Computation Offloading: Overview, Frameworks and Challenges

Suradkar, Jaya Ashok; Bharati, Rajesh

doi:10.5120/ijca2016907952

Cited by 7 publications

(2 citation statements)

References 20 publications

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“…It is very stable, and does not change through one's life. Technology works even if the hand is not clean (Ashok, 2010).…”

Section: E Iris Recognition Technologymentioning

confidence: 99%

Contemporary Technologies for Promoting Safe Cities: The Case of Al-Salheya Compound in Iraq

Al-Hilli,

Al-Alwan

2023

ISVS

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After the events of 9/11, the world's perception of security in the cities has changed. Management and security have become an important issue of contemporary cities. In fact, almost all cities of the world seek to have their cities safe from terrorism, and threats of vice. To reach this goal, the contemporary cities use modern techniques and technologiesin various fields, installed by individuals, societies, as well as institutions. Installing security and civil technologies in public places and vital sites is one of the most important ways to improve safety, security, and civil control. The hardware, software, and qualified human element, with the presence of the latest auxiliary and supportive mechanisms, contribute significantly to achieving safety of the cities. The research examinessecurity technologies implemented in the Al-Salheya residential compound in Iraq to enhance safety of the city. It therefore carries out a comprehensive review of modern security technologies in contemporary cities. It employs a qualitative approach as a research methodology. Data is collected from surveys, observation, questionnaires and interviews. It concludes a variety of security and civil technologies at the levels of monitoring, verification, reaction, central database, and support technologies compatible with the needs of Al-Salheya compound in Iraq.

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“…It is very stable, and does not change through one's life. Technology works even if the hand is not clean (Ashok, 2010).…”

Section: E Iris Recognition Technologymentioning

confidence: 99%

Contemporary Technologies for Promoting Safe Cities: The Case of Al-Salheya Compound in Iraq

Al-Hilli,

Al-Alwan

2023

ISVS

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“…At the early stages, most of the researches for computation offloading rely on cloud environments. Suradkar and Bharati [19] pointed out that offloading computing-intensive tasks to cloud platforms can improve battery life and the performance of mobile devices. For example, a computation offloading system (Phone2Cloud) was designed in [20], and it can offload application tasks from smart-phones to the remote cloud.…”

Section: Related Workmentioning

confidence: 99%

Computation Offloading and Task Scheduling for DNN-Based Applications in Cloud-Edge Computing

Chen

et al. 2020

IEEE Access

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Due to the high demands of deep neural network (DNN) based applications on computational capability, it is hard for them to be directly run on mobile devices with limited resources. Computation offloading technology offers a feasible solution by offloading some computation-intensive tasks of neural network layers to edges or remote clouds that are equipped with sufficient resources. However, the offloading process might lead to excessive delays and thus seriously affect the user experience. To address this important problem, we first regard the average response time of multi-task parallel scheduling as our optimization goal. Next, the problem of computation offloading and task scheduling for DNN-based applications in cloud-edge computing is formulated with a scheme evaluation algorithm. Finally, the greedy and genetic algorithms based methods are proposed to solve the problem. The extensive experiments are conducted to demonstrate the effectiveness of the proposed methods for scheduling tasks of DNN-based applications in different cloud-edge environments. The results show that the proposed methods can obtain the near-optimal scheduling performance, and generate less average response time than traditional scheduling schemes. Moreover, the genetic algorithm leads to less average response time than the greedy algorithm, but the genetic algorithm needs more running time.INDEX TERMS Cloud-edge computing, DNN-based applications, computation offloading, task scheduling, greedy algorithm, genetic algorithm.

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An effective Computation Offloading in pervasive devices to cloud

Suradkar¹,

Bharati²

2016

2016 International Conference on Computing, Analytics and Security Trends (CAST)

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Computation Offloading: Overview, Frameworks and Challenges

Cited by 7 publications

References 20 publications

Contemporary Technologies for Promoting Safe Cities: The Case of Al-Salheya Compound in Iraq

Contemporary Technologies for Promoting Safe Cities: The Case of Al-Salheya Compound in Iraq

Computation Offloading and Task Scheduling for DNN-Based Applications in Cloud-Edge Computing

An effective Computation Offloading in pervasive devices to cloud

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