01Frontier
The technologies moving now.
Ranked by how closely each serves what this industry needs to observe. Each item names the specification or standard it is drawn against.
Frontier · Remote sensing and Earth observation · Tasking, ground segment and access
Optical ground stations
Laser downlink terminals that relieve radio spectrum limits, with weather-diverse site networks.
CCSDS 141.0-B (optical communications physical layer)
Frontier · AI systems · Foundation models for Earth observation and geospatial
Geospatial embeddings and similarity search
Vector representations of places and scenes that make large archives searchable by example.
OGC GeoAI Domain Working Group
Frontier · AI systems · Foundation models for Earth observation and geospatial
Super-resolution and gap filling
Generative methods that sharpen or fill imagery, labelled as model output with stated uncertainty.
ISO 19157-1
Frontier · AI systems · Foundation models for Earth observation and geospatial
AI weather and climate emulators
Learned models that emulate numerical weather prediction at much lower compute cost.
WMO Integrated Processing and Prediction System (WIPPS)
Frontier · AI systems · Time-series and sensor AI
Virtual and soft sensors
Estimating quantities that are not measured directly from other sensors and models, labelled as estimates.
W3C SOSA/SSN ontology
Frontier · Data, software and interoperability · Metadata, provenance and catalogues
Content credentials for media
Signed provenance manifests on images and video from field cameras and drones.
C2PA Technical Specification 2.x
Frontier · Satellite and space systems · Earth observation payload classes
On-board processing and AI for EO
In-orbit screening, compression and detection that downlink results instead of raw data and shorten time to alert.
CCSDS 122.0-B (image data compression) · CCSDS 123.0-B
Frontier · Remote sensing and Earth observation · Frontier and research
Onboard AI and in-orbit processing
Detecting events and compressing to products in orbit so only what matters is downlinked.
CEOS ARD (as output target)
Frontier · Remote sensing and Earth observation · Frontier and research
Optical inter-satellite links and data relay
Laser crosslinks that cut latency between acquisition and delivery.
CCSDS 141.0-B
Frontier · Remote sensing and Earth observation · Frontier and research
High-revisit SAR and high-resolution thermal constellations
Hourly radar and fine-scale thermal views for monitoring that cannot wait for the next pass.
CEOS ARD SAR · CEOS ARD Surface Temperature
Frontier · Remote sensing and Earth observation · Frontier and research
Imaging spectroscopy constellations
Routine hyperspectral coverage for minerals, crops, water and methane.
CEOS ARD Surface Reflectance
Frontier · Remote sensing and Earth observation · Frontier and research
Greenhouse gas point-source detection
Attributing methane and carbon dioxide plumes to facilities, tied to ground and airborne verification.
WMO Global Greenhouse Gas Watch (G3W)
Frontier · Remote sensing and Earth observation · Frontier and research
EO foundation models and embeddings
Pretrained models that turn imagery into reusable features for many downstream tasks with few labels.
OGC Training Data Markup Language for AI (TrainingDML-AI) Part 1
Frontier · Remote sensing and Earth observation · Frontier and research
Quantum and cold-atom gravimetry
Next-generation gravity sensing for groundwater, ice mass and subsurface change.
WMO OSCAR/Space
Frontier · Remote sensing and Earth observation · Frontier and research
Digital twins of the Earth
Coupled observation and model systems that simulate what-if scenarios at kilometre and finer scale.
ISO/IEC 30173:2023 (digital twin concepts and terminology)
Frontier · Satellite and space systems · Inter-satellite and space-to-ground links
Optical inter-satellite links
Laser crosslinks giving multi-gigabit, low-interference routing in space without spectrum licensing.
SDA Optical Communications Terminal Standard · CCSDS 141.0-B (optical communications physical layer)
Frontier · Satellite and space systems · Inter-satellite and space-to-ground links
Optical space-to-ground links
Laser downlinks to optical ground stations for very high data volumes, managed with site diversity against cloud.
CCSDS 141.0-B (optical physical layer) · CCSDS 142.0-B (optical coding and synchronisation)
Frontier · Satellite and space systems · Inter-satellite and space-to-ground links
GEO data relay for LEO missions
Relays in higher orbit that give near-continuous contact to LEO spacecraft and cut data latency.
CCSDS 141.0-B · CCSDS 401.0-B (RF and modulation systems)
Frontier · Satellite and space systems · Inter-satellite and space-to-ground links
Space-based quantum key distribution
Satellite links distributing quantum keys between distant ground sites as a research path for key exchange.
ITU-T Y.3800 (QKD network overview) · ETSI ISG QKD specifications
Frontier · Data, software and interoperability · Licensing, residency and governance
Data spaces
Federated sharing where each party keeps control and usage policies travel with the data.
Eclipse Dataspace Protocol · IDSA Rulebook
Frontier · Remote sensing and Earth observation · Optical, spectral and thermal sensors
Solar-induced fluorescence
Retrieval of the faint fluorescence of photosynthesis as a direct signal of plant stress.
CEOS WGCV Land Product Validation subgroup
Frontier · GIS, maps and GeoAI · GeoAI
Geospatial foundation models
Large pretrained models for imagery and maps fine-tuned with few labels.
OGC TrainingDML-AI Part 1
Frontier · GIS, maps and GeoAI · GeoAI
Super-resolution and multi-sensor fusion
Learning to combine sensors and resolutions into sharper or gap-free products, with uncertainty flagged.
ISO 19157-1:2023
Frontier · GIS, maps and GeoAI · GeoAI
Geospatial agents and natural-language queries
Assistants that compose spatial queries and processes from plain-language questions, with every step logged.
OGC API – Processes · OGC API – Features