EDGE DATA AND DIGITAL SIGNAGE

An explosion in IoT devices and data is pushing the cloud to its limit. Edge computing brings data collected closer to its source, relieving the cloud of unnecessary strain while reducing time-to-decision for analytics. These “on-site” analytics have applications for drones, driverless cars, digital signage, and more. Watch our video blog to learn more! Read…

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By Industrial Iot · March 1, 2018, 4:11 AM UTCPromoted Content

Key takeaways

An explosion in IoT devices and data is pushing the cloud to its limit.

Edge computing brings data collected closer to its source, relieving the cloud of unnecessary strain while reducing time-to-decision for analytics.

These “on-site” analytics have applications for drones, driverless cars, digital signage, and more.

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An explosion in IoT devices and data is pushing the cloud to its limit. Edge computing brings data collected closer to its source, relieving the cloud of unnecessary strain while reducing time-to-decision for analytics. These “on-site” analytics have applications for drones, driverless cars, digital signage, and more.

Watch our video blog to learn more!

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In-machine CNC fire suppression: Stat-X vs Firetrace

Modern Machine Shop describes Fireaway’s Stat-X as an electrically actuated, potassium-based aerosol generator mounted inside a CNC enclosure and triggered by a separate electronic sensor. A 2025 trade article describes the same two detection approaches—electronic point detection and heat-sensitive tubing—while widening the spec to include mist extraction, fire dampers and pressure relief. For shops running oil coolant, Schwarzenbach writes that many corporate insurance policies mandate installed and regularly maintained suppression.

01A system designed to extinguish a fire inside the machine costs a small percentage of a CNC’s price, per Modern Machine Shop, so the comparison is against major fire damage or rebuilding—not the option’s sticker price.
02Detection inside a machine tool comes down to two methods, heat-rupturing pressurized tubing or electronic heat and flame sensors, and Modern Machine Shop described a version of each in its 2009 and 2011 articles; what 2025 guidance adds is mist extraction, fire dampers and pressure-relief flaps in the same specification.
03For shops running CNC machines on oil coolant, many corporate insurers require suppression to be installed and maintained, which turns a purchasing option into a policy condition and a maintenance audit item.

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Luxonis OAK 4 cameras run up to 52 TOPS of AI on board from $749

Luxonis launched its OAK 4 edge AI cameras and Hub cloud platform in December 2025. Each runs 52 TOPS of inference on a Qualcomm QCS8550 with no host PC, cloud video stream or server, and prices start at $749. That puts vision compute on the camera itself.

01The industrial PC beside the camera becomes optional: OAK 4 runs inference entirely on the device, so a vision cell's bill of materials shifts from camera plus host computer to camera plus a Hub subscription tier, one of which is free.
02The 40X compute improvement Luxonis claims has no stated baseline in any of the coverage, so a buyer comparing OAK 4 against a prior OAK deployment should ask for the previous generation's TOPS figure before using the multiplier.
03Snaps, the Hub feature that collects data at the edge to retrain models against drift, is the mechanism worth testing in a pilot; it is an announced capability, not yet a documented field result in the published reporting.

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IoT sensor market forecast to grow 37.6% a year to $549 billion by 2035

Global Market Insights projects the IoT sensor market will grow from about $24 billion in 2025 to $549 billion by 2035. That is a 37.6% annual rate, according to Smart Industry's report on the study. The bigger operational implication is data volume, not sensor cost.

01Predictive maintenance is the one use case Global Market Insights ties to measurable outcomes, downtime and asset efficiency, which makes it the sensor line item most likely to survive a capital review.
02GMI's stated base of about $24 billion in 2025 and its 37.6% growth rate give operators a near-term checkpoint to test against real quotes long before the 2035 endpoint.
03Inertial sensors, meaning accelerometers, gyroscopes and magnetometers, are widely used across consumer electronics, industrial systems, automotive platforms, wearables and drones, according to Smart Industry's summary of the GMI report.

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