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Systems Engineering
Complex & Intelligent Systems • Vol 10 • No 3
DRL-based dependent task offloading with delay-energy tradeoff in medical image edge computing
2024
Abstract Task offloading solves the problem that the computing resources of terminal devices in hospitals are limited by offloading massive radiomics-based medical image diagnosis model (RIDM) tasks to edge servers (ESs). However, sequential offloading decisi…
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Systems Engineering

Interdisciplinary field of engineering

Systems engineering is an interdisciplinary field of engineering and engineering management that focuses on how to design, integrate, and manage complex systems over their life cycles. At its core, systems engineering utilizes systems thinking principles to organize this body of knowledge. The individual outcome of such efforts, an engineered system , can be defined as a combination of components that work in synergy to collectively perform a useful function.

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Complex & Intelligent Systems • Vol 10 • No 3
DRL-based dependent task offloading with delay-energy tradeoff in medical image edge computing
2024
Abstract Task offloading solves the problem that the computing resources of terminal devices in hospitals are limited by offloading massive radiomics-based medical image diagnosis model (RIDM) tasks to edge servers (ESs). However, sequential offloading decision-making is NP-hard. Representing the dependencies of tasks and developing collaborative computing between ESs have become challenges. In addition, model-free deep reinforcement learning (DRL) has poor sample efficiency and brittleness to hyperparameters. To …
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Edge Computing
Enhanced Data Rates For Gsm Evolution
Artificial Intelligence
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