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Forestry and plantations

Forests and plantations, watched for fire and change.

A forest estate is managed over decades and can be lost in an afternoon. Cameras on towers, forest weather stations, acoustic sensors and growth plots report with satellite change maps to one record, so foresters, fire crews and buyers see the same evidence of what the forest is doing.

Plan a deploymentHow it worksStation Builder
Industry
Agriculture
Measurements
5
Sources cited
6
  1. Agriculture · Forestry and plantations

    Decades of growth, one afternoon of fire

    A forest estate grows over decades and its value sits in stands far from roads. A fire that starts on a hot, windy afternoon must be seen in minutes. Illegal logging, pests and buyers asking where the wood came from all need the same thing: evidence of what is happening in the forest.

  2. What is measured

    Smoke, weather, sound, plots and canopy

    Cameras on towers watch for smoke across the estate. Forest weather stations give the fire danger, acoustic sensors listen for chainsaws and engines along access routes, and permanent plots measure growth and carbon. Satellite imagery maps canopy change and locates every plot.

    Instruments
    Tower cameras · Forest weather · Acoustic sensors · Sample plots · Satellite imagery
  3. The base node

    Detection at the top of the tower

    The tower’s edge node runs smoke detection on the camera feed, signs each detection with its bearing and image, and sends only what matters over the link. Acoustic points do the same with machine sounds, so the network carries events, not hours of audio.

  4. Radio and links

    Tower to tower, and up to the satellite

    Camera towers pass video and detections to the operations room over microwave, tower to tower. Weather and acoustic points in the stands reach a gateway on the tower over LoRaWAN. Blocks beyond microwave reach send alerts and stills through a satellite terminal.

    Links
    Microwave · LoRaWAN · Satellite
  5. How it works

    From a wisp of smoke to a crew

    A tower camera sees a wisp of smoke; the edge node confirms it, signs the detection with its bearing and sends it over microwave. A second tower gives a cross bearing, the operator confirms the location, and the fire agency receives the alert with images and the fire danger.

  6. From order to operation · Order

    Scope the estate and the risks

    The scope reads the estate map, the fire plan, the access network, the inventory plots and the supply-chain claims the estate must prove. Nexus Observatory Inc. returns the tower and point plan, the radio design, the integration with fire agencies and certifiers, and a price per tower and per service.

    Plan a deployment
  7. From order to operation · Survey

    Find the towers that see the forest

    Crews compute viewsheds from candidate hills and existing towers, then climb to confirm what each camera would see. They check microwave paths between towers, LoRaWAN coverage into the stands and sky view for satellite, and record access by road, track and helicopter landing site.

  8. From order to operation · Permits

    Towers, agencies and rights

    New towers follow planning and aviation rules, and existing towers are shared by agreement. Detection sharing with the fire agency is written down, so the agency that fights the fire decides. Acoustic sensors are placed with the estate’s security and legal advice.

  9. From order to operation · Build

    Build for the fire season

    Cameras, edge nodes, weather stations, acoustic sensors, gateways and radios are built and tested together, enrolled with their identities and configured with each tower’s views and detection zones. Every part is labelled for replacement at the top of a tower.

    Open the Station Builder
  10. From order to operation · Install

    Install before the season

    Climbing crews mount cameras, gateways and dishes on towers before the fire season. Weather stations go into representative openings, acoustic points along access routes, and soil probes in the plots. Every point is located and photographed for the record. Access tracks and landing sites are noted for later visits.

  11. From order to operation · Commission

    Test detection and alarms

    Each device proves its identity. Camera views are checked against the viewshed, smoke detection is tested with a controlled source where allowed, weather against a reference, microwave links aligned. Alerts are tested end to end to the operations room and the fire agency.

  12. From order to operation · Operate

    Watch, confirm and dispatch

    Operators see detections with images, bearings and the fire danger, confirm them from a second tower and pass them to the fire agency. Acoustic events go to security, change maps to foresters, and plot records to the inventory and the supply-chain file, all from one record.

  13. From order to operation · Maintain

    Climb, clean and check

    Before each season crews climb every tower to clean lenses and check mounts, weather sensors are checked against a reference, batteries tested and acoustic points serviced. After storms, access is cleared and towers checked first. Every change is recorded against the asset.

