3-D Localized Position-Based Routing with Nearly Certain Delivery in Mobile Ad Hoc Networks
Bibliographic record
Abstract
We present a novel 3D routing algorithm, adaptive least-squares protective FACE routing algorithm, for wireless mobile ad hoc networks. This algorithm is based on three heuristics, least-squares projection (LSP) plane, adaptive behavior scale (ABS) and multi-projection-plane strategy, as well as the algorithm of projective FACE routing on two orthogonal planes. The resultant algorithm of adaptive least-squares projective FACE routing with 16 or more projection planes available gives nearly certain delivery, e.g. a 100% delivery rate shown by our simulations, on the unit disk graph (UDG). We also provide a comparison of performance for routing in 2D and in 3D. Two randomized versions, half-space partition and quadrant-space partition, of certain deterministic routing algorithms are also proposed to accommodate randomized routing in 3D
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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 | 0.001 | 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 | 0.001 | 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".