Satellite Communications Requirements for a Dual Use Disaster Management Ka Band Network
Bibliographic record
Abstract
Late in 2003 we had the opportunity to work closely with a number of small communities affected by the devastating wildfires that hit San Diego county during that time. We were struck by the fact that these communities faced a very complex logistical problem, namely the near-simultaneous rebuilding of around 90% of the buildings in town, owned by a large number of individuals with no formal connection other than being residents of the same community. Traditional disaster relief responders address safety and financial issues, but offer little logistical assistance. In this paper we apply the same requirements analysis one would use for a logistics problem of this type were it part of a commercial or government project. We present a generic system design and requirements for this system as well as the communications links supporting the system. We show that current low-cost satellite links can meet some – but not all – requirements, and that recent advances in satellite and ground systems technology suggest that in the near future satellite links will be able to support the stated requirements at acceptable cost. A prototype implementation of the system described in this paper is in progress.
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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 | 0.001 | 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".