Computational Resources of Miniature Robots: Classification and Implications
When it comes to describing robots, many roboticists choose to focus on the size, types of actuators, or other physical capabilities. As most areas of robotics deploy robots with large memory and processing power, the question "how computational resources limit what a robot can do" is ofte...
Uloženo v:
| Vydáno v: | IEEE robotics and automation letters Ročník 4; číslo 3; s. 2722 - 2729 |
|---|---|
| Hlavní autor: | |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Piscataway
IEEE
01.07.2019
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Témata: | |
| ISSN: | 2377-3766, 2377-3766 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | When it comes to describing robots, many roboticists choose to focus on the size, types of actuators, or other physical capabilities. As most areas of robotics deploy robots with large memory and processing power, the question "how computational resources limit what a robot can do" is often overlooked. However, the capabilities of many miniature robots are limited by significantly less memory and processing power. At present, there is no systematic approach to comparing and quantifying the computational resources as a whole and their implications. This letter proposes computational indices that systematically quantify computational resources-individually and as a whole. Then, by comparing 31 state-of-the-art miniature robots, a computational classification ranging from non-computing to minimally-constrained robots is introduced. Finally, the implications of computational constraints on robotic software are discussed. |
|---|---|
| AbstractList | When it comes to describing robots, many roboticists choose to focus on the size, types of actuators, or other physical capabilities. As most areas of robotics deploy robots with large memory and processing power, the question "how computational resources limit what a robot can do" is often overlooked. However, the capabilities of many miniature robots are limited by significantly less memory and processing power. At present, there is no systematic approach to comparing and quantifying the computational resources as a whole and their implications. This letter proposes computational indices that systematically quantify computational resources-individually and as a whole. Then, by comparing 31 state-of-the-art miniature robots, a computational classification ranging from non-computing to minimally-constrained robots is introduced. Finally, the implications of computational constraints on robotic software are discussed. |
| Author | Trenkwalder, Stefan M. |
| Author_xml | – sequence: 1 givenname: Stefan M. surname: Trenkwalder fullname: Trenkwalder, Stefan M. email: stefan@trenkwalder.tech organization: Dept. of Autom. Control & Syst. Eng., Univ. of Sheffield, Sheffield, UK |
| BookMark | eNp9kM1LwzAYh4NMcM7dBS8Fz51587l4G8UvqAhDzyGNCWR0TW3ag_-9nR0iHjzlDTzPy-_9naNZExuH0CXgFQBWN-V2syIY1IookFTxEzQnVMqcSiFmv-YztExphzEGTg7cHJVF3LdDb_oQG1NnW5fi0FmXsuiz59AE0w-dy7axin26zYrapBR8sN98Zpr37Gnf1sd_ukCn3tTJLY_vAr3d370Wj3n58vBUbMrcjvn63BrlwLvKKXCeSvCVI8yuCfXAjBfCSya8V0AoyMpyLii3YIhnzAtGjKALdD3tbbv4MbjU692YesyfNCFKAOaSsZESE2W7mFLnvLZhOrTvTKg1YH0oT4_l6UN5-ljeKOI_YtuFvek-_1OuJiU4537wtQTBOaZf7W58Nw |
| CODEN | IRALC6 |
| CitedBy_id | crossref_primary_10_1109_LRA_2024_3375290 crossref_primary_10_1109_MRA_2024_3352852 |
