An Energy-Aware and Fault Tolerant Inter-Cluster Communication Based Protocol for Wireless Sensor Networks
Why this work is in the frame
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Bibliographic record
Abstract
This paper presents a QoS-aware routing protocol for event-driven, query-based and periodic Wireless Sensor Networks (WSNs). This algorithm is cluster-based and aims at optimizing energy dissipation in the network as well as providing fault tolerance and connectivity to the network. It uses clusterhead nodes and the nodes closest to each other within two neighboring clusters for relaying messages. Thus, message propagation through the network is accomplished by using short transmissions. Moreover, the algorithm proposes an energy- aware approach by alternating the nodes responsible for inter- cluster communication while supporting network connectivity and avoiding congested links. We discuss the implementation of our protocol and present its proof of correctness.
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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 | 0.000 |
| 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 it