Research data: decentralized energy converter planning under deep uncertainty - ETA Research Factory case study [Dataset]
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Date
2026-06-16
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Abstract
Description
Research data supplement for the dissertation Planning of Decentralized Energy Converters of Industrial Energy Systems at Brownfield Production Sites under Deep Uncertainty (Michael Frank, TU Darmstadt). The deposit supports reproduction and verification of the monograph empirical chapters: systematic literature review (Chapter 3), pinch-based variant generation (Chapter 5), conventional stochastic/robust/regret optimization (Chapter 6), antifragile optimization with polynomial chaos expansions (Chapter 7), and sensitivity/stress-test analysis (Chapter 8). Contents: SLR CSV exports (table_251104_slr_overall_frank.zip); optimization run bundles (2026-*_*.zip) as store-only ZIP; plot bundles (PLOT-*.zip); ETA time series and scenario tables; ancillary WorldCat script. File formats: HDF5, JSON Lines, Parquet, LP, CSV companions for xlsx, graph.json for gpickle. Technical requirements: Python 3.11+, h5py, optional Gurobi, NetworkX. Software on Zenodo - see related_identifiers.csv. Author ORCID 0000-0002-8614-2231. Project funding code: 03EN4098A.
Keywords
industrial energy systems, brownfield production sites, decentralized energy converters, optimization under uncertainty, deep uncertainty, stochastic optimization, robust optimization, regret optimization, antifragile optimization, systematic literature review, pinch analysis, global sensitivity analysis, stress testing, ETA Research Factory, mixed-integer linear programming
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References
https://doi.org/10.5281/zenodo.20597555https://zenodo.org/communities/decentralized-industrial-energy-systems
https://doi.org/10.5281/zenodo.20623140
https://doi.org/10.5281/zenodo.20622830
https://doi.org/10.5281/zenodo.20623492
https://doi.org/10.5281/zenodo.20690545
https://doi.org/10.5281/zenodo.20597676
https://doi.org/10.5281/zenodo.20624765
https://doi.org/10.5281/zenodo.20624766
https://doi.org/10.5281/zenodo.20624769
https://doi.org/10.5281/zenodo.20656103
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Except where otherwise noted, this license is described as CC BY 4.0 - Attribution 4.0 International
Version History
You are currently viewing version no. 16 of the item. This is the most recent version.
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| Version | Date | Summary |
|---|---|---|
16* | 2026-06-16 15:32:07 | FAIR v16: store-only archives, CC-BY metadata, CSV/GraphML companions, curator review |
| 2026-06-12 13:58:27 | FAIR v15: SLR CSV bundle (table_251104), README/related_identifiers/file_index/ai_tools_register; dissertation 8e95120 | |
| 2026-06-12 13:17:15 | Remove unrelated files. | |
| 2026-04-14 18:44:38 | add run 6b761f | |
| 2026-04-14 15:17:33 | add conventional optimization plots | |
| 2026-04-14 14:12:15 | change series and scenario plots | |
| 2026-04-14 13:39:05 | add typical series plot | |
| 2026-04-14 12:19:12 | add scenario data | |
| 2026-04-14 12:05:23 | adapt reference tables | |
| 2026-04-14 11:53:18 | add plots |
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