    Book field services
  14. Data products

    For fire crews, foresters and buyers

    Fire operations rooms receive detections with images and bearings; foresters receive fire danger, growth and canopy change; security receives acoustic events; certifiers and carbon buyers receive plot records; supply-chain teams receive geolocation and change evidence for due diligence. Each carries its source.

    See the data products
  15. Evidence

    Evidence a buyer can trace

    Every detection, alarm, plot measurement and change map is signed and kept with its time and place. Fire practice follows FAO voluntary guidelines, carbon follows IPCC methods, and plot geolocation and change evidence meet the information that deforestation-free supply rules ask for.

    Drawn against
    FAO fire management guidelines · IPCC 2019 AFOLU · Regulation (EU) 2023/1115 · Copernicus Sentinel-2
  16. What you get

    Wildfire camera and fire-weather networks

    Camera towers with edge inference and co-located fire-weather stations; detections go to the agency that decides and dispatches. Delivered as hardware + software and managed service, for forestry and emergency agencies, utilities. Scale: Regional networks across fire seasons. Service levels are written as numbers you can measure on your own dashboard.

    Talk to sales
  17. Next step

    Plan forestry and plantations with us

    Tell us the site, the measurements and the rules it answers to. We reply with a survey proposal, a design and a scope for forestry and plantations. 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 deploymentOpen the Station BuilderOpen the Studio

01The place and its hazards

Where it runs, and what can go wrong.

Operating contextPlantation and natural forests are managed for timber, fibre, carbon and conservation over long rotations. Fire is the largest single risk, illegal logging and encroachment take value and certification, and buyers in many markets must now prove where wood came from. Estates are large, roadless in places and beyond public networks.

Hazards

  • Wildfire starting far from roads
  • Illegal logging and encroachment
  • Pests and drought dieback spreading unseen
  • Storm damage and access cut by fallen trees
  • Supply-chain claims that cannot be proven

02What must be measured

What, where, how often, and under which rules.

Each measurement names where it is taken, how often, and the public standard or regulation behind it. Numbers in the sources column open the cited source below.

MeasurementWhereCadenceSources
Smoke and fire detectionCameras on towers with views over the estateContinuous through the fire season1
Forest weather and fire dangerStations in representative stands and openingsContinuous, fire danger daily and hourly in the season12
Chainsaws and vehicles by soundAcoustic sensors along known access routesContinuous, events on detection3
Growth and carbon stockPermanent sample plotsOn the inventory cycle45
Canopy change and plot geolocationThe whole estate, from satellite imageryEach available pass63

03The observation stack

From one base unit to a network.

The same blocks at every scale: instruments and a base node, a site with its radio, a fleet run as one, and a network federated on the open protocol.

  1. 01

    Base unit

    A forest point: a weather station or acoustic sensor on a LoRaWAN endpoint, or a camera on a tower with its edge node.

    Build a station →
  2. 02

    Site

    A compartment block: points in the stands, a camera tower with a gateway and a microwave or satellite link.

    Plan a site →
  3. 03

    Fleet

    Every block of the estate run as one fleet, with one fire watch and one record.

    Managed offers →
  4. 04

    Network

    Estates, fire agencies, certifiers and buyers exchange detections, change maps and plot records through open standards.

    The open protocol →
  • 01PTZ camera
  • 02Compact weather station
  • 03Acoustic sensor
  • 04Soil probe
  • 05LPWAN endpoint
  • 06LoRaWAN gateway
  • 07Edge node (Wedge)
  • 08Point-to-point microwave
  • 09LEO flat-panel terminal
  • 10Solar array
  • 11Lattice tower

Radio and links

Point-to-point microwave

Camera towers carry video to the operations room over microwave, tower to tower.

Radio and links

LoRaWAN

Weather and acoustic points in the stands reach a gateway on the tower at very low power.

Radio and links

Satellite

Towers and blocks beyond microwave reach use a satellite terminal for alerts and stills.

Edge computeThe tower’s edge node runs smoke detection on the camera feed and sends a confirmed detection with its bearing; acoustic points flag chainsaw and engine sounds locally and send only events.

PowerTowers run on solar panels with batteries sized for the fire season’s long days and smoke-dimmed light; stand points run on batteries for a year or more.

04How it works

From the instrument to the product.

One observation’s path, tier by tier, with the interface on every link and a bill of materials below; then how the one node grows to a site, a fleet and federated networks.

