acknowledgement, suppression, audit, and notification without los...
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Industrial Tag Modeling and Governance: Beyond the Point List
Industrial tag governance is more than naming. This guide uses mapping and state-semantics tests to separate source points, canonical tags, assets, quality, versions, ...
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Industrial Telemetry Pipeline Architecture: From Field Signals to Replayable Time-Series Data
A practical industrial telemetry pipeline architecture grounded in real ingest and Timescale regression evidence, covering contracts, deduplication, quarantine, replay...
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IoT OTA Canary Rollouts and Rollback: A Fleet Engineering Guide
IoT OTA needs more than bulk delivery. Learn how to design failure-domain cohorts, admission contracts, health gates, abort rules, A/B rollback, and reconciliation for...
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YOLO for Vision Inspection: From Acceptance Criteria to Edge Deployment
YOLO works well when targets are visible, the station is controlled, and latency and detection errors can be measured. This guide explains acceptance criteria, failure...
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Historian vs Time-Series Database for Industrial IoT
Plant historians and general time-series databases are not simple replacements for one another. This guide compares them by data quality, compression, tag governance, ...
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MQTT Sparkplug B vs Custom Topics in Industrial IoT
Sparkplug B fits industrial MQTT systems that need device discovery, lifecycle state, and consistent metric semantics. Custom MQTT topics fit lightweight telemetry, bu...
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Why Local Architecture Matters More Than Device Count in Home Assistant Energy Management
Home Assistant energy management works best when local data, control boundaries, fallback behavior, and manual override are designed before adding more meters, solar, ...
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Edge Gateway vs IoT Platform vs Serial Converter
Edge gateway vs IoT platform vs serial converter: learn how each layer works in device connectivity projects, when to use each one, how to combine them, and when not t...
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