| Cites_doi | 10.1007/978-3-319-32552-1 10.1109/IMCSIT.2008.4747308 10.1109/ROBOT.2003.1242011 10.1007/978-0-387-30440-3_217 10.1109/2.876288 10.1109/IROS.2010.5649153 10.1016/j.neucom.2015.05.116 10.1051/matecconf/201814401013 10.1016/j.infsof.2007.04.002 10.1109/ROBOT.2001.933147 10.1109/ICRA.2015.7139450 10.1109/ICRA.2014.6907770 10.1177/0278364914525244 10.1109/TIT.1980.1056220 10.4018/978-1-4666-9572-6.ch013 10.1109/IROS.2005.1545467 10.1109/TMECH.2010.2042722 10.1023/B:AURO.0000033972.50769.1c 10.1126/science.1254295 10.1109/ICRA.2015.7139767 10.1007/s11721-012-0075-2 10.1109/ARSO.2013.6705527 10.1109/IROS.2016.7759331 10.1007/978-3-319-27146-0_59 10.1109/ICRA.2014.6907406 10.5772/58730 10.1007/978-3-540-30552-1_7 10.1109/TE.2012.2222646 10.1007/s10458-015-9323-3 10.1109/MRA.2011.941632 10.17487/rfc7228 10.1109/TRO.2015.2400731 10.1007/978-3-319-73008-0_26 10.1007/978-3-319-73008-0_28 10.3389/frobt.2018.00011 10.1007/978-3-319-74528-2 10.1038/scientificamerican0313-60 10.1109/MSPEC.2017.8000281 10.1109/TASE.2014.2329556 10.1007/978-3-319-04891-8_17 10.1109/ICRA.2012.6224638 10.1007/978-981-10-6445-6_17 10.1109/ICRA.2016.7487725 10.1109/TASE.2014.2376492 10.1109/ISADS.2011.36 10.1109/LCN.2004.38 10.1109/ICARCV.2010.5707402 10.3390/s110605900 10.1007/978-3-540-71541-2_8 10.1109/LRA.2017.2700059 10.1109/SOSE.2010.44 10.1007/s10514-013-9349-9 10.1155/2012/959013 10.1007/s11721-011-0053-0 10.1109/ASEEZone1.2014.6820632 10.1109/TETCI.2017.2741505 10.1007/3-540-27139-2_7 10.1371/journal.pone.0182058 10.1109/JPROC.2011.2158377 10.1007/s11721-016-0119-0 10.1109/MMAR.2017.8046794 10.1109/IROS.2010.5649564 10.1109/RAAD.2014.7002249 10.1089/soro.2013.0009 10.1260/1756-8293.7.2.89 10.1016/j.robot.2012.09.002 10.1109/LRA.2016.2645516 10.1109/TRA.2002.802930 10.1002/adhm.201700985 10.1109/LRA.2016.2524987 |
| ContentType | Journal Article |
| Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019 |
| Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019 |
| DBID | 97E RIA RIE AAYXX CITATION 7SC 7SP 8FD JQ2 L7M L~C L~D |
| DOI | 10.1109/LRA.2019.2917395 |
| DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005–Present IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Computer and Information Systems Abstracts Electronics & Communications Abstracts Technology Research Database ProQuest Computer Science Collection Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional |
| DatabaseTitle | CrossRef Technology Research Database Computer and Information Systems Abstracts – Academic Electronics & Communications Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Professional |
| DatabaseTitleList | Technology Research Database |
| Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 2377-3766 |
| EndPage | 2729 |
| ExternalDocumentID | 10_1109_LRA_2019_2917395 8716550 |
| Genre | orig-research |
| GrantInformation_xml | – fundername: Doctoral Fellowship of the Austrian Academy of Sciences |
| GroupedDBID | 0R~ 97E AAJGR AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACGFS AGQYO AGSQL AHBIQ AKJIK AKQYR ALMA_UNASSIGNED_HOLDINGS ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ EBS EJD IFIPE IPLJI JAVBF KQ8 M43 M~E O9- OCL RIA RIE AAYXX CITATION 7SC 7SP 8FD JQ2 L7M L~C L~D RIG |
| ID | FETCH-LOGICAL-c291t-ca9e1febe91ef371fbe24c823f14af66f746ff912317bc55635c1a2f44f642a63 |
| IEDL.DBID | RIE |
