--- title: "Education: systems and technologies | Nexus Observatory" description: "Systems and technologies for education and skills: AI/ML in the air interface and network management, AI/ML beam management…" url: https://observatory.global/industries/education/systems/ publisher: Nexus Observatory Inc. updated: 2026-11-02 --- Education: every school a working observatory: the systems behind it. The loop, step by step: 1. The bell rings and the class heads outside. 2. Sensor, link, edge and console stand ready. 3. A front blows across the playground. 4. Students read the station and log the weather. 5. Each reading is stamped with time and place. 6. Readings travel to the school edge node. 7. The relay forwards sealed packets untouched. 8. Signatures are checked before any model runs. 9. The school dataset joins the regional map. 10. The edge releases confirmed results only. 11. The classroom screen draws the day’s weather. 12. The alert arrives with its evidence attached. 13. The class compares its data with the network. 14. Sensors check that the response worked. 15. Record, proof and action are archived together. 16. The weather passes and the station keeps logging. 01 / 16 The bell rings and the class heads outside [Nexus Observatory](https://observatory.global/) / [Education](https://observatory.global/industries/education/) / **Systems and technologies** # The systems behind education. The technologies that carry this industry's observations, ranked against what it needs to observe and drawn from across the spectrum. [Plan a deployment](https://observatory.global/contact/deployment/) [Use cases](https://observatory.global/industries/education/use-cases/) [Open the explainer](https://observatory.global/industries/education/explainer/) 1. Education · Systems and technologies Every school, a working observatory School and campus observatories on real instruments, student data on the same grid as the professionals', technician training on delivered systems, and learning paths from first principles to a commissioned site. Needs: weather and air at the school, data students can analyse, hands-on instruments, technician skills and materials for teachers. 2. Platform · Sensors & instruments Measurements that carry their own proof Weather and environment stations to WMO practice, RF spectrum sensing in the band, and calibration that is traceable, recorded and repeated. Every value leaves with its metadata, quality flag and provenance. Or buy the observations and leave the hardware to us: Sensing as a Service. [Sensors & instruments](https://observatory.global/sensors/) 3. Platform · Field services Survey to decommission, one accountable crew Ground, RF and power surveyed before anything is chosen, installation and commissioning to the plan, a Managed Site run for you, support by plan, training on your own site, and decommissioning with every part recorded. Changes are versioned, tested and reversible. [Field services](https://observatory.global/field-services/) 4. Platform · Data & licensing Grid data, licensed for your use Research, commercial API, enterprise and government tiers, the licence of every source carried through to every product, routes from licensed to open release, and residency fixed by contract. It is delivered and supported by Nexus Observatory Inc. The evidence travels with the data wherever it goes. [Data & licensing](https://observatory.global/data-products/) 5. Platform · Training and enablement Your team runs it. We make sure they can Operator, crew and engineer training on the systems you own, commissioning taught on your own site, enablement for integrators and suppliers, and learning paths from first principles to a commissioned site, each step recorded. Changes are versioned, tested and reversible. 