A novel approach to disco planning in electricity markets: Mathematical model
Why this work is in the frame
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Bibliographic record
Abstract
A novel approach to address the disco planning issues in a competitive electricity market environment is presented in this paper. Since there exists a variety of electricity markets and associated products and services (i.e. energy markets, ancillary service markets, etc.) which work in different time-frames, the mathematical model presented here uses the AC power flow, and the planning problem is a dynamic model, formulated to tackle all these issues simultaneously. The effects of DG injections on the distribution network, both in the short-term operations (impact on losses) and in long-term planning (impact on feeder capacity) is combined together and mathematically formulated within a comprehensive objective function for planning. Novel goodness factors accounting for DG contribution to system loss reductions and deferment in feeder capacity upgrades are formulated as monetary values.
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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