Coherent Detection of MIMO LoRa With Increased Data Rate
This paper proposes a Long Range (LoRa) chirp transmission scheme with multiple transmit and receive antennas. The main goal is to increase the data rate of LoRa using multiple-input multipleoutput (MIMO) spatial multiplexing. Several coherent detectors are proposed and compared in terms of performa...
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Veröffentlicht in: | IEEE open journal of the Communications Society 2024, Vol.5, p.5652-5666 |
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description | This paper proposes a Long Range (LoRa) chirp transmission scheme with multiple transmit and receive antennas. The main goal is to increase the data rate of LoRa using multiple-input multipleoutput (MIMO) spatial multiplexing. Several coherent detectors are proposed and compared in terms of performance, assuming a channel with flat Rayleigh fading and additive white Gaussian noise. By leveraging on a convenient matrix-vector model, we show that the maximum-likelihood (ML) detector can be obtained with low complexity, when the number of transmit antennas is two or three. When the number of transmit antennas is four or five, we propose a transmission scheme that permits a near- ML detection with reduced complexity. We also propose linear and widely linear detectors that exploit the signal sparsity in the chirp domain. Simulation results confirm the effectiveness of the proposed MIMO LoRa transmission schemes and detectors. Simulated results also include the effect of imperfect synchronization and channel estimation errors on the proposed coherent detection. |
doi_str_mv | 10.1109/OJCOMS.2024.3454454 |
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The main goal is to increase the data rate of LoRa using multiple-input multipleoutput (MIMO) spatial multiplexing. Several coherent detectors are proposed and compared in terms of performance, assuming a channel with flat Rayleigh fading and additive white Gaussian noise. By leveraging on a convenient matrix-vector model, we show that the maximum-likelihood (ML) detector can be obtained with low complexity, when the number of transmit antennas is two or three. When the number of transmit antennas is four or five, we propose a transmission scheme that permits a near- ML detection with reduced complexity. We also propose linear and widely linear detectors that exploit the signal sparsity in the chirp domain. Simulation results confirm the effectiveness of the proposed MIMO LoRa transmission schemes and detectors. Simulated results also include the effect of imperfect synchronization and channel estimation errors on the proposed coherent detection.</description><identifier>ISSN: 2644-125X</identifier><identifier>EISSN: 2644-125X</identifier><identifier>DOI: 10.1109/OJCOMS.2024.3454454</identifier><identifier>CODEN: IOJCAZ</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Antennas ; Bit rate ; Chirp ; Chirp modulation ; Complexity ; Complexity theory ; Detectors ; fading channel ; LoRa ; maximum-likelihood detection ; MIMO ; MIMO communication ; Multiplexing ; Random noise ; Receiving antennas ; Sensors ; Synchronism ; Transmitting antennas</subject><ispartof>IEEE open journal of the Communications Society, 2024, Vol.5, p.5652-5666</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. 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The main goal is to increase the data rate of LoRa using multiple-input multipleoutput (MIMO) spatial multiplexing. Several coherent detectors are proposed and compared in terms of performance, assuming a channel with flat Rayleigh fading and additive white Gaussian noise. By leveraging on a convenient matrix-vector model, we show that the maximum-likelihood (ML) detector can be obtained with low complexity, when the number of transmit antennas is two or three. When the number of transmit antennas is four or five, we propose a transmission scheme that permits a near- ML detection with reduced complexity. We also propose linear and widely linear detectors that exploit the signal sparsity in the chirp domain. Simulation results confirm the effectiveness of the proposed MIMO LoRa transmission schemes and detectors. Simulated results also include the effect of imperfect synchronization and channel estimation errors on the proposed coherent detection.