Compressed Sensing-Aided Index Modulation Improves Space-Time Shift Keying Assisted Millimeter-Wave Communications
In this treatise, we present the concept of compressed-sensing (CS)-aided space-time shift keying index modulation (STSK-IM), where a virtual domain orthogonal frequency division multiplexing (OFDM) symbol is divided into Na-sized blocks, which carry K STSK codewords over a specific combination of v...
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description | In this treatise, we present the concept of compressed-sensing (CS)-aided space-time shift keying index modulation (STSK-IM), where a virtual domain orthogonal frequency division multiplexing (OFDM) symbol is divided into Na-sized blocks, which carry K STSK codewords over a specific combination of virtual-domain sub-carriers and then converted to the frequency domain with the aid of a CS matrix. We design the system for operation in the milli-meter wave (mmWave) frequency band. Furthermore, we amalgamate our soft-decision-aided scheme both with the concept of coordinate-interleaving as well as a discrete Fourier transform-aided codebook design conceived for analogue beamforming, which is vitally important for mmWave systems. In the proposed system, the number of implicit bits conveyed by the activated sub-carrier frequency index (FI) is determined by the number of the available K to N a subcarrier permutations. Hence, we propose two FI allocation techniques, namely the distinct FI and the shared FI-based schemes, which strike a tradeoff between the attainable sparsity level and the achievable capacity limit. We then introduce a reduced-complexity detection technique in order to mitigate the detection complexity order of the optimum detector from O(N c · (Q · L) K ) to O(N̂ c · (Q · L) K ), whereN̂ c ≤ N c . We also formulate the discrete-input continuous-output memoryless channel capacity and invoke EXtrinsic Information Transfer charts for characterizing the achievable performance limit of the reduced-complexity aided detector. Finally, we analyze the bit error rate performance of both the uncoded and of our coded CS-aided STSK-IM systems associated with both the optimum and the reduced-complexity detectors. |
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We design the system for operation in the milli-meter wave (mmWave) frequency band. Furthermore, we amalgamate our soft-decision-aided scheme both with the concept of coordinate-interleaving as well as a discrete Fourier transform-aided codebook design conceived for analogue beamforming, which is vitally important for mmWave systems. In the proposed system, the number of implicit bits conveyed by the activated sub-carrier frequency index (FI) is determined by the number of the available K to N a subcarrier permutations. Hence, we propose two FI allocation techniques, namely the distinct FI and the shared FI-based schemes, which strike a tradeoff between the attainable sparsity level and the achievable capacity limit. We then introduce a reduced-complexity detection technique in order to mitigate the detection complexity order of the optimum detector from O(N c · (Q · L) K ) to O(N̂ c · (Q · L) K ), whereN̂ c ≤ N c . We also formulate the discrete-input continuous-output memoryless channel capacity and invoke EXtrinsic Information Transfer charts for characterizing the achievable performance limit of the reduced-complexity aided detector. Finally, we analyze the bit error rate performance of both the uncoded and of our coded CS-aided STSK-IM systems associated with both the optimum and the reduced-complexity detectors.</description><identifier>ISSN: 2169-3536</identifier><identifier>EISSN: 2169-3536</identifier><identifier>DOI: 10.1109/ACCESS.2018.2876307</identifier><identifier>CODEN: IAECCG</identifier><language>eng</language><publisher>Piscataway: IEEE</publisher><subject>Array signal processing ; Beamforming ; Bit error rate ; Carrier frequencies ; Channel capacity ; channel coding ; Complexity ; compressed sensing ; coordinate interleave ; Detectors ; Error analysis ; Fourier transforms ; Frequencies ; Frequency-domain analysis ; index modulation ; Indexes ; Information transfer ; Keying ; Millimeter waves ; Millimeter-wave communications ; MIMO ; MIMO communication ; mmWave ; Modulation ; OFDM ; Orthogonal Frequency Division Multiplexing ; Permutations ; PSK ; QAM ; reduced complexity detection ; space-time shift keying ; Spacetime ; spatial modulation ; Subcarriers ; wideband channel</subject><ispartof>IEEE access, 2018, Vol.6, p.64742-64756</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2018</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c3897-17af495877d67eec522f0ffae94dd89a8d491bf6a93dd52c1468634eee0430443</citedby><cites>FETCH-LOGICAL-c3897-17af495877d67eec522f0ffae94dd89a8d491bf6a93dd52c1468634eee0430443</cites><orcidid>0000-0002-7987-1401 ; 0000-0002-1422-0333 ; 0000-0002-2636-5214</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8493475$$EHTML$$P50$$Gieee$$Hfree_for_read</linktohtml><link.rule.ids>315,782,786,866,2104,4026,27640,27930,27931,27932,54940</link.rule.ids></links><search><creatorcontrib>Hemadeh, Ibrahim A.