Robots that stop dropping off the network: private 5G on CBRS spectrum for a Tier-1 auto plant
A Tier-1 automotive supplier in the Midwest, a leader in its segment.
- Scale
- ~600,000 sq ft plant, ~18 radio units (replacing ~212 Wi-Fi access points), ~40 AMRs, ~400 machine sensors, ~24 vision cameras
- Engagement
- Survey, pilot and plant-wide rollout over 10 months, then managed operations
The challenge
The plant's Wi-Fi could not keep up with the machines that now ran on it. Autonomous mobile robots lost their session when they roamed between access points, especially near steel presses and racking, and each dropout stopped a robot until a person recovered it. Only a fraction of the CNC spindles had vibration sensors because running Ethernet to each machine was slow and costly. Final inspection relied on sampling, and production devices shared radio infrastructure with corporate ones, which the board no longer accepted.
A supplier of axle shafts and gear sets lives on thin margins and strict customer rules: traceable safety-critical parts, falling defect rates and no late shipments. This plant had added autonomous mobile robots, wireless sensors and inspection cameras faster than its Wi-Fi could carry them. Robots dropped their session between access points, mostly near the big steel presses, and every dropout stopped a machine until someone walked over to recover it.
Adding access points never fixed it. Metal structures, welding equipment and more than a kilometer of aisles left gaps that a denser Wi-Fi layout only moved around. After comparing a Wi-Fi 6E upgrade with private cellular, we chose private 5G in the CBRS band. The spectrum is shared under 47 CFR Part 96: a Spectrum Access System authorizes and manages use of the band, and the plant operates on General Authorized Access, so there is no license to buy. Mobility is built into cellular, which is exactly what a roaming robot needs.
The design is edge first. Robot fleet management, local breakout and vision inference run on a compute rack inside the plant, so the line keeps moving if the internet link fails. Every device authenticates with a SIM or eSIM tied to an inventory record, and a lost or retired device is revoked in seconds. Separate quality-of-service profiles keep robot control low latency while inspection video takes the bandwidth. The production network sits in its own zone, apart from corporate devices, with logged flows out.
We started with a survey and a one-hall pilot, measuring before and after so leadership could see the difference before funding the rest. Rollout then covered the whole plant, and industrial 5G gateways brought the older robots along without replacing them. Two radio units moved after the pilot to clear the shadows behind the presses. The maintenance team did not trust predictive alerts at first, so the models ran in shadow mode for weeks, showing predictions next to actual failures, until the alerts earned their place in the work-order system.
The number the plant manager watches is the weekly count of robot connectivity stoppages: about 41 a week on Wi-Fi, about 2 a week on private 5G, and roughly 30 operator hours a week of robot recovery handed back to production. The floor that needed about 212 Wi-Fi access points now runs on 18 radio units, which is a good deal less to survey, power, patch and replace. For fairness, a well-tuned Wi-Fi network can hand a client between access points in about 40 milliseconds when 802.11r, k and v are all in use, but that depends on every client supporting them, and older industrial devices often do not. Cellular makes mobility a property of the network instead of a feature each device must bring. The use cases the business cared about now sit on top: reliable robot hand-offs, sensors on far more spindles, vision inspection of every part instead of a sample, and traceability that ties a serial number to its machine, tool and inspection images. The figures are modeled and the engagement is illustrative. What carries over is the method: lead with downtime and quality rather than with 5G, pilot with a baseline, plan for legacy devices and keep the plant able to run on its own.
What our team delivered
- A radio survey and propagation model of the whole plant, including the shadows behind the large presses, before a single radio was bought
- Private LTE/5G in the CBRS band (3.55 to 3.7 GHz), with the Spectrum Access System coordinating use under 47 CFR Part 96 and the plant running on General Authorized Access spectrum
- A partner-provided private 5G core, with SIM- or eSIM-based identity for every robot, sensor, camera and handheld, tied to an inventory record and revocable in seconds
- Quality-of-service profiles by traffic class: low latency for robot control, high uplink for inspection video, and low priority for sensor telemetry
- An on-site edge compute rack with local breakout, so robot fleet management and vision inference keep running if the internet link fails
- Industrial 5G gateways for the older robots and machines with no cellular modem, instead of replacing them
- OT and IT separated into their own zones, with controlled, logged flows to business systems and the cloud
- Predictive-maintenance models run in shadow mode for weeks, showing predicted failures beside real ones, before any alert became a work order
Result
Robots roam between radio cells without dropping their session, so robot connectivity stoppages fell from about 41 a week on Wi-Fi to about 2 on private 5G, and roughly 30 operator hours a week went back to production. Most spindles now report vibration and temperature, final inspection looks at every part instead of a sample, and a new production asset joins the network in an hour instead of days. The figures in this case are modeled, not measured, and the board's segmentation requirement is met by design.
Private 5G across a plant floor
Radios on the shared 3.55 to 3.7 GHz CBRS band connect robots, cameras and sensors. A Spectrum Access System grants the channels, a partner-provided 5G core and a local user plane keep traffic on site, and edge compute runs vision and machine learning in milliseconds. The cloud gets only what it needs.
Robots that stop dropping offline
Weekly connectivity stoppages of the autonomous mobile robots (AMRs) in one plant, before and after moving the floor from Wi-Fi to a private 5G network on CBRS spectrum. Robots now hand over between radio cells without losing their session; about 30 operator hours a week that went into recovering stuck robots are freed. Illustrative case figures.
Separate by region and by business unit
Each business unit lives in its own VRF and VLAN in every region, so a problem in retail cannot reach finance. Traffic between units has to pass a firewall that denies by default and allows only what is written down.
Roaming without dropping the call
Time from leaving one access point to the first data frame on the next, split by phase. A full WPA2/WPA3‑Enterprise re-authentication repeats the 802.1X exchange; 802.11r (Fast BSS Transition) reuses cached keys, 802.11k (neighbour reports) removes the blind scan, and 802.11v (BSS transition management) lets the network steer the client. Illustrative figures.
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