eess.SY · 2026-08-27 · No. 97
Systems and Control, 2026-08-27.
2 new papers in eess.SY. Titles, authors,
abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →
01 — The papers
2 entries-
01
Throughput Maximization for MapReduce-Based Collaborative Computing over Energy-Harvesting Wireless Devices
Yuhang Li, Siqi Sun, Hongen Zheng, Xiaojing Chen, Shunqing Zhang, Yanzan Sun
eess.SY · cs.DC
This paper studies resource allocation for MapReduce-based collaborative computing over heterogeneous wireless devices powered by renewable energy harvesting. We formulate a long-run average throughput maximization problem that jointly optimizes computing load, phase time allocations, transmit power, and per-device energy consumption, subject to battery evolution, CPU frequency, and latency constraints. To solve this problem online without...
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02
Goodput Maximization for Large Language Model Edge Inference: A Two-Phase Maskable PPO Approach
Xiaojing Chen, Qi Zhang, Wei Ni, Shunqing Zhang, Yanzan Sun
eess.SY · cs.AI
This paper presents a novel two-phase maskable proximal policy optimization (TP-MPPO) algorithm, which maximizes the system goodput counting request throughput with strict service level objective (SLO) compliance for large language model (LLM) inference services in wireless edge networks. In the first phase of TP-MPPO, we optimize the task offloading decisions by MPPO with action masking mechanism, effectively avoiding exploring invalid...
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