Research on the High Proportion Consumption Mechanism of New Energy to Promote the Green and Low-Carbon Transformation of Energy
Bibliographic record
Abstract
For the background that the traditional units have been unable to meet the frequency modulation requirements of the power system with high renewable energy permeability, the energy storage technology with accurate and fast power tracking performance has been widely concerned in the current frequency modulation research field. The fast response and accurate power command tracking characteristics of the energy storage technology make it more suitable than the traditional synchronous unit to participate in the power grid frequency modulation control with high climbing rate and low power demand, which can better meet the system frequency modulation index. it can also significantly reduce the rotating reserve capacity of the power grid. According to the technical parameters of all kinds of energy storage which are widely used at present, it can be known that all types of energy storage can meet the requirements of power climbing rate and response time of frequency modulation in power grid. However, considering that the installation and maintenance cost of energy storage is still at a high level, the application of energy storage alone in FM is still restricted by its high configuration cost, which economically limits its participation in power FM control applications. Therefore, in order to face all kinds of problems existing in the power system with high proportion of new energy, the specific application strategies of energy storage are put forward.
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How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".