| ISICitedReferencesCount | 3 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000470040000003&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 2377-3766 |
| IngestDate | Mon Jun 30 03:53:41 EDT 2025 Tue Nov 18 20:15:39 EST 2025 Sat Nov 29 06:03:04 EST 2025 Wed Aug 27 05:50:17 EDT 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 3 |
| Language | English |
| License | https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html https://doi.org/10.15223/policy-029 https://doi.org/10.15223/policy-037 |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c291t-ca9e1febe91ef371fbe24c823f14af66f746ff912317bc55635c1a2f44f642a63 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ORCID | 0000-0001-7741-2642 |
| PQID | 2296105744 |
| PQPubID | 4437225 |
| PageCount | 8 |
| ParticipantIDs | crossref_primary_10_1109_LRA_2019_2917395 ieee_primary_8716550 proquest_journals_2296105744 crossref_citationtrail_10_1109_LRA_2019_2917395 |
| PublicationCentury | 2000 |
| PublicationDate | 2019-07-01 |
| PublicationDateYYYYMMDD | 2019-07-01 |
| PublicationDate_xml | – month: 07 year: 2019 text: 2019-07-01 day: 01 |
| PublicationDecade | 2010 |
| PublicationPlace | Piscataway |
| PublicationPlace_xml | – name: Piscataway |
| PublicationTitle | IEEE robotics and automation letters |
| PublicationTitleAbbrev | LRA |
| PublicationYear | 2019 |
| Publisher | IEEE The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher_xml | – name: IEEE – name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| References | ref13 ref56 ref59 ref15 ref14 mohamed (ref53) 2009; 9 ref52 osterloh (ref25) 0 ref55 ref54 ref10 ref17 ref16 ref19 ref18 mondada (ref11) 0; 1 ref51 ref50 ref46 ref45 ref47 ref86 ref42 beltrame (ref66) 2019 ref85 ref41 ref88 ref87 ref43 gauci (ref75) 0 ref49 ref8 gerkey (ref57) 0 ref9 ref6 robi? (ref4) 2015 ref5 pinciroli (ref63) 2015 kapellmann-zafra (ref82) 2017 ref81 ref40 ref84 ertl (ref65) 2003; 5 ref83 trenkwalder (ref44) 2019 ref80 ref79 ref35 ref78 ref34 ref37 ref36 ref31 ref74 ref30 ref77 ref33 ref76 ref32 ref2 ref1 ref39 fujita (ref7) 2000; 54 goldberg (ref48) 2013 ref71 ref70 ref73 ref72 ref68 ref24 macconnell (ref60) 1993 ref67 ref23 ref26 ref69 ref64 ref20 ref22 ref21 quigley (ref58) 0; 3 (ref38) 2019 ref28 ref27 ref29 (ref3) 2019 elmenreich (ref12) 0 ref62 ref61 |
| References_xml | – ident: ref1 doi: 10.1007/978-3-319-32552-1 – volume: 54 start-page: 657 year: 2000 ident: ref7 article-title: Entertainment robot: AIBO publication-title: J Inst Image Inf Telev Engineers – ident: ref20 doi: 10.1109/IMCSIT.2008.4747308 – ident: ref56 doi: 10.1109/ROBOT.2003.1242011 – ident: ref86 doi: 10.1007/978-0-387-30440-3_217 – ident: ref61 doi: 10.1109/2.876288 – ident: ref22 doi: 10.1109/IROS.2010.5649153 – ident: ref72 doi: 10.1016/j.neucom.2015.05.116 – year: 1993 ident: ref60 publication-title: Code Complete A Practical Handbook of Software Construction – ident: ref87 doi: 10.1051/matecconf/201814401013 – ident: ref59 doi: 10.1016/j.infsof.2007.04.002 – ident: ref40 doi: 10.1109/ROBOT.2001.933147 – year: 2015 ident: ref4 publication-title: Found Comput Theory – ident: ref21 doi: 10.1109/ICRA.2015.7139450 – ident: ref10 doi: 10.1109/ICRA.2014.6907770 – ident: ref73 doi: 10.1177/0278364914525244 – ident: ref6 doi: 10.1109/TIT.1980.1056220 – ident: ref84 doi: 10.4018/978-1-4666-9572-6.ch013 – year: 2019 ident: ref66 article-title: BittyBuzz