Edge ComputingTask offloadingResource allocationControl theoryMathematical optimizationArtificial intelligenceNext generation communication networks are expected to accommodate a high number of new and resource-voracious applications that can be offered to a large range of end users. Even though end devices ...
Mobile edge computing (MEC) is a new paradigm that has recently received a lot of attention. It extends computing power to the network edge, where tasks are not transmitted over long distances, thus reducing the risk of sensitive information leakage and
题目:Convergence of Edge Computing and Deep Learning: A Comprehensive Survey 摘要:来自工厂和社区的无处不在的传感器和智能设备可保证大量数据,不断增加的计算能力正在推动计算和服务的核心,从云端到网络边缘。作为广泛改变人们生活的重要推动者,从人脸识别到雄心勃勃的智能工厂和城市,人工智能(尤其是深度学习)应用和...
VIII Deep Learning for Optimizing Edge VIII-A redDL for Adaptive Edge Caching VIII-A1 Use Cases of DNNs VIII-A2 Use Cases of DRL VIII-B redDL for Optimizing Edge Task Offloading VIII-B1 Use Cases of DNNs VIII-B2 Use Cases of DRL VIII-C redDL for Edge Management and Maintenance VIII-...
Computation offloading is one of the key technologies in Mobile Edge Computing (MEC), which makes up for the deficiencies of mobile devices in terms of storage resource, computing capacity, and energy efficiency. On one hand, computation offloading of task requests not only relieves the communicatio...
Task offloading in edge networks has received a lot of attention from the research community, as we have seen in the related works in Table 2. However, existing related works still have open issues that need to be addressed in respect of offloadable tasks in the distributed environment. In ...
Chen, Z., & Cheng, S. (2019). Computation offloading algorithms in mobile edge computing system: A survey. In2019 international conference of pioneering computer scientists, engineers and educators(pp. 217–225).https://doi.org/10.1007/978-981-15-0118-0_17. ...
Energy-Efficient Task Offloading inEdge Computing: A Survey ofDeep Reinforcement Learning Approaches In edge computing, task offloading involves transferring computational tasks from the "far-edge", which includes end-user devices or less powerful edge dev... E Papageorgiou,T Theodoropoulos,K Tserpes...
Notably in such scenarios, UAVs can either process computational tasks locally, or they can offload them to other edge servers. 1.2. Related surveys Computation offloading is a highly trending topic, and there have been several surveys that emphasized various aspects of offloading in edge-computing ...
【2021】Task offloading in Edge and Cloud Computing: A survey on mathematical, artificial intelligence and control theory solutions F Saeik, M Avgeris, D Spatharakis, N Santi… - Computer Networks, 2021 - Elsevier 引用:123;团队:加拿大蒙特利尔高等理工学院、希腊 Technical University of Athens 【202...