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Vienna, Austria
12-13 June, 2023
#FIWARESummit
From Data
to Value
OPEN SOURCE
OPEN STANDARDS
OPEN COMMUNITY
Smart Data model
generation for big data
models in a solar thermal
power plant
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Inga Miadowicz
Use Case
▪ Transform solar power plant into cyber-physical system
▪ Support and improve plant operation with data-based applications
▪ Challenge: Integration of Process Control System (PCS)
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Inga Miadowicz
Use Case
▪ Process Control System has ~2,700 relevant variables from ~ 90,000 variables overall
▪ A lot of effort to manually structure list of entities & create smart data model / IoT-Agent
configuration
Structure PCS
Variables into
meaningful entities &
attributes
1
Create FIWARE
Smart Data Model
2
Create FIWARE IoT-
Agent configuration
3
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Inga Miadowicz
Main outcomes
▪ Idea: Automated FIWARE artefact creation for big data models
• PCS uses name pattern ‘Identification System for Power Stations’ / ‘Kraftwerk-Kennzeichensystem’
(KKS)
0WTX99CT910A/MWtTempRec.U
Level 0: Overall Plant
Level 1: Function
Level 2: Aggregate
Level 3: Operational resources
Suffix: Kind of measurement  Analog measured value
 Assembly and parts assembly
 Measuring circuit temperature
 Receiver
 Solar tower Jülich
KKS-Name
Readable
name Suffix
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Inga Miadowicz
Main outcomes
▪ Developed Tool to generate FIWARE resources based on standardized name pattern
▪ Generates Smart Data Model & Agent Configuration
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Inga Miadowicz
Main outcomes
▪ Developed Tool to generate FIWARE resources based on standardized name pattern
▪ Generates Smart Data Model & Agent Configuration
Generated entity
description
Entity
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Inga Miadowicz
Main outcomes
▪ Developed Tool to generate FIWARE resources based on standardized name pattern
▪ Generates Smart Data Model & Agent Configuration
Relation to
PCS entity
Additional
information
Mandatory
attributes
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Inga Miadowicz
Main outcomes
▪ Developed Tool to generate FIWARE resources based on standardized name pattern
▪ Generates Smart Data Model & Agent Configuration
Generated attribute
description
Mapped Data Type
Cleaned KKS-
name as property
name
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Inga Miadowicz
Main outcomes
▪ Developed Tool to generate FIWARE resources based on standardized name pattern
▪ Generates Smart Data Model & Agent Configuration
Relation to PCS entity
Generated entity
description
Entity
Mandatory attributes
Mapped Data Type
Generated attribute
description
Additional information
Cleaned KKS-name
as property name
Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org
Inga Miadowicz
Data Standardization and Smart Data models
▪ Summary
• Big Smart Data Models create a lot of manual effort for creation of SDM & IoT-Agent configuration
• Standards and name patterns can be used to automatically generate FIWARE artefacts
• Example tool for big data model generation in a solar thermal power plant based on KKS name
system
https://github.com/DLR-
SF/FiwareResourcesKKS
Vienna, Austria
12-13 June, 2023
#FIWARESummit
Thanks!

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Miadowicz_big_data_models_in_a_solar_thermal_power_plant.pptx

  • 1. Vienna, Austria 12-13 June, 2023 #FIWARESummit From Data to Value OPEN SOURCE OPEN STANDARDS OPEN COMMUNITY Smart Data model generation for big data models in a solar thermal power plant
  • 2. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Inga Miadowicz Use Case ▪ Transform solar power plant into cyber-physical system ▪ Support and improve plant operation with data-based applications ▪ Challenge: Integration of Process Control System (PCS)
  • 3. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Inga Miadowicz Use Case ▪ Process Control System has ~2,700 relevant variables from ~ 90,000 variables overall ▪ A lot of effort to manually structure list of entities & create smart data model / IoT-Agent configuration Structure PCS Variables into meaningful entities & attributes 1 Create FIWARE Smart Data Model 2 Create FIWARE IoT- Agent configuration 3
  • 4. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Inga Miadowicz Main outcomes ▪ Idea: Automated FIWARE artefact creation for big data models • PCS uses name pattern ‘Identification System for Power Stations’ / ‘Kraftwerk-Kennzeichensystem’ (KKS) 0WTX99CT910A/MWtTempRec.U Level 0: Overall Plant Level 1: Function Level 2: Aggregate Level 3: Operational resources Suffix: Kind of measurement  Analog measured value  Assembly and parts assembly  Measuring circuit temperature  Receiver  Solar tower Jülich KKS-Name Readable name Suffix
  • 5. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Inga Miadowicz Main outcomes ▪ Developed Tool to generate FIWARE resources based on standardized name pattern ▪ Generates Smart Data Model & Agent Configuration
  • 6. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Inga Miadowicz Main outcomes ▪ Developed Tool to generate FIWARE resources based on standardized name pattern ▪ Generates Smart Data Model & Agent Configuration Generated entity description Entity
  • 7. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Inga Miadowicz Main outcomes ▪ Developed Tool to generate FIWARE resources based on standardized name pattern ▪ Generates Smart Data Model & Agent Configuration Relation to PCS entity Additional information Mandatory attributes
  • 8. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Inga Miadowicz Main outcomes ▪ Developed Tool to generate FIWARE resources based on standardized name pattern ▪ Generates Smart Data Model & Agent Configuration Generated attribute description Mapped Data Type Cleaned KKS- name as property name
  • 9. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Inga Miadowicz Main outcomes ▪ Developed Tool to generate FIWARE resources based on standardized name pattern ▪ Generates Smart Data Model & Agent Configuration Relation to PCS entity Generated entity description Entity Mandatory attributes Mapped Data Type Generated attribute description Additional information Cleaned KKS-name as property name
  • 10. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.org Inga Miadowicz Data Standardization and Smart Data models ▪ Summary • Big Smart Data Models create a lot of manual effort for creation of SDM & IoT-Agent configuration • Standards and name patterns can be used to automatically generate FIWARE artefacts • Example tool for big data model generation in a solar thermal power plant based on KKS name system https://github.com/DLR- SF/FiwareResourcesKKS
  • 11. Vienna, Austria 12-13 June, 2023 #FIWARESummit Thanks!