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Reference Architecture for FAIR Data Infrastructures


Data engineering
Workflow Management
Ingestion Pipeline
Access control
Ingestion frequency
Data Harmonization Pipeline
Cleaning
Deduplication
Transformation
Validation
Data Processing Pipeline
Processing
Verification
Collection
Synthesizing
Fair Publication Pipeline
Data preservation
Persistent identifiers
Interoperable metadata
FAIR validation
Technology
Source systems
APIs
Filesystem
Database
Staging System
Data ingestion
Process engine
Event streaming
Quality assurance
Data Processing Platform
Data mining
Machine learning
Scientific computing
Fairdata platform
Machine Actionable Interface
Preservation system
FAIR publication system
PID Resolver
Data Storage
Specialized
Ledger
Graph
Spatiotemporal
Operational
Document
Key value
Object
Relational
Analytics
Dimensional
Columnar
Vector
Data Governance Systems
Provenance Systems
Issues & Feedback
Data Workflow Repository
Code Repository
Data Lineage Systems
Metadata Management Systems
PID Management
Semantic Artefact Repositories
Model & Schema Repositories
Reference Data & Taxonomies
Metadata Crosswalks
Ontology & Linked Data Platforms
Validation Tools
Documentation & Support Systems
Learning Portal
Collaborative Wiki
Hardware
Devices
Sensors
Virtual Research Environment
Domain solutions
Visualisation platforms
Research notebooks
Publishing platform
Identity Management
Access Management
Application Interface
Publication system
Data
Raw Data Source
Data Streams
Dumb Data
Structured Data Dump
Ingested Data Source
Dumb Data Lake
Querable Structured Data
Querable Data Stream
Clean Data Source
Cleaned Data
Master Data
Harmonized Data
Fair Data Source
Fair Research Dataset
Fair Digital Object
Fair Data Workflow
Smart Data Source
Data Product
Data Graph
Digital Twin
Data Management
FAIR Data Lifecycle
Data Production
Data Publication
Data Management Plan
Data Processing
FAIR Infrastructure Governance
Data Standardization
Data Integration & Interoperability
Reference & Master Data Management
Consultation and Training
Data Quality Monitoring


		Workflow Management	Ingestion Pipeline
		Workflow Management	FAIR Infrastructure Governance
		Workflow Management	Data Processing Pipeline
		Workflow Management	Data Harmonization Pipeline
		Workflow Management	Fair Publication Pipeline
		Workflow Management	FAIR Data Lifecycle
		Ingestion Pipeline	Ingestion frequency
		Ingestion Pipeline	Access control
		Data Harmonization Pipeline	Deduplication
		Data Harmonization Pipeline	Cleaning
		Data Harmonization Pipeline	Transformation
		Validation	Data Harmonization Pipeline
		Data Processing Pipeline	Processing
		Data Processing Pipeline	Synthesizing
		Data Processing Pipeline	Collection
		Fair Publication Pipeline	Persistent identifiers
		Fair Publication Pipeline	FAIR validation
		Fair Publication Pipeline	Data preservation
		Fair Publication Pipeline	Interoperable metadata
		Source systems	Raw Data Source
		Source systems	Staging System
		Source systems	Filesystem
		Source systems	APIs
		Source systems	Database
		Staging System	Ingested Data Source
		Staging System	Data Storage
		Staging System	Data ingestion
		Staging System	Quality assurance
		Staging System	Event streaming
		Staging System	Process engine
		Data Processing Platform	Data Storage
		Data Processing Platform	Data mining
		Data Processing Platform	Machine learning
		Data Processing Platform	Scientific computing
		Fairdata platform	Fair Data Source
		Fairdata platform	Machine Actionable Interface
		Fairdata platform	PID Resolver
		Fairdata platform	FAIR publication system
		Fairdata platform	Preservation system
