Effects of user distribution on the delay performance of downlink packet access in 3GPP WCDMA networks
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract This paper is concerned with the effects of user distribution on the delay performance of packet access in wideband code division multiple access (WCDMA) downlink networks. The characteristics of a packet‐switched data traffic model which mimics internet web browsing is presented. The cellular system model is based on the release 4 configuration of the third Generation Partnership Project (3GPP) technical specification. The investigation incorporates traffic channel power allocation, fast power control, data traffic characteristics, data activity factor, different user distributions, hot‐spot scenarios, base station sectorization schemes and antenna beam patterns. Two types of system level Monte‐Carlo simulations are proposed and a performance comparison is given. The results include the overall delay performance and their sensitivities to a diverse set of parameters. Copyright © 2004 AEI
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.005 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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