Forestry and plantations: data path

– of 08

01 Instruments Measurement with sensor identity andcalibration 02 Field radio 03 Gateway 04 Node – Wrap in an observation envelope with timequality– Measure quality and uncertainty, attachquality flags– Buffer locally (store-and-forward when thelink drops) 05 Backhaul Commit with transactional outbox andpublish, delivered at least once 06 Site Consumer inbox deduplicates and applieseach record once into governed data 07 Data store Governed product through API, map orexport, correction-aware 08 Products Common Alerting ProtocolOGC SensorThings APIISO 19115 09 Power and structure Supplies 12 V DC, 24 V DC, 48 V DC to thefield equipment 01 PTZ camera Ethernet 02 Compact weather station SDI-12 · RS-485 · Ethernet 03 Acoustic sensor SDI-12 · RS-485 · Ethernet 04 Soil probe SDI-12 · RS-485 · Ethernet 05 LPWAN endpoint Analogue I/O · SDI-12 · RS-485 06 LoRaWAN gateway Ethernet · RF · GNSS antenna 07 Edge node (Wedge) Ethernet · Fibre · USB · RS-485 ·BMC 08 Point-to-point microwave Ethernet · Fibre 09 LEO flat-panel terminal Ethernet Site MQTT 5 with Sparkplug B Governed data store Versioned, correction-aware Smoke detections withbearings and images Fire danger by block Acoustic intrusion events Growth, carbon and canopychange Plot geolocation and changeevidence 10 Solar array RS-485 11 Lattice tower Ethernet Ethernet SDI-12 SDI-12 LoRaWAN Ethernet Ethernet Ethernet Microwave link Satellite IP
From the instrument to the published product: each band is a tier, each connector names its interface, and the numbers match the bill of materials. Hover or focus a block to trace its path; scroll or step to follow one observation.
Bill of materials
ItemEquipmentData portsProtocolsPower in
01PTZ cameraPan-tilt-zoom camera for wide-area visual monitoring (wildfire, flood, traffic).EthernetRTSP with ONVIF profilesPoE, 24 V DC
02Compact weather stationAll-in-one or compact station for temperature, humidity, pressure, wind and rain at a site.SDI-12RS-485EthernetSDI-12, Modbus, MQTT 5, OGC SensorThings API12 V DC
03Acoustic sensorSound level meter, acoustic event detector or infrasound array element.SDI-12RS-485EthernetSDI-12, Modbus, MQTT 5, OGC SensorThings API12 V DC
04Soil probeProbe for volumetric soil moisture, temperature and conductivity at one or more depths.SDI-12RS-485EthernetSDI-12, Modbus, MQTT 5, OGC SensorThings API12 V DC
05LPWAN endpointBattery-powered endpoint on LoRaWAN, NB-IoT or LTE-M that carries one or more sensors.Analogue I/OSDI-12RS-485LoRaWAN, OMA LwM2M, CoAPInternal battery, Energy harvesting
06LoRaWAN gatewayMulti-channel LoRaWAN gateway that forwards uplinks to a network server and schedules downlinks within duty limits.EthernetRFGNSS antennaLoRaWAN, MQTT 5PoE, 12 V DC
07Edge node (Wedge)Rugged edge node that boots from signed media, attests itself and establishes a site cell from little or no infrastructure.EthernetFibreUSBRS-485BMCMQTT 5, DMTF Redfish, IEEE 1588 PTP, NTP with NTS, OPC UA12 V DC, 24 V DC, 48 V DC, AC mains
08Point-to-point microwaveLicensed or licence-exempt point-to-point radio link between two sites with line-of-sight.EthernetFibreIEEE 1588 PTPPoE, 48 V DC
09LEO flat-panel terminalElectronically steered flat-panel user terminal for low-Earth-orbit broadband constellations.Ethernet—PoE, 48 V DC, AC mains
10Solar arrayPV modules with charge controller sized to the site’s load and climate.RS-485Modbus—
11Lattice towerSelf-supporting or guyed lattice tower for macro radios, links and instruments.———

How it scales

01 Instruments Arbitrary qualified sensors and instruments whosemeasurements are ingested with calibration, units,geometry, time, custody and uncertainty. ×n 02 Node The minimum useful deployable unit: server, ruggedappliance, radio node, sensor gateway, satelliteterminal, AI, scientific, vehicle or virtual node. Node Node agent 03 Site The minimum independently operable localgovernance and failure domain: one or more nodesplus local network, identity, policy, evidence,storage, products and operator surfaces.