</creatorcontrib><creatorcontrib>Siyao Lu</creatorcontrib><creatorcontrib>El-Hajjar, Mohammed</creatorcontrib><creatorcontrib>Hanzo, Lajos</creatorcontrib><title>Compressed Sensing-Aided Index Modulation Improves Space-Time Shift Keying Assisted Millimeter-Wave Communications</title><title>IEEE access</title><addtitle>Access</addtitle><description>In this treatise, we present the concept of compressed-sensing (CS)-aided space-time shift keying index modulation (STSK-IM), where a virtual domain orthogonal frequency division multiplexing (OFDM) symbol is divided into Na-sized blocks, which carry K STSK codewords over a specific combination of virtual-domain sub-carriers and then converted to the frequency domain with the aid of a CS matrix. We design the system for operation in the milli-meter wave (mmWave) frequency band. Furthermore, we amalgamate our soft-decision-aided scheme both with the concept of coordinate-interleaving as well as a discrete Fourier transform-aided codebook design conceived for analogue beamforming, which is vitally important for mmWave systems. In the proposed system, the number of implicit bits conveyed by the activated sub-carrier frequency index (FI) is determined by the number of the available K to N a subcarrier permutations. Hence, we propose two FI allocation techniques, namely the distinct FI and the shared FI-based schemes, which strike a tradeoff between the attainable sparsity level and the achievable capacity limit. We then introduce a reduced-complexity detection technique in order to mitigate the detection complexity order of the optimum detector from O(N c · (Q · L) K ) to O(N̂ c · (Q · L) K ), whereN̂ c ≤ N c . We also formulate the discrete-input continuous-output memoryless channel capacity and invoke EXtrinsic Information Transfer charts for characterizing the achievable performance limit of the reduced-complexity aided detector. Finally, we analyze the bit error rate performance of both the uncoded and of our coded CS-aided STSK-IM systems associated with both the optimum and the reduced-complexity detectors.</description><subject>Array signal processing</subject><subject>Beamforming</subject><subject>Bit error rate</subject><subject>Carrier frequencies</subject><subject>Channel capacity</subject><subject>channel coding</subject><subject>Complexity</subject><subject>compressed sensing</subject><subject>coordinate interleave</subject><subject>Detectors</subject><subject>Error analysis</subject><subject>Fourier transforms</subject><subject>Frequencies</subject><subject>Frequency-domain analysis</subject><subject>index modulation</subject><subject>Indexes</subject><subject>Information transfer</subject><subject>Keying</subject><subject>Millimeter waves</subject><subject>Millimeter-wave communications</subject><subject>MIMO</subject><subject>MIMO communication</subject><subject>mmWave</subject><subject>Modulation</subject><subject>OFDM</subject><subject>Orthogonal Frequency Division Multiplexing</subject><subject>Permutations</subject><subject>PSK</subject><subject>QAM</subject><subject>reduced complexity detection</subject><subject>space-time shift keying</subject><subject>Spacetime</subject><subject>spatial modulation</subject><subject>Subcarriers</subject><subject>wideband channel</subject><issn>2169-3536</issn><issn>2169-3536</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>ESBDL</sourceid><sourceid>RIE</sourceid><sourceid>DOA</sourceid><recordid>eNpNUU1r3DAQNaWFhjS_IBdDz95K1vdxMWm7NCEHJ_QoptIo1eK1tpI3NP--ShxCB8GMRu-9GfSa5pKSDaXEfNkOw9U4bnpC9abXSjKi3jVnPZWmY4LJ9__VH5uLUvakhq4toc6aPKTDMWMp6NsR5xLnh24bfb3tZo9_25vkTxMsMc3trgLTI5Z2PILD7i4esB1_x7C0P_Cp8tptKbEslXoTp6m-Lpi7n_CIbZ1xOM3RveiUT82HAFPBi9d83tx_vbobvnfXt992w_a6c0wb1VEFgRuhlfJSITrR94GEAGi499qA9tzQX0GCYd6L3lEutWQcEQlnhHN23uxWXZ9gb485HiA_2QTRvjRSfrCQl-gmtAIoUOrAB2e4A6GFZBJ4kNzVQ1jV-rxq1S_4c8Ky2H065bmub3suhCGa9KSi2IpyOZWSMbxNpcQ-e2VXr-yzV_bVq8q6XFmx7v7G0NwwrgT7Bx-xkLs</recordid><startdate>2018</startdate><enddate>2018</enddate><creator>Hemadeh, Ibrahim A.</creator><creator>Siyao Lu</creator><creator>El-Hajjar, Mohammed</creator><creator>Hanzo, Lajos</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>ESBDL</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>7SP</scope><scope>7SR</scope><scope>8BQ</scope><scope>8FD</scope><scope>JG9</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0002-7987-1401</orcidid><orcidid>https://orcid.org/0000-0002-1422-0333</orcidid><orcidid>https://orcid.org/0000-0002-2636-5214</orcidid></search><sort><creationdate>2018</creationdate><title>Compressed Sensing-Aided Index Modulation Improves Space-Time Shift Keying Assisted Millimeter-Wave Communications</title><author>Hemadeh, Ibrahim A. ; Siyao Lu ; El-Hajjar, Mohammed ; Hanzo, Lajos</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c3897-17af495877d67eec522f0ffae94dd89a8d491bf6a93dd52c1468634eee0430443</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Array signal processing</topic><topic>Beamforming</topic><topic>Bit error rate</topic><topic>Carrier frequencies</topic><topic>Channel capacity</topic><topic>channel coding</topic><topic>Complexity</topic><topic>compressed sensing</topic><topic>coordinate interleave</topic><topic>Detectors</topic><topic>Error analysis</topic><topic>Fourier transforms</topic><topic>Frequencies</topic><topic>Frequency-domain analysis</topic><topic>index modulation</topic><topic>Indexes</topic><topic>Information transfer</topic><topic>Keying</topic><topic>Millimeter waves</topic><topic>Millimeter-wave communications</topic><topic>MIMO</topic><topic>MIMO communication</topic><topic>mmWave</topic><topic>Modulation</topic><topic>OFDM</topic><topic>Orthogonal Frequency Division Multiplexing</topic><topic>Permutations</topic><topic>PSK</topic><topic>QAM</topic><topic>reduced complexity detection</topic><topic>space-time shift keying</topic><topic>Spacetime</topic><topic>spatial modulation</topic><topic>Subcarriers</topic><topic>wideband channel</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hemadeh, Ibrahim A.</creatorcontrib><creatorcontrib>Siyao Lu</creatorcontrib><creatorcontrib>El-Hajjar, Mohammed</creatorcontrib><creatorcontrib>Hanzo, Lajos</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE Open Access Journals</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>Materials Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>IEEE access</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hemadeh, Ibrahim A.</au><au>Siyao Lu</au><au>El-Hajjar, Mohammed</au><au>Hanzo, Lajos</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Compressed Sensing-Aided Index Modulation Improves Space-Time Shift Keying Assisted Millimeter-Wave Communications</atitle><jtitle>IEEE access</jtitle><stitle>Access</stitle><date>2018</date><risdate>2018</risdate><volume>6</volume><spage>64742</spage><epage>64756</epage><pages>64742-64756</pages><issn>2169-3536</issn><eissn>2169-3536</eissn><coden>IAECCG</coden><abstract>In this treatise, we present the concept of compressed-sensing (CS)-aided space-time shift keying index modulation (STSK-IM), where a virtual domain orthogonal frequency division multiplexing (OFDM) symbol is divided into Na-sized blocks, which carry K STSK codewords over a specific combination of virtual-domain sub-carriers and then converted to the frequency domain with the aid of a CS matrix. We design the system for operation in the milli-meter wave (mmWave) frequency band. Furthermore, we amalgamate our soft-decision-aided scheme both with the concept of coordinate-interleaving as well as a discrete Fourier transform-aided codebook design conceived for analogue beamforming, which is vitally important for mmWave systems. In the proposed system, the number of implicit bits conveyed by the activated sub-carrier frequency index (FI) is determined by the number of the available K to N a subcarrier permutations. Hence, we propose two FI allocation techniques, namely the distinct FI and the shared FI-based schemes, which strike a tradeoff between the attainable sparsity level and the achievable capacity limit. We then introduce a reduced-complexity detection technique in order to mitigate the detection complexity order of the optimum detector from O(N c · (Q · L) K ) to O(N̂ c · (Q · L) K ), whereN̂ c ≤ N c . We also formulate the discrete-input continuous-output memoryless channel capacity and invoke EXtrinsic Information Transfer charts for characterizing the achievable performance limit of the reduced-complexity aided detector. Finally, we analyze the bit error rate performance of both the uncoded and of our coded CS-aided STSK-IM systems associated with both the optimum and the reduced-complexity detectors.</abstract><cop>Piscataway</cop><pub>IEEE</pub><doi>10.1109/ACCESS.2018.2876307</doi><tpages>15</tpages><orcidid>https://orcid.org/0000-0002-7987-1401</orcidid><orcidid>https://orcid.org/0000-0002-1422-0333</orcidid><orcidid>https://orcid.org/0000-0002-2636-5214</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Array signal processing Beamforming Bit error rate Carrier frequencies Channel capacity channel coding Complexity compressed sensing coordinate interleave Detectors Error analysis Fourier transforms Frequencies Frequency-domain analysis index modulation Indexes Information transfer Keying Millimeter waves Millimeter-wave communications MIMO MIMO communication mmWave Modulation OFDM Orthogonal Frequency Division Multiplexing Permutations PSK QAM reduced complexity detection space-time shift keying Spacetime spatial modulation Subcarriers wideband channel |
title | Compressed Sensing-Aided Index Modulation Improves Space-Time Shift Keying Assisted Millimeter-Wave Communications |
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