6. Platform · Hardware & power Built for the site, not the lab Every reading and every change leaves a record that can be checked later. The same design repeats from the first site to the last. It runs on the open Observatory Protocol, so other providers can join. Crews, software and records stay the same as the network grows. [Hardware & power](https://observatory.global/hardware/) 7. Platform · Connectivity Private 5G, AI-RAN and orbit, on site Standalone private 5G and O-RAN, AI-RAN on shared accelerated compute, LEO and GEO backhaul and 3GPP direct-to-device, LPWAN and mesh for sensors over kilometres, PTP timing inside the budget, and the spectrum route for each country. Every reading and every change leaves a record that can be checked later. [Connectivity](https://observatory.global/connectivity/) 8. Platform · Frontier labs The frontier, taken into the field Research pilots that put new instruments, radios and models on real sites, open benchmarks that compare them on the same data, and a path from a paper result to a qualified release, with the method published either way. The evidence travels with the data wherever it goes. [Frontier labs](https://observatory.global/labs/) 9. How it scales One base unit, repeated A programme starts with one base node and the instruments it reads. A station adds power and radio, a site adds a relay, a fleet repeats the proven site across many places, and a network federates fleets through edge and core. Capacity grows by adding units, never by replacing what works. 10. Updates Updates in rings, with rollback Software and configuration reach the fleet in rings: a canary site first, then a few, then all, each ring gated on health and data completeness. A failed gate stops the wave and returns each node to its last good release, without a site visit. 11. Field service One crew, from survey to repair The same crew surveys, installs, commissions, calibrates and repairs, working from the site's own record. Each visit updates it, so the next crew knows exactly what is there, when it was last checked and why it was changed. Spares and references are planned from that history. 12. What you get Sensing as a Service Observation networks designed, installed, operated and maintained for a monthly fee: weather, hydromet, air, seismic and environmental stations, with data delivered under a licence. Delivered as managed service and data licence, for agencies, utilities, municipalities, insurers, agribusiness. Scale: Global, multi-site, per-site pricing. [Talk to sales](https://observatory.global/contact/sales-enquiry/) 13. Next step Plan an education deployment Tell us the sites, the measurements and the people who will use them. We reply with a design and a scope for education. An engineer replies with a survey proposal and a scope, and the plan grows from one site to the network you need, at your pace. [Plan a deployment](https://observatory.global/contact/deployment/) [Open the Studio](https://observatory.global/studio/) [Read the stories](https://observatory.global/stories/) **01** 5G and 6G radio access networks ## Private networks and RAN sharing. 5G and 6G radio access networks · Private networks and RAN sharing ### Standalone non-public networks (SNPN) Fully separate private 5G networks with their own identifiers, core and subscriptions. 3GPP TS 23.501 clause 5.30.2 5G and 6G radio access networks · Private networks and RAN sharing ### Public network integrated NPN (PNI-NPN) Private networks delivered as slices or DNNs of a public network, with closed access groups. 3GPP TS 23.501 clause 5.30.3 5G and 6G radio access networks · Private networks and RAN sharing ### Neutral host networks One shared network that serves several operators' subscribers in buildings, campuses or rural corridors. 3GPP TS 23.251 (network sharing) · 3GPP TS 23.501 (SNPN with credentials from a separate entity) 5G and 6G radio access networks · Private networks and RAN sharing ### RAN sharing (MORAN and MOCN) Operators sharing radios and sometimes spectrum to cut cost in low-density areas. 3GPP TS 23.251 · 3GPP TS 32.130 (network sharing management) 5G and 6G radio access networks · Private networks and RAN sharing ### Industrial 5G LAN and TSN integration Layer-2 group services and time-sensitive networking bridging for operational technology. 