Energy Efficiency and Delay Tradeoff for Wireless Powered Mobile-Edge Computing Systems With Multi-Access Schemes
The integration of Mobile-edge Computing (MEC) and Wireless Energy Transfer (WET) has been recognized as a promising technique to enhance computation capability and to prolong battery lifetime of resource-constrained wireless devices in the Internet of Things (IoT) era. However, it is challenging to...
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Published in | IEEE transactions on wireless communications Vol. 19; no. 3; pp. 1855 - 1867 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.03.2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 1536-1276 1558-2248 |
DOI | 10.1109/TWC.2019.2959300 |
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Abstract | The integration of Mobile-edge Computing (MEC) and Wireless Energy Transfer (WET) has been recognized as a promising technique to enhance computation capability and to prolong battery lifetime of resource-constrained wireless devices in the Internet of Things (IoT) era. However, it is challenging to jointly schedule energy, radio, and computational resources for coordinating heterogeneous performance requirements in wireless powered MEC systems. To fill this gap, this paper investigates the fundamental tradeoff between Energy Efficiency (EE) and delay in a multi-user wireless powered MEC system. Considering the random channel conditions and task arrivals, we formulate a stochastic optimization problem to study the EE-delay tradeoff, which optimizes network EE subject to network stability, maximum central processing unit frequency, peak transmission power, available communication resource, and energy causality constraints. Further, we propose the online computation offloading and resource allocation algorithm by transforming the original problem into a series of deterministic optimization problems in each time block based on Lyapunov optimization theory. In addition, theoretical analysis shows that the algorithm achieves the EE-delay tradeoff as [O(1/V), O(V)] and introduces a control parameter V to balance the EE-delay performance. Numerical results verify the theoretical analysis and reveal the impact of various parameters to the system performance. |
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AbstractList | The integration of Mobile-edge Computing (MEC) and Wireless Energy Transfer (WET) has been recognized as a promising technique to enhance computation capability and to prolong battery lifetime of resource-constrained wireless devices in the Internet of Things (IoT) era. However, it is challenging to jointly schedule energy, radio, and computational resources for coordinating heterogeneous performance requirements in wireless powered MEC systems. To fill this gap, this paper investigates the fundamental tradeoff between Energy Efficiency (EE) and delay in a multi-user wireless powered MEC system. Considering the random channel conditions and task arrivals, we formulate a stochastic optimization problem to study the EE-delay tradeoff, which optimizes network EE subject to network stability, maximum central processing unit frequency, peak transmission power, available communication resource, and energy causality constraints. Further, we propose the online computation offloading and resource allocation algorithm by transforming the original problem into a series of deterministic optimization problems in each time block based on Lyapunov optimization theory. In addition, theoretical analysis shows that the algorithm achieves the EE-delay tradeoff as [O(1/V), O(V)] and introduces a control parameter V to balance the EE-delay performance. Numerical results verify the theoretical analysis and reveal the impact of various parameters to the system performance. The integration of Mobile-edge Computing (MEC) and Wireless Energy Transfer (WET) has been recognized as a promising technique to enhance computation capability and to prolong battery lifetime of resource-constrained wireless devices in the Internet of Things (IoT) era. However, it is challenging to jointly schedule energy, radio, and computational resources for coordinating heterogeneous performance requirements in wireless powered MEC systems. To fill this gap, this paper investigates the fundamental tradeoff between Energy Efficiency (EE) and delay in a multi-user wireless powered MEC system. Considering the random channel conditions and task arrivals, we formulate a stochastic optimization problem to study the EE-delay tradeoff, which optimizes network EE subject to network stability, maximum central processing unit frequency, peak transmission power, available communication resource, and energy causality constraints. Further, we propose the online computation offloading and resource allocation algorithm by transforming the original problem into a series of deterministic optimization problems in each time block based on Lyapunov optimization theory. In addition, theoretical analysis shows that the algorithm achieves the EE-delay tradeoff as [[Formula Omitted]] and introduces a control parameter [Formula Omitted] to balance the EE-delay performance. Numerical results verify the theoretical analysis and reveal the impact of various parameters to the system performance. |
Author | Mao, Sun Zhang, Yan Maharjan, Sabita Leng, Supeng |
Author_xml | – sequence: 1 givenname: Sun orcidid: 0000-0002-9911-8484 surname: Mao fullname: Mao, Sun email: sunmao@std.uestc.edu.cn organization: School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China – sequence: 2 givenname: Supeng orcidid: 0000-0003-0049-5982 surname: Leng fullname: Leng, Supeng email: spleng@uestc.edu.cn organization: School of Information and Communication Engineering, University of Electronic Science and Technology of China, Chengdu, China – sequence: 3 givenname: Sabita orcidid: 0000-0002-4616-8488 surname: Maharjan fullname: Maharjan, Sabita email: sabita@simula.no organization: Simula Metropolitan Center for Digital Engineering, Oslo, Norway – sequence: 4 givenname: Yan orcidid: 0000-0002-8561-5092 surname: Zhang fullname: Zhang, Yan email: yanzhang@ieee.org organization: Department of Informatics, University of Oslo, Oslo, Norway |
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Cites_doi | 10.1109/TWC.2018.2794345 10.1109/TNET.2015.2487344 10.1109/JSAC.2018.2864426 10.1109/TNSE.2018.2859307 10.1109/MCOM.2018.1701148 10.1109/TWC.2018.2821664 10.1109/COMST.2014.2368999 10.1109/TWC.2013.112513.130760 10.1109/JSAC.2016.2545382 10.1109/TSP.2015.2396009 10.1109/TVT.2018.2799947 10.1109/ACCESS.2016.2635878 10.1109/MWC.2016.7462480 10.1109/MCOM.2018.1700882 10.1109/TWC.2014.2355206 10.1109/MCOM.2018.1701130 10.1109/TWC.2017.2717986 10.1109/JIOT.2017.2750180 10.1137/0802028 10.1109/MWC.2017.1600387 10.1109/TWC.2017.2785305 10.1137/13094829X 10.1137/120891009 10.1109/ACCESS.2019.2922362 10.1109/JSAC.2016.2611964 10.1561/0100000088 10.1109/TCOMM.2014.2359878 10.2200/S00271ED1V01Y201006CNT007 10.1109/GLOCOM.2017.8254208 10.1109/TPDS.2018.2871449 10.1109/ACCESS.2016.2597169 10.1109/TWC.2016.2633522 10.1109/TII.2018.2883991 10.1109/JSAC.2017.2760186 |
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SubjectTerms | Algorithms Central processing units Computation offloading Constraints CPUs Delay Delays Edge computing Energy efficiency Internet of Things Mobile computing Mobile-edge computing Optimization Parameters Performance evaluation Power efficiency Resource allocation Resource management Schedules Service life assessment Task analysis Tradeoffs Wireless communication wireless energy transfer Wireless power transmission |
Title | Energy Efficiency and Delay Tradeoff for Wireless Powered Mobile-Edge Computing Systems With Multi-Access Schemes |
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