Joint Radio Resource Allocation and Cooperative Caching in PD-NOMA-Based HetNets
In this paper, we propose a novel joint resource allocation and cooperative caching scheme for power-domain non-orthogonal multiple access (PD-NOMA)-based heterogeneous networks (HetNets). In our scheme, the requested content is fetched directly from the edge if it is cached in the storage of one of...
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creator | Moghimi, Maryam Zakeri, Abolfazl Javan, Mohammad Reza Mokari, Nader Ng, Derrick Wing Kwan |
description | In this paper, we propose a novel joint resource allocation and cooperative
caching scheme for power-domain non-orthogonal multiple access (PD-NOMA)-based
heterogeneous networks (HetNets). In our scheme, the requested content is
fetched directly from the edge if it is cached in the storage of one of the
base stations (BSs), and otherwise is fetched via the backhaul. Our scheme
consists of two phases: 1. Caching phase where the contents are saved in the
storage of the BSs, and 2. Delivery phase where the requested contents are
delivered to users. We formulate a novel optimization problem over radio
resources and content placement variables. We aim to minimize the network cost
subject to quality-of-service (QoS), caching, subcarrier assignment, and power
allocation constraints. By exploiting advanced optimization methods, such as
alternative search method (ASM), Hungarian algorithm, successive convex
approximation (SCA), we obtain an efficient sub-optimal solution of the
optimization problem. Numerical results illustrate that our ergodic caching
policy via the proposed resource management algorithm can achieve a
considerable reduction on the total cost on average compared to the most
popular caching and random caching policy. Moreover, our cooperative NOMA
scheme outperforms orthogonal multiple access (OMA) in terms of the delivery
cost in general with an acceptable complexity increase. |
doi_str_mv | 10.48550/arxiv.2007.11415 |
format | Article |
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caching scheme for power-domain non-orthogonal multiple access (PD-NOMA)-based
heterogeneous networks (HetNets). In our scheme, the requested content is
fetched directly from the edge if it is cached in the storage of one of the
base stations (BSs), and otherwise is fetched via the backhaul. Our scheme
consists of two phases: 1. Caching phase where the contents are saved in the
storage of the BSs, and 2. Delivery phase where the requested contents are
delivered to users. We formulate a novel optimization problem over radio
resources and content placement variables. We aim to minimize the network cost
subject to quality-of-service (QoS), caching, subcarrier assignment, and power
allocation constraints. By exploiting advanced optimization methods, such as
alternative search method (ASM), Hungarian algorithm, successive convex
approximation (SCA), we obtain an efficient sub-optimal solution of the
optimization problem. Numerical results illustrate that our ergodic caching
policy via the proposed resource management algorithm can achieve a
considerable reduction on the total cost on average compared to the most
popular caching and random caching policy. Moreover, our cooperative NOMA
scheme outperforms orthogonal multiple access (OMA) in terms of the delivery
cost in general with an acceptable complexity increase.</description><identifier>DOI: 10.48550/arxiv.2007.11415</identifier><language>eng</language><creationdate>2020-07</creationdate><rights>http://arxiv.org/licenses/nonexclusive-distrib/1.0</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>228,230,778,883</link.rule.ids><linktorsrc>$$Uhttps://arxiv.org/abs/2007.11415$$EView_record_in_Cornell_University$$FView_record_in_$$GCornell_University$$Hfree_for_read</linktorsrc><backlink>$$Uhttps://doi.org/10.48550/arXiv.2007.11415$$DView paper in arXiv$$Hfree_for_read</backlink></links><search><creatorcontrib>Moghimi, Maryam</creatorcontrib><creatorcontrib>Zakeri, Abolfazl</creatorcontrib><creatorcontrib>Javan, Mohammad Reza</creatorcontrib><creatorcontrib>Mokari, Nader</creatorcontrib><creatorcontrib>Ng, Derrick Wing Kwan</creatorcontrib><title>Joint Radio Resource Allocation and Cooperative Caching in PD-NOMA-Based HetNets</title><description>In this paper, we propose a novel joint resource allocation and cooperative
caching scheme for power-domain non-orthogonal multiple access (PD-NOMA)-based
heterogeneous networks (HetNets). In our scheme, the requested content is
fetched directly from the edge if it is cached in the storage of one of the