repository – ident: ref67 doi: 10.1109/IROS.2005.1545467 – ident: ref62 doi: 10.1109/TMECH.2010.2042722 – ident: ref29 doi: 10.1023/B:AURO.0000033972.50769.1c – ident: ref74 doi: 10.1126/science.1254295 – ident: ref14 doi: 10.1109/ICRA.2015.7139767 – volume: 1 start-page: 59 year: 0 ident: ref11 article-title: The e-puck, a robot designed for education in engineering publication-title: Proc 9th Conf Auton Robot Syst Competitions – volume: 3 year: 0 ident: ref58 article-title: ROS: An open-source robot operating system publication-title: ICRA Workshop on Open Source Software – ident: ref71 doi: 10.1007/s11721-012-0075-2 – ident: ref31 doi: 10.1109/ARSO.2013.6705527 – ident: ref26 doi: 10.1109/IROS.2016.7759331 – ident: ref18 doi: 10.1007/978-3-319-27146-0_59 – ident: ref41 doi: 10.1109/ICRA.2014.6907406 – start-page: 1 year: 0 ident: ref25 article-title: MONSUN II: A small and inexpensive AUV for underwater swarms publication-title: Proc of the 7th German Conf on Robotics – ident: ref8 doi: 10.5772/58730 – ident: ref17 doi: 10.1007/978-3-540-30552-1_7 – ident: ref28 doi: 10.1109/TE.2012.2222646 – year: 2019 ident: ref3 article-title: Robots grouped by IEEE – ident: ref79 doi: 10.1007/s10458-015-9323-3 – ident: ref52 doi: 10.1109/MRA.2011.941632 – year: 2017 ident: ref82 article-title: Human-swarm robot interaction with different awareness constraints – ident: ref5 doi: 10.17487/rfc7228 – ident: ref78 doi: 10.1109/TRO.2015.2400731 – start-page: 127 year: 0 ident: ref12 article-title: A low-cost robot for multi-robot experiments publication-title: Proc Int Workshop Intell Solut Embedded Syst – ident: ref13 doi: 10.1007/978-3-319-73008-0_26 – year: 2013 ident: ref48 article-title: Cloud robotics and automation: A survey of related work – ident: ref16 doi: 10.1007/978-3-319-73008-0_28 – ident: ref45 doi: 10.3389/frobt.2018.00011 – ident: ref37 doi: 10.1007/978-3-319-74528-2 – ident: ref46 doi: 10.1038/scientificamerican0313-60 – ident: ref32 doi: 10.1109/MSPEC.2017.8000281 – ident: ref51 doi: 10.1109/TASE.2014.2329556 – ident: ref43 doi: 10.1007/978-3-319-04891-8_17 – ident: ref19 doi: 10.1109/ICRA.2012.6224638 – ident: ref80 doi: 10.1007/978-981-10-6445-6_17 – ident: ref23 doi: 10.1109/ICRA.2016.7487725 – ident: ref49 doi: 10.1109/TASE.2014.2376492 – start-page: 421 year: 0 ident: ref75 article-title: Clustering objects with robots that do not compute publication-title: Proc 12th Conf Auton Agents Multi-Agent Syst – year: 2019 ident: ref38 article-title: List of common swarm robots – ident: ref50 doi: 10.1109/ISADS.2011.36 – ident: ref70 doi: 10.1109/LCN.2004.38 – ident: ref88 doi: 10.1109/ICARCV.2010.5707402 – ident: ref68 doi: 10.3390/s110605900 – year: 2019 ident: ref44 article-title: Online supplementary material page – ident: ref33 doi: 10.1007/978-3-540-71541-2_8 – ident: ref83 doi: 10.1109/LRA.2017.2700059 – ident: ref47 doi: 10.1109/SOSE.2010.44 – ident: ref24 doi: 10.1007/s10514-013-9349-9 – year: 0 ident: ref57 article-title: The player/stage project: Tools for multi-robot and distributed sensor systems publication-title: Proc 11th Int l Conf Advanced Robotics – ident: ref54 doi: 10.1155/2012/959013 – ident: ref76 doi: 10.1007/s11721-011-0053-0 – year: 2015 ident: ref63 article-title: Buzz: A Programming Language for Robot Swarms publication-title: IEEE Software – ident: ref35 doi: 10.1109/ASEEZone1.2014.6820632 – ident: ref77 