Adaptive Federated Learning in Resource Constrained Edge Computing Systems

نویسندگان
چکیده

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Learning Adaptive Navigation Strategies for Resource-constrained Systems

The majority of navigation algorithms for mobile robots assume that the robots possess enough computational or memory resources to carry out the necessary calculations. Especially small and lightweight devices, however, are resource-constrained and have only restricted capabilities. In this paper, we present a reinforcement learning approach for mobile robots that considers the imposed constrai...

متن کامل

Resource−Constrained Embedded Control and Computing Systems

This thesis deals with methods for handling resource constraints in embedded control systems and real-time computing systems. By dynamic feedback-based resource scheduling it is possible to achieve adaptability and increased performance for these systems. A feedback scheduling strategy is presented, which uses feedback from plant states to distribute computing resources optimally among a set of...

متن کامل

Resource Allocation in Federated Distributed Computing Infrastructures

We consider the problem of allocating combinations of heterogeneous, distributed resources among selfinterested parties. In particular, we consider this problem in the context of distributed computing infrastructures, where resources are shared among users from different administrative domains. Examples of such infrastructures include PlanetLab [15] and computational grids [7]. End-users derive...

متن کامل

Resource Oriented Computing for Adaptive Systems

Today’s software systems have a much shorter life span than other engineering artifacts. Code is brittle and system architectures are rigid and not robust to change. With the Web an alternative model of computing has taken shape, a model that allows for change on a small scale inside of a complex and large-scale system. The core abstraction behind the Web can be applied to the design of softwar...

متن کامل

Task Scheduling in Grid Computing Systems constrained by Resource Availability

In this paper, a survey of some of the approaches to task scheduling in grid computing systems based on resource availability is discussed. To improve task scheduling, resource availability can be predicted by multistate availability predictors. Execution time of each application is modeled by a random variable. Each application is associated with a set of probability mass function (pmf), one p...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: IEEE Journal on Selected Areas in Communications

سال: 2019

ISSN: 0733-8716,1558-0008

DOI: 10.1109/jsac.2019.2904348