A Comprehensive Short-Term Operations Framework for a Disco in Competitive Electricity Markets
Why this work is in the frame
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Bibliographic record
Abstract
A comprehensive operational planning model for a disco operating in a competitive environment is presented in this paper. The operational planning function is a two-level model in which the first level deals with the disco's activities in the day- ahead stage. In the second level, the model deals with the disco's activities in the real-time stage. The first level model determines the disco's operational decisions with regard to its grid purchase, scheduling of any distributed generation (DG) sources owned by it, or purchase scheduling of investor-owned DG, contracting for interruptible loads. These decisions are imposed as binding constraints in the real-time model and the disco seeks to minimize its short-term costs keeping in mind its day-ahead decisions. A case-study is carried out considering the well-known 33-bus distribution system.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it