Script to make SimBench grid model data sets usable with DigSilent Power Factory
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Oct 29, 2025 - Python
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simbench
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Tool to convert SimBench data sets to ie3's power system data model
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Aug 31, 2026 - Scala
Do topology-aware grid foundation models survive feeder reconfiguration? SimBench MV study: the topology encoding is what transfers (2-8% voltage error on unseen feeders, flat across switching states) — with zero-shot, DC-baseline, and scale gaps named plainly.
topology pytorch power-systems smart-grid power-flow pandapower network-reconfiguration graph-neural-networks self-supervised-learning pytorch-geometric positional-encoding simbench distribution-grid foundation-models
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Jul 21, 2026 - Jupyter Notebook
Stackelberg demand response on a real feeder: recreation of Maharjan et al. (2013), AC-power-flow-audited equilibria, DLMP-lite repricing (+89% hosting capacity), model-free learning agents, and Shapley-audited fairness — with negative results logged.
game-theory power-systems smart-grid multi-agent-learning pandapower demand-response stackelberg-game shapley-value energy-informatics simbench
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Jul 21, 2026 - Jupyter Notebook
Probabilistic PV hosting-capacity assessment of a SimBench LV grid under spatially and temporally correlated uncertainty, with autonomous inverter control and active distribution network operation
python monte-carlo uncertainty-quantification power-systems pandapower distribution-networks photovoltaics simbench hosting-capacity
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Jul 30, 2026 - Python
Generative models of distribution-feeder operating data with power-flow guarantees: physics by representation beats physics by penalty. Full-year SimBench AC-PF datasets, graph-conditioned flows, calibrated pseudo-measurement generation — eight evidenced findings incl. three negative results.
pytorch state-estimation uncertainty-quantification power-systems normalizing-flows smart-grid power-flow synthetic-data generative-models pandapower energy-systems graph-neural-networks scenario-generation simbench distribution-grid physics-informed-machine-learning
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Jul 18, 2026 - Jupyter Notebook
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