3GPP TS 23.501 clauses 5.27 and 5.29 · 3GPP TS 22.104 5G and 6G radio access networks · Private networks and RAN sharing ### Shared and local spectrum for private networks CBRS-type tiered access and local licences that let enterprises and communities run their own networks. FCC 47 CFR Part 96 (CBRS) · ISED non-competitive local licensing framework (3900–3980 MHz) [All 7 in this layer](https://observatory.global/technologies/ran/private-networks-and-ran-sharing/) **02** Ground segment ## Ground-station-as-a-service and antenna networks. Ground segment · Ground-station-as-a-service and antenna networks ### Shared antenna networks Pay-per-pass access to antennas across many sites so missions do not have to build their own. CCSDS 910.4-B (cross support reference model) · CCSDS 911.1-B (SLE return all frames) Ground segment · Ground-station-as-a-service and antenna networks ### Space link extension services Standard services that deliver frames and accept commands between a ground station and a remote mission centre. CCSDS 911.1-B (RAF) · CCSDS 911.2-B (RCF) · CCSDS 912.1-B (forward CLTU) Ground segment · Ground-station-as-a-service and antenna networks ### Pass scheduling and resource management Booking, deconfliction and configuration of antennas and modems for each contact. CCSDS cross support service management Ground segment · Ground-station-as-a-service and antenna networks ### High-latitude and polar ground sites Northern sites that see polar-orbiting satellites on most orbits and cut data latency. ITU RR Appendix 7 · Rec. ITU-R P.618 Ground segment · Ground-station-as-a-service and antenna networks ### Ground segment cybersecurity Access control, segmentation, monitoring and recovery for command and control systems. NIST IR 8401 (satellite ground segment and the Cybersecurity Framework) · ISO/IEC 27001 Ground segment · Ground-station-as-a-service and antenna networks ### Federated and hybrid ground networks Combining owned, partner and agency antennas behind one scheduling and data interface. CCSDS 910.4-B (cross support reference model) [All 7 in this layer](https://observatory.global/technologies/ground/ground-station-as-a-service-and-antenna-networks/) **03** In situ sensors and instruments ## Air quality and atmospheric composition. In situ sensors and instruments · Air quality and atmospheric composition ### Reference gas analysers Continuous analysers for nitrogen oxides, ozone, carbon monoxide and sulphur dioxide by reference methods. EN 14211 (NOx) · EN 14625 (O3) · EN 14626 (CO) In situ sensors and instruments · Air quality and atmospheric composition ### Particulate matter monitors Gravimetric and automated PM10 and PM2.5 measurement. EN 12341 (gravimetric PM) · EN 16450 (automated PM monitors) · US EPA 40 CFR Part 53 (reference and equivalent methods) In situ sensors and instruments · Air quality and atmospheric composition ### Low-cost sensor systems Dense, cheaper sensor networks evaluated and corrected against reference sites. CEN/TS 17660-1:2021 (sensor systems, gaseous pollutants) · US EPA performance targets for air sensors In situ sensors and instruments · Air quality and atmospheric composition ### Ambient air quality frameworks Regulatory objectives and data quality objectives that set what monitoring must achieve. Directive (EU) 2024/2881 (ambient air quality) · Canadian Ambient Air Quality Standards (CCME) In situ sensors and instruments · Air quality and atmospheric composition ### Greenhouse gas and reactive gas monitoring High-precision carbon dioxide, methane and nitrous oxide analysers on tall towers and baseline sites. WMO GAW measurement guidelines · WMO Global Greenhouse Gas Watch In situ sensors and instruments · Air quality and atmospheric composition ### Aerosol optics and sun photometry Aerosol optical depth, absorption and scattering for smoke, dust and satellite validation. WMO GAW aerosol guidelines [All 7 in this layer](https://observatory.global/technologies/sensors/air-quality-and-atmospheric-composition/) **04** Field operations and lifecycle ## Operations, NOC, support and training. Field operations and lifecycle · Operations, NOC, support and training ### Service management Defined processes for incidents, problems, changes and service levels. ISO/IEC 20000-1:2018 Field operations and lifecycle · Operations, NOC, support and training ### Network operations centre Round-the-clock monitoring, alarms, triage and dispatch for every node. ISO/IEC 20000-1:2018 · IETF RFC 3411 (SNMPv3) Field operations and lifecycle · Operations, NOC, support and training ### Managed site operations Operating a site for a customer under an agreed plan, scope and reporting. ISO/IEC 20000-1:2018 · ISO 55001:2024 Field operations and lifecycle · Operations, NOC, support and training ### Security operations Monitoring and response for the fleet tied to the incident response plan. NIST SP 800-61 Rev. 3 Field