Analysis of spectral efficiency and energy efficiency interrelationship in cellular networks with outage constraint
Bibliographic record
Abstract
This paper analyzes the interrelationship between the spectral efficiency (SE) and energy efficiency (EE) of cellular networks where the base stations (BSs) are arbitrarily distributed. The SE and EE performance metrics are assessed subject to a downlink transmission outage constraint when operating in interference limited operational environments. The network EE is expressed in closed-form as a function of SE, based on which the performance bounds of the network are determined. It is found that there exists an operating regime for which both SE and EE can be increased up to the optimal density of BSs concurrently utilizing the shared spectrum while satisfying the outage constraint. The SE-EE tradeoff regime is found to be applicable only when certain conditions related to the outage objective and the BS density are satisfied. Furthermore, for a given outage constraint it is shown numerically that, by carefully tuning the signal to interference ratio (SIR) threshold, it is possible to balance and improve both SE and EE performance.
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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 | 0.001 |
| 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 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".