: There are also mentions of materials and chemical compositions in patents (such as high-damping material) that appear in searches related to these keywords, though "Baymac" is not the primary name of the compound.
The rapid expansion of Internet of Things (IoT) devices and edge computing has introduced new challenges in data throughput, latency reduction, and energy efficiency. This paper introduces Baymac , a novel middleware architecture designed to bridge the gap between centralized cloud analytics and resource-constrained edge nodes. Baymac leverages adaptive Bayesian inference and media access control (MAC)-layer optimization to dynamically allocate bandwidth and computational tasks. Our simulations show that Baymac improves data processing efficiency by up to 34% compared to traditional round-robin edge schedulers, while reducing average packet latency by 18%.
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| Scheduler | Latency (ms) | Energy (mJ/pkt) | Accuracy (%) | |--------------------|--------------|----------------|--------------| | Round-robin | 142 ± 21 | 3.4 ± 0.3 | 78.2 | | Threshold-based | 118 ± 18 | 2.9 ± 0.4 | 82.1 | | | 97 ± 12 | 2.1 ± 0.2 | 88.6 |
The key innovation is the uncertainty-driven backoff : devices with high prediction uncertainty are given higher transmission priority to obtain fresh cloud-based updates.