SITE

Node Node Node ×n 04 Cluster An optional scale or specialisation domain forscheduling, shared storage, accelerators or datalocality.

CLUSTER

×n 05 Fleet Coordinates plans, acknowledgements,convergence evidence, update campaigns andcorrection propagation across nodes and sites.

FLEET

Fleet controller ×n 06 Federation An exchange of products, capabilities, events orwork across approved, independently administeredtrust domains, using explicit trust, policy,data-locality, version and correction contracts.

TRUST DOMAIN

TRUST DOMAIN

TRUST DOMAIN

×n Verifier Applications Data in the field Telemetry Control Data upstream Control Data upstream Control Exchange Evidence Events Exchange
The smallest deployable unit is one node; the same unit is replicated to meet the demand. Nodes form a site, sites may form a cluster, sites and clusters are coordinated as a fleet, and fleets exchange across independently administered trust domains. Each plane is a separate channel with its own open binding.
Data in the field
MQTT 5 with Sparkplug B; connectors for LoRaWAN, OPC UA and instrument buses.
Telemetry
OpenTelemetry OTLP.
Control
TLS 1.3 with mutual authentication; protobuf messages over gRPC or HTTP/2.
Data upstream
At-least-once publication with repeat-safe keys over the control channel or NATS JetStream; QUIC MAY be used on lossy links.
Evidence
DSSE-signed in-toto statements; SLSA provenance; SCITT transparency receipts.
Events
Event envelopes mapped to CloudEvents 1.0; channels described in AsyncAPI 3.
Exchange
OpenAPI 3.1; the OGC API family; SensorThings; STAC; WIS 2.0.

05From order to operation

Every step, from the first call to a running site.

The same crew and the same record carry the work from scope to maintenance.

  1. 01 Order

    Scope the estate and the risks

    The scope reads the estate map, the fire plan, the access network, the inventory plots and the supply-chain claims the estate must prove. Nexus Observatory Inc. returns the tower and point plan, the radio design, the integration with fire agencies and certifiers, and a price per tower and per service. 13

  2. 02 Survey

    Find the towers that see the forest

    Crews compute viewsheds from candidate hills and existing towers, then climb to confirm what each camera would see. They check microwave paths between towers, LoRaWAN coverage into the stands and sky view for satellite, and record access by road, track and helicopter landing site.

  3. 03 Permits

    Towers, agencies and rights

    New towers follow planning and aviation rules, and existing towers are shared by agreement. Detection sharing with the fire agency is written down, so the agency that fights the fire decides. Acoustic sensors are placed with the estate’s security and legal advice.

  4. 04 Build

    Build for the fire season

    Cameras, edge nodes, weather stations, acoustic sensors, gateways and radios are built and tested together, enrolled with their identities and configured with each tower’s views and detection zones. Every part is labelled for replacement at the top of a tower.

  5. 05 Install

    Install before the season

    Climbing crews mount cameras, gateways and dishes on towers before the fire season. Weather stations go into representative openings, acoustic points along access routes, and soil probes in the plots. Every point is located and photographed for the record. Access tracks and landing sites are noted for later visits.

  6. 06 Commission

    Test detection and alarms

    Each device proves its identity. Camera views are checked against the viewshed, smoke detection is tested with a controlled source where allowed, weather against a reference, microwave links aligned. Alerts are tested end to end to the operations room and the fire agency.

  7. 07 Operate

    Watch, confirm and dispatch

    Operators see detections with images, bearings and the fire danger, confirm them from a second tower and pass them to the fire agency. Acoustic events go to security, change maps to foresters, and plot records to the inventory and the supply-chain file, all from one record. 13

  8. 08 Maintain

    Climb, clean and check

    Before each season crews climb every tower to clean lenses and check mounts, weather sensors are checked against a reference, batteries tested and acoustic points serviced. After storms, access is cleared and towers checked first. Every change is recorded against the asset.

06Data products and integration

What it delivers, to whom, and into which systems.

