Simultaneous Line Loss Minimization and CVR with Smart Inverter Control of BESS and PV System as STATCOM
Bibliographic record
Abstract
This paper presents a novel concept of system energy demand reduction by simultaneous optimization of line loss reduction and Conservation Voltage Reduction (CVR). This is accomplished by a new smart inverter control of Battery Energy Storage Systems (BESS) and PV solar system as STATCOMs, both during night and day. Both the BESS and PV systems provide dynamic voltage control utilizing inverter capacities available after real power exchange, for reactive power control. The combination of BESS and PV system enhances the total available reactive power capacity for voltage control more than with BESS alone for achieving the above-stated objective. The effectiveness of the proposed control is demonstrated on a modified IEEE 14 bus system using optimal power studies performed with PSS/E software. With the rapid growth of PV systems and BESS in power systems, the proposed combined smart inverter control of BESS and PV systems can be effectively employed to reduce overall system energy demand.
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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".