operations and lifecycle · Operations, NOC, support and training ### Remote hands and field dispatch Local technicians sent with parts, procedures and access arranged. ISO 45001:2018 Field operations and lifecycle · Operations, NOC, support and training ### Training curricula Courses for operators, technicians and users, with assessment. ISO 10015:2019 (competence management and people development) [All 8 in this layer](https://observatory.global/technologies/field/operations-noc-support-and-training/) **05** AI-RAN and Open RAN ## AI/ML in the air interface and network management. **Frontier** · AI-RAN and Open RAN · AI/ML in the air interface and network management ### AI/ML for CSI feedback Learned compression and prediction of channel state information to improve MIMO precoding. 3GPP TR 38.843 (AI/ML for NR air interface, Rel-18) AI-RAN and Open RAN · AI/ML in the air interface and network management ### AI/ML beam management Predicting best beams in space and time to cut measurement overhead, specified from Rel-19. 3GPP TR 38.843 · 3GPP Rel-19 AI/ML for NR air interface AI-RAN and Open RAN · AI/ML in the air interface and network management ### AI/ML positioning Direct and assisted learned positioning that improves accuracy in non-line-of-sight conditions. 3GPP TR 38.843 · 3GPP TS 38.305 (Rel-19) AI-RAN and Open RAN · AI/ML in the air interface and network management ### AI/ML for NG-RAN functions Learned load balancing, mobility optimisation and energy saving between RAN nodes. 3GPP TR 37.817 (AI/ML for NG-RAN data collection) · 3GPP TS 38.300 (Rel-18) AI-RAN and Open RAN · AI/ML in the air interface and network management ### AI/ML model lifecycle management Training, testing, deployment, monitoring and retirement of models inside the managed network. 3GPP TS 28.105 (AI/ML management) · 3GPP TR 28.908 (AI/ML management study) AI-RAN and Open RAN · AI/ML in the air interface and network management ### Network data analytics Core analytics function producing predictions and statistics consumed by RAN and core functions. 3GPP TS 23.288 (NWDAF) [All 8 in this layer](https://observatory.global/technologies/airan/ai-ml-in-the-air-interface-and-network-management/) **06** Spectrum, timing and PNT ## Spectrum regimes and access. Spectrum, timing and PNT · Spectrum regimes and access ### Exclusive licensed spectrum Auctioned or assigned spectrum licences with defined areas, terms and conditions, used for public mobile networks. ITU RR Art. 5 (table of frequency allocations) · Canadian Table of Frequency Allocations (ISED) Spectrum, timing and PNT · Spectrum regimes and access ### Tiered shared access (CBRS-type) Spectrum shared between incumbents, priority licensees and general users under a spectrum access system. FCC 47 CFR Part 96 · WINNF-TS-0112 (CBRS operational and functional requirements) Spectrum, timing and PNT · Spectrum regimes and access ### Local and light licensing Low-cost, area-limited licences that let enterprises, communities and Indigenous and rural operators run their own networks. ISED non-competitive local licensing framework (3900–3980 MHz, 26/28/38 GHz) · ISED CPC-2-1-31 (NCL licence application procedures) Spectrum, timing and PNT · Spectrum regimes and access ### Licence-exempt bands 2.4, 5 and 6 GHz and other bands used by Wi-Fi, short-range devices and IoT under equipment rules. ISED RSS-247 (DTS and FHSS) · ISED RSS-248 (6 GHz RLAN) · ETSI EN 300 328 (2.4 GHz) Spectrum, timing and PNT · Spectrum regimes and access ### TV white space and database-controlled access Opportunistic use of unused broadcast channels for rural broadband and long-range links. ISED RSS-222 (white space devices) · IEEE 802.22 Spectrum, timing and PNT · Spectrum regimes and access ### Spectrum for fixed links Licensed point-to-point bands and channel plans for microwave and E-band backhaul. Rec. ITU-R F.746 · ISED Standard Radio System Plans (SRSP) [All 9 in this layer](https://observatory.global/technologies/timing/spectrum-regimes-and-access/) **07** Every domain ## The rest of the spectrum. The domains whose layers serve this industry, each with its full directory. [Layers · 8 · items · 61 In situ sensors and instrumentsInstruments placed in the air, water, ground and spectrum, from weather stations to seismometers, radars and cameras, with the calibration, metadata