Integrated planning and operation of power systems: Flexibility in high penetration of wind and solar
Why this work is in the frame
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Bibliographic record
Abstract
• A framework is developed for linking power system's planning model to operational model • Impacts from different levels of cooperation between two power systems is assessed from both operational and planning perspectives • Two electrification and load growth scenarios are assessed to analyze impacts from the demand side decarbonization • A detailed hydropower operation formulation is implemented to investigate the flexibility provided by them • Details of planning for VRE and conventional plants is proposed based on the integration levels along with their costs • Operational costs, planning costs, and VRE curtailment are all shown to be reduced with deeper integration of the two power systems • Hydropower climate induced uncertainty is shown to have impacts on its flexibility potential, especially when the systems are not integrated Canada has set a target to become net zero by 2050. One of the key pathways for achieving this goal and supporting electrified demand is to expand variable renewable energy capacities. Such integration requires flexibility measures to respond to inherited variability, such as a reactive generation mix, responsive demand, or transmission. This study aims to find the impacts of coordinated planning and integrated operation of two power systems, one with flexible hydro capacities and the other with high shares of variable renewables. The present study uses a linked framework of planning and operational models to analyze different integration levels, load electrification scenarios, and sensitivity to hydropower constraints. The results show that the systems can achieve zero-emission goals with around one-third of the capital requirements when there is no constraint on the grid expansion between the two jurisdictions. Flexibility metrics, like curtailment, perform better when the large wind capacities in one power system are coupled with flexible hydro capacities in the other through the expanded grid. A sensitivity analysis is also done on hydropower constraints which shows a positive correlation between minimum hydropower output and curtailed wind generation when the integration is limited.
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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 | 0.000 |
| 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 it