Data products

  • Smoke detections with bearings and imagesFire operations rooms and agencies
  • Fire danger by blockForesters and fire managers
  • Acoustic intrusion eventsEstate security
  • Growth, carbon and canopy changeForesters, certifiers and carbon buyers
  • Plot geolocation and change evidenceBuyers and supply-chain teams

Integration

  • Fire agency dispatchConfirmed detections are sent with location and images in the Common Alerting Protocol or the agency’s own format.
  • Forest inventoryPlot and growth records join the inventory system with their coordinates.
  • Supply-chain due diligencePlot geolocation and canopy change evidence are exported for due diligence statements.

Exchanged through Common Alerting Protocol, OGC SensorThings API, ISO 19115.

07Questions buyers ask

Before you scope it.

Who decides to fight a fire?

The fire agency. The network detects, confirms and passes on; the agency decides and dispatches.

Does it record people talking?

Acoustic points detect machine sounds and send events, not conversations.

Does this help with deforestation rules?

It keeps the geolocation of plots and the evidence of canopy change that due diligence needs.

What if a tower loses power in smoke?

Batteries are sized for smoke-dimmed days, and a second tower covers most views.

08Resources

The sources behind this page.

Public standards, regulations and guidance, cited where they apply. Each applies only where its jurisdiction or scope does.

  1. 1Fire management: voluntary guidelinesFood and Agriculture Organization of the United Nations · 2006
  2. 2Guide to Instruments and Methods of Observation (WMO-No. 8)World Meteorological Organization
  3. 3Regulation (EU) 2023/1115 on deforestation-free productsEuropean Union · 2023
  4. 42019 Refinement to the 2006 IPCC Guidelines for National Greenhouse Gas Inventories, Volume 4: Agriculture, Forestry and Other Land UseIntergovernmental Panel on Climate Change · 2019
  5. 5Global Forest Resources AssessmentFood and Agriculture Organization of the United Nations
  6. 6Copernicus Sentinel-2 missionEuropean Space Agency

09Related

Use cases and solutions.

Use case

Wildfire camera and fire-weather node

Pan-tilt and thermal cameras with edge inference on a ridgeline tower, co-located with a fire-weather station.The full use case →
Use case

Bioacoustic biodiversity observatory

Open-hardware acoustic recorders on solar power with low-power radio or satellite uplink, for species baselines.The full use case →
Solution

Wildfire camera and fire-weather networks

Camera towers with edge inference and co-located fire-weather stations; detections go to the agency that decides and dispatches.Solutions for agriculture →
Solution

Biodiversity and habitat monitoring

Acoustic sensors, camera traps that exclude people, eDNA sampling logistics and EO habitat change for nature programmes and disclosures.Solutions for agriculture →
Solution

Earth observation tasking, processing and change detection

SAR and optical acquisition planning, analysis-ready processing and change detection checked against field truth, delivered as STAC and COG.Solutions for agriculture →

10Agriculture: specialized fields

Other fields of this industry.

Specialized field

Row crops and grain

Soil moisture and temperature by zone, field weather for spraying and disease, evapotranspiration for irrigation and satellite crop vigour, on LoRaWAN across the farm and cellular back to the office.The full field →
Specialized field

Orchards and vineyards

Frost watch at dawn, leaf wetness and disease risk, soil water for deficit irrigation and canopy cameras, on LoRaWAN across the blocks with alerts that wake the grower in time.The full field →
Specialized field

Livestock and dairy

Barn air and ammonia, heat stress, water and feed, animal welfare cameras and pasture water points, on a farm network that keeps the herd’s record and the emissions record in one place.The full field →
Specialized field

Greenhouses and controlled environment

Climate, carbon dioxide, substrate water and nutrient dosing, energy and outside weather for greenhouses and vertical farms, on the site network beside the climate computer, never in its way.The full field →
Specialized field

Irrigation districts and canals

Canal levels and flows, offtake deliveries, water quality, district weather and crop demand, on LoRaWAN along the canals and microwave to the district office, for fair and accountable sharing of water.The full field →
Specialized field

Aquaculture

Dissolved oxygen, temperature and salinity at the pens, met-ocean conditions, feeding cameras and harmful algae watch for fish and shellfish farms, on cellular and satellite from the water.The full field →
Specialized field

Rangeland and pastoralism

Rain, pasture growth, water points and herd movement across open range, with satellite forage maps and drought early warning, on LoRaWAN and satellite where no network reaches.The full field →

Bring us the site.

Plan a deployment, configure a station, model it in the Studio or talk to sales. The form names who receives your details.

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