doi: 10.1109/TETCI.2017.2741505 – ident: ref69 doi: 10.1007/3-540-27139-2_7 – volume: 5 start-page: 1 year: 2003 ident: ref65 article-title: The structure and performance of efficient interpreters publication-title: J Instruction-Level Parallelism – ident: ref81 doi: 10.1371/journal.pone.0182058 – ident: ref85 doi: 10.1109/JPROC.2011.2158377 – ident: ref64 doi: 10.1007/s11721-016-0119-0 – ident: ref9 doi: 10.1109/MMAR.2017.8046794 – ident: ref34 doi: 10.1109/IROS.2010.5649564 – ident: ref2 doi: 10.1109/RAAD.2014.7002249 – ident: ref30 doi: 10.1089/soro.2013.0009 – volume: 9 start-page: 139 year: 2009 ident: ref53 article-title: A review of middleware for networked robots publication-title: Int J Comput Sci Netw Secur – ident: ref36 doi: 10.1260/1756-8293.7.2.89 – ident: ref39 doi: 10.1016/j.robot.2012.09.002 – ident: ref15 doi: 10.1109/LRA.2016.2645516 – ident: ref55 doi: 10.1109/TRA.2002.802930 – ident: ref42 doi: 10.1002/adhm.201700985 – ident: ref27 doi: 10.1109/LRA.2016.2524987 |
| SSID | ssj0001527395 |
| Score | 2.1219292 |
| Snippet | When it comes to describing robots, many roboticists choose to focus on the size, types of actuators, or other physical capabilities. As most areas of robotics... |
| SourceID | proquest crossref ieee |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 2722 |
| SubjectTerms | Actuators Bluetooth Classification Constraints control architectures and programming Indexes IP networks Mathematical programming Memory management middleware and programming environments Performance evaluation and benchmarking Random access memory Robot sensing systems Robotics Robots software swarms |
| Title | Computational Resources of Miniature Robots: Classification and Implications |
| URI | https://ieeexplore.ieee.org/document/8716550 https://www.proquest.com/docview/2296105744 |
| Volume | 4 |
| WOSCitedRecordID | wos000470040000003&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVIEE databaseName: IEEE Electronic Library (IEL) customDbUrl: eissn: 2377-3766 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0001527395 issn: 2377-3766 databaseCode: RIE dateStart: 20160101 isFulltext: true titleUrlDefault: https://ieeexplore.ieee.org/ providerName: IEEE – providerCode: PRVHPJ databaseName: ROAD: Directory of Open Access Scholarly Resources customDbUrl: eissn: 2377-3766 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0001527395 issn: 2377-3766 databaseCode: M~E dateStart: 20160101 isFulltext: true titleUrlDefault: https://road.issn.org providerName: ISSN International Centre |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3fS8MwED624YM--GuK0zny4Itgt7VNk8a3IRsK25ChsLeSpgkMpJW189G_3SRt50ARfCv0Utrvcr3c5XIfwI1IJMEuFzosIdzBKnS1zflDRwiCBRaBP2TCkk3Q-TxcLtlzA-62Z2GklLb4TPbNpd3LTzKxMamygVncByZAb1JKyrNa3_kU00mMBfVO5JANpouRKd1ifU-HJL4hkNjxPJZK5cf_1zqVydH_XucYDqvFIxqV2j6BhkxP4WCnpWAbpiVNQ5XiQ3V2PkeZQrNVurJ9PNEii7Miv0eWEtMUC1l5xNMEPe2UmJ_B62T88vDoVIwJjtAfWTiCM-kqrRfmSuVTV8XSwyL0fOVirghRFBOlmPZWLo2F6Q0WCJd7CmOl4xBO_HNopVkqLwAFNOFxQrXJ6rshTzgOmJbxheKY66CqA4MazUhU7cQNq8VbZMOKIYs0_pHBP6rw78DtdsR72UrjD9m2wXsrV0HdgW6tsKiytTzyPEYMWzHGl7-PuoJ98-yyyLYLrWK9kdewJz6KVb7uQXP2Oe7ZyfQFpH_IUA |
| linkProvider | IEEE |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3dS8MwED_GFNQHv6Y4nZoHXwS7NW36Ed-GODbshowJeytZmsBAWlk7_36TtJ0DRfCt0Attf5fr5S6X-wHc8UT4BDOuwhKfWUSGWNmca1uc-4QT7rk25YZsIphMwvmcvjbgYXMWRghhis9EV1-avfwk42udKuvpxