Transcript: #StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
AEE INTEC Open Data Model Predicts T-Piece Pressure Losses
1. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at
AEE - Institute for Sustainable Technologies (AEE INTEC)
8200 Gleisdorf, Feldgasse 19, AUSTRIA
AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at 24.10.2016
AEE INTEC
@ DataPioneers CreateCamp
T-piece pressure loss model à OpenData!
Philip Ohnewein
2. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at
1988
2017
AEE - Institute for Sustainable Technologies
was founded in1988 as a non-university
research institute. It is today
one of the leading institutions in the field of
renewable energy and resource efficiency.
3. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at
Research
Development
Consulting
Training
In the world of renewable energy and
resource efficiency we transform ideas
into reality through:
4. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at
Masterstudents PhD Students
Staff Members
65
8-10 3
Our
Employees
5. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at
Christian Fink
Hybrid Energy
Technology for Buildings
––––––
Solar Thermal Systems
Wim van Helden
Thermal Storages
Ingo Leusbrock
Grid-tied Energy
Distribution and System
Analysis
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Energy and Resource
Efficiency for the
Industry
––––––
Process Intensification
Membrane Distillation
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Systems
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Building Physics
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and
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and Lab
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6. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
open data & open science
7. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
What for?
solar collectors
8. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
What for?
large collector fields
…and many other engineering applications
9. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
Who needs T-piece pressure losses?
hydraulic
analysis
CFD
very expensive
à not feasible for many
engineering tasks
Bernoulli models
need to model
small-scale effects
e.g. pressure losses of T-pieces
10. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
Why did we measure T-pieces?
Reynolds
number
2∙10↑5 0
literature information availableblank area
low Re numbers
11. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
Experimental setup (= measuring the data)
12. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
Accessing data: NN models
13. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
Original data
0
2
4
6
8
10
12
14
16
0 0.05 0.1 0.15 0.2 0.25 0.3
zeta_s
Qs
/
Qc
[side,
dividing,
22mm,
Re2500]
zeta_s
pdp=-‐3mm pdp=-‐1mm pdp=0mm pdp=1mm pdp=2mm pdp=4mm
pdp=6mm pdp=9mm theory
(Idelchik) theory
(Miller) theory
(VDI)
14. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
Data model
Original data
• need to be calibrated and filtered (25.000 data points)
• requires knowledge of the experimental setup and conduct
• are only available for discrete points, not easily generalizable
• are therefore not directly useful for calculations!
This is why we publish a full data model
• Best way to access the information hidden in the data
• Allows arbitrary queries à useful for calculation tools
• Straightforward to use, no need to bother with model details
• Format: Matlab toolbox = simple distribution, simple installation
• Other options available on request (Python, Java packages etc.)
15. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
Licensing
Data model is published under CC BY-SA 4.0
• shared content can be used by everybody
• shared content can be adapted
• commercial use possible
• SA: ShareAlike: redistribute contribs under same license
• BY: Credit must be given to the authors
• figshare repository provides doi
doi: 10.6084/m9.figshare.4596850
16. AEE – INSTITUTE FOR SUSTAINABLE TECHNOLOGIESwww.aee-intec.at Title | 24.10.2016
Perspectives
Use of our data (model) in hydraulic calculation tools
• solar energy, collector fields
• collector design
• thermal networks / district heating etc.
• possibly any other flow situations where parallel flow occurs
Collaboration
• Information exchange with other institutes & companies (models,
components etc.)
• Creation of new R&D ideas and projects
• Reduced target audience, high success chance