		Fairdata platform	Publishing platform
		Data Storage	Clean Data Source
		Data Storage	Data Processing Platform
		Data Storage	Publishing platform
		Data Storage	Analytics
		Data Storage	Specialized
		Data Storage	Ingested Data Source
		Data Storage	Analytics
		Specialized	Ledger
		Specialized	Graph
		Specialized	Spatiotemporal
		Operational	Document
		Operational	Key value
		Operational	Object
		Operational	Relational
		Analytics	Dimensional
		Analytics	Columnar
		Analytics	Vector
		Data Governance Systems	Fairdata platform
		Data Governance Systems	Publishing platform
		Data Governance Systems	Staging System
		Data Governance Systems	Data Storage
		Data Governance Systems	Data Processing Platform
		Data Governance Systems	Documentation & Support Systems
		Provenance Systems	Data Governance Systems
		Provenance Systems	Data Workflow Repository
		Provenance Systems	Code Repository
		Provenance Systems	Data Lineage Systems
		Provenance Systems	Issues & Feedback
		Issues & Feedback	Source systems
		Metadata Management Systems	Data Governance Systems
		Metadata Management Systems	Semantic Artefact Repositories
		Metadata Management Systems	PID Management
		Metadata Management Systems	Semantic Artefact Repositories
		Metadata Management Systems	Validation Tools
		Semantic Artefact Repositories	Model & Schema Repositories
		Semantic Artefact Repositories	Reference Data & Taxonomies
		Semantic Artefact Repositories	Metadata Crosswalks
		Semantic Artefact Repositories	Ontology & Linked Data Platforms
		Documentation & Support Systems	Collaborative Wiki
		Documentation & Support Systems	Learning Portal
		Hardware	Devices
		Hardware	Source systems
		Hardware	Sensors
		Virtual Research Environment	Domain solutions
		Virtual Research Environment	Visualisation platforms
		Virtual Research Environment	Data Processing Platform
		Virtual Research Environment	Research notebooks
		Publishing platform	Smart Data Source
		Publishing platform	Access Management
		Publishing platform	Application Interface
		Publishing platform	Identity Management
		Publishing platform	Publication system
		Raw Data Source	Dumb Data
		Raw Data Source	Ingestion Pipeline
		Raw Data Source	Structured Data Dump
		Raw Data Source	Data Streams
		Raw Data Source	Ingested Data Source
		Ingested Data Source	Data Harmonization Pipeline
		Ingested Data Source	Clean Data Source
		Ingested Data Source	Querable Structured Data
		Ingested Data Source	Dumb Data Lake
		Ingested Data Source	Querable Data Stream
		Clean Data Source	Master Data
		Clean Data Source	Harmonized Data
		Clean Data Source	Data Processing Pipeline
		Clean Data Source	Smart Data Source
		Clean Data Source	Cleaned Data
		Fair Data Source	Fair Data Workflow
		Fair Data Source	Fair Research Dataset
		Fair Data Source	Fair Publication Pipeline
		Fair Data Source	Fair Digital Object
		Fair Research Dataset	Fair Digital Object
		Fair Data Workflow	Fair Research Dataset
		Fair Data Workflow	Fair Digital Object
		Smart Data Source	Data Product
		Smart Data Source	Fair Data Source
		Smart Data Source	Data Graph
		Smart Data Source	Digital Twin
		Smart Data Source	Data Processing Pipeline
		FAIR Data Lifecycle	Data Production
		FAIR Data Lifecycle	Data Publication
		FAIR Data Lifecycle	Data Management Plan
		FAIR Data Lifecycle	Data Processing
		Data Production	Data Processing
		Data Management Plan	Data Production
		Data Processing	Data Publication
		FAIR Infrastructure Governance	Data Quality Monitoring
		FAIR Infrastructure Governance	Consultation and Training
		Data Standardization	Data Integration & Interoperability
		Data Standardization	Reference & Master Data Management
		Data Standardization	FAIR Infrastructure Governance