base stations (BSs), and otherwise is fetched via the backhaul. Our scheme
consists of two phases: 1. Caching phase where the contents are saved in the
storage of the BSs, and 2. Delivery phase where the requested contents are
delivered to users. We formulate a novel optimization problem over radio
resources and content placement variables. We aim to minimize the network cost
subject to quality-of-service (QoS), caching, subcarrier assignment, and power
allocation constraints. By exploiting advanced optimization methods, such as
alternative search method (ASM), Hungarian algorithm, successive convex
approximation (SCA), we obtain an efficient sub-optimal solution of the
optimization problem. Numerical results illustrate that our ergodic caching
policy via the proposed resource management algorithm can achieve a
considerable reduction on the total cost on average compared to the most
popular caching and random caching policy. Moreover, our cooperative NOMA
scheme outperforms orthogonal multiple access (OMA) in terms of the delivery
cost in general with an acceptable complexity increase.</description><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>GOX</sourceid><recordid>eNotz8tOwzAUBFBvWKCWD2CFf8DBdvxIliE8SlXaquo-urFviqVgV0mo4O8phdXMbEY6hNwKnqlCa34Pw1c4ZZJzmwmhhL4m22UKcaI78CHRHY7pc3BIq75PDqaQIoXoaZ3SEYfzPiGtwb2HeKAh0u0jW2_eKvYAI3q6wGmN0zgnVx30I97854zsn5_29YKtNi-vdbViYKxmUhsjjNOlNYYLtKWTqrAdbzttoTDooBXCosUul1pILRX3SpVOg2jPzeczcvd3eyE1xyF8wPDd_NKaCy3_ARimR1E</recordid><startdate>20200722</startdate><enddate>20200722</enddate><creator>Moghimi, Maryam</creator><creator>Zakeri, Abolfazl</creator><creator>Javan, Mohammad Reza</creator><creator>Mokari, Nader</creator><creator>Ng, Derrick Wing Kwan</creator><scope>GOX</scope></search><sort><creationdate>20200722</creationdate><title>Joint Radio Resource Allocation and Cooperative Caching in PD-NOMA-Based HetNets</title><author>Moghimi, Maryam ; Zakeri, Abolfazl ; Javan, Mohammad Reza ; Mokari, Nader ; Ng, Derrick Wing Kwan</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a675-256616c5976601e79c2487f0bf57a86ecab117e7ef325125240d449c5a1b0d4d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2020</creationdate><toplevel>online_resources</toplevel><creatorcontrib>Moghimi, Maryam</creatorcontrib><creatorcontrib>Zakeri, Abolfazl</creatorcontrib><creatorcontrib>Javan, Mohammad Reza</creatorcontrib><creatorcontrib>Mokari, Nader</creatorcontrib><creatorcontrib>Ng, Derrick Wing Kwan</creatorcontrib><collection>arXiv.org</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Moghimi, Maryam</au><au>Zakeri, Abolfazl</au><au>Javan, Mohammad Reza</au><au>Mokari, Nader</au><au>Ng, Derrick Wing Kwan</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Joint Radio Resource Allocation and Cooperative Caching in PD-NOMA-Based HetNets</atitle><date>2020-07-22</date><risdate>2020</risdate><abstract>In this paper, we propose a novel joint resource allocation and cooperative
caching scheme for power-domain non-orthogonal multiple access (PD-NOMA)-based
heterogeneous networks (HetNets). In our scheme, the requested content is
fetched directly from the edge if it is cached in the storage of one of the
base stations (BSs), and otherwise is fetched via the backhaul. Our scheme
consists of two phases: 1. Caching phase where the contents are saved in the
storage of the BSs, and 2. Delivery phase where the requested contents are
delivered to users. We formulate a novel optimization problem over radio
resources and content placement variables. We aim to minimize the network cost
subject to quality-of-service (QoS), caching, subcarrier assignment, and power
allocation constraints. By exploiting advanced optimization methods, such as
alternative search method (ASM), Hungarian algorithm, successive convex
approximation (SCA), we obtain an efficient sub-optimal solution of the
optimization problem. Numerical results illustrate that our ergodic caching
policy via the proposed resource management algorithm can achieve a
considerable reduction on the total cost on average compared to the most
popular caching and random caching policy. Moreover, our cooperative NOMA
scheme outperforms orthogonal multiple access (OMA) in terms of the delivery
cost in general with an acceptable complexity increase.</abstract><doi>10.48550/arxiv.2007.11415</doi><oa>free_for_read</oa></addata></record> |
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title | Joint Radio Resource Allocation and Cooperative Caching in PD-NOMA-Based HetNets |
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