</description><subject>Antennas</subject><subject>Bit rate</subject><subject>Chirp</subject><subject>Chirp modulation</subject><subject>Complexity</subject><subject>Complexity theory</subject><subject>Detectors</subject><subject>fading channel</subject><subject>LoRa</subject><subject>maximum-likelihood detection</subject><subject>MIMO</subject><subject>MIMO communication</subject><subject>Multiplexing</subject><subject>Random noise</subject><subject>Receiving antennas</subject><subject>Sensors</subject><subject>Synchronism</subject><subject>Transmitting antennas</subject><issn>2644-125X</issn><issn>2644-125X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>ESBDL</sourceid><sourceid>RIE</sourceid><sourceid>DOA</sourceid><recordid>eNpNUEtLAzEQXkTBov0Feljw3JpJsunmKFsflZZCLegtzCazdkttajY9-O_dukUKAzPMfI_hS5IbYEMApu_nr8V89jbkjMuhkJls6yzpcSXlAHj2cX4yXyb9plkzxngGAEL2krzwKwq0jemYItlY-23qq3Q2mc3TqV9g-l7HVTrZ2kDYkEvHGDFdYKTr5KLCTUP9Y79Klk-Py-JlMJ0_T4qH6cDyXMcBKkIloALETAvQeZmrTJWOZVIxyUa61C6XTIhSIliyTEvBeeYUWcVHpbhKJp2s87g2u1B_YfgxHmvzt_Dh02CItd2QQahQO1Qc0UrbGkGukAtWudwJV0Grdddp7YL_3lMTzdrvw7b93ghgErKRVKJFiQ5lg2-aQNW_KzBzCNx0gZtD4OYYeMu67Vg1EZ0wlGqvWvwCbSZ5oQ</recordid><startdate>2024</startdate><enddate>2024</enddate><creator>Rugini, Luca</creator><creator>Sardar, Keya</creator><creator>Baruffa, Giuseppe</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>7SP</scope><scope>8FD</scope><scope>L7M</scope><scope>DOA</scope><orcidid>https://orcid.org/0009-0007-8457-208X</orcidid><orcidid>https://orcid.org/0000-0003-3496-0395</orcidid><orcidid>https://orcid.org/0000-0003-0343-8166</orcidid></search><sort><creationdate>2024</creationdate><title>Coherent Detection of MIMO LoRa With Increased Data Rate</title><author>Rugini, Luca ; Sardar, Keya ; Baruffa, Giuseppe</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c289t-a6ea631f1aa593198b8656bd054604079b9d84033b4a1cec0943225d6ec627b3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Antennas</topic><topic>Bit rate</topic><topic>Chirp</topic><topic>Chirp modulation</topic><topic>Complexity</topic><topic>Complexity theory</topic><topic>Detectors</topic><topic>fading channel</topic><topic>LoRa</topic><topic>maximum-likelihood detection</topic><topic>MIMO</topic><topic>MIMO communication</topic><topic>Multiplexing</topic><topic>Random noise</topic><topic>Receiving antennas</topic><topic>Sensors</topic><topic>Synchronism</topic><topic>Transmitting antennas</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Rugini, Luca</creatorcontrib><creatorcontrib>Sardar, Keya</creatorcontrib><creatorcontrib>Baruffa, Giuseppe</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>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>DOAJ Directory of Open Access Journals</collection><jtitle>IEEE open journal of the Communications Society</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Rugini, Luca</au><au>Sardar, Keya</au><au>Baruffa, Giuseppe</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Coherent Detection of MIMO LoRa With Increased Data Rate</atitle><jtitle>IEEE open journal of the Communications Society</jtitle><stitle>OJCOMS</stitle><date>2024</date><risdate>2024</risdate><volume>5</volume><spage>5652</spage><epage>5666</epage><pages>5652-5666</pages><issn>2644-125X</issn><eissn>2644-125X</eissn><coden>IOJCAZ</coden><abstract>This paper proposes a Long Range (LoRa) chirp transmission scheme with multiple transmit and receive antennas. The main goal is to increase the data rate of LoRa using multiple-input multipleoutput (MIMO) spatial multiplexing. Several coherent detectors are proposed and compared in terms of performance, assuming a channel with flat Rayleigh fading and additive white Gaussian noise. By leveraging on a convenient matrix-vector model, we show that the maximum-likelihood (ML) detector can be obtained with low complexity, when the number of transmit antennas is two or three. When the number of transmit antennas is four or five, we propose a transmission scheme that permits a near- ML detection with reduced complexity. We also propose linear and widely linear detectors that exploit the signal sparsity in the chirp domain. Simulation results confirm the effectiveness of the proposed MIMO LoRa transmission schemes and detectors. Simulated results also include the effect of imperfect synchronization and channel estimation errors on the proposed coherent detection.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/OJCOMS.2024.3454454</doi><tpages>15</tpages><orcidid>https://orcid.org/0009-0007-8457-208X</orcidid><orcidid>https://orcid.org/0000-0003-3496-0395</orcidid><orcidid>https://orcid.org/0000-0003-0343-8166</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Antennas Bit rate Chirp Chirp modulation Complexity Complexity theory Detectors fading channel LoRa maximum-likelihood detection MIMO MIMO communication Multiplexing Random noise Receiving antennas Sensors Synchronism Transmitting antennas |
title | Coherent Detection of MIMO LoRa With Increased Data Rate |
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