and quality control that make their readings evidence.](https://observatory.global/technologies/sensors/) [Layers · 8 · items · 66 Field operations and lifecycleEverything that happens on the ground across a site's life: survey, permits, design packs, logistics, installation, acceptance, training, operations, maintenance, upgrades, decommission and recycling, done safely and recorded as evidence.](https://observatory.global/technologies/field/) [Layers · 8 · items · 59 Data, software and interoperabilityHow observations move from the edge into stores, catalogues and APIs with their provenance, licence and residency attached, and how they interoperate through open standards and the open Observatory Protocol.](https://observatory.global/technologies/data/) [Layers · 8 · items · 64 Power, energy and ruggedisationHow a remote site is powered, stored, distributed, cooled, sealed, tested, grounded, held up and kept safe, from a solar-powered sensor to a hybrid microgrid on a guyed mast.](https://observatory.global/technologies/power/) [Layers · 8 · items · 62 5G and 6G radio access networksThe radio access network from site to spectrum: macro, small cells, DAS and repeaters, massive MIMO, NR bands and TDD synchronisation, NR features such as RedCap, positioning and sidelink, private and shared networks, Wi-Fi coexistence, 6G and ISAC, and the planning and assurance that keep it working.](https://observatory.global/technologies/ran/) [Layers · 8 · items · 60 AI-RAN and Open RANDisaggregated, software-defined and AI-assisted radio access: the O-RAN architecture and its open interfaces, 7.2x fronthaul, RAN intelligent controllers with xApps and rApps, SMO and O-Cloud, accelerated L1, shared GPU infrastructure for RAN and AI, AI/ML in the 3GPP air interface, energy saving, and the test and integration work that makes multi-supplier RAN deployable.](https://observatory.global/technologies/airan/) [Layers · 8 · items · 60 Core and transport networksThe networks behind the radio: the 5G core and its functions, slicing and edge breakout, IMS voice and emergency calling, fronthaul, midhaul and backhaul over microwave, E-band, fibre, free-space optics and satellite, IP/MPLS and segment routing, IPv6, automation and intent, and the security that holds it together.](https://observatory.global/technologies/core/) [Layers · 8 · items · 66 Satellite and space systemsThe space segment end to end: orbits and constellations, spacecraft buses, communications and Earth observation payloads, inter-satellite links, tracking and command, space safety, launch, and the licensing and filings that let a system operate over a site.](https://observatory.global/technologies/satellite/) [Layers · 8 · items · 63 Ground segmentEverything on the ground that talks to spacecraft: gateways and teleports, user terminals, modems and software-defined radio, shared antenna networks, CCSDS protocol stacks, mission control, data processing and the spectrum coordination behind each earth station.](https://observatory.global/technologies/ground/) [Layers · 7 · items · 59 Spectrum, timing and PNTThe shared foundations every network and sensor depends on: how spectrum is licensed, shared and monitored, GNSS positioning and its corrections, packet timing with PTP and SyncE, grandmasters and holdover, resilient PNT alternatives, and the detection of interference, jamming and spoofing.](https://observatory.global/technologies/timing/) [Layers · 8 · items · 54 IoT, LPWAN and meshThe radios, networks, gateways, device management and field protocols that connect low-power sensors and controllers to the grid, sized to a measured power budget.](https://observatory.global/technologies/iot/) [Layers · 8 · items · 65 AI systemsAI from model to accountable operation: edge inference and model optimisation, foundation models for Earth observation and geospatial work, time-series and sensor AI, multimodal fusion and supervised agentic operations, federated and privacy-preserving learning, physical AI and robotics within stated red lines, MLOps, evaluation and model risk, and the governance frameworks that apply to each.](https://observatory.global/technologies/ai/) ## Bring us the site. Survey, design, deployment and operation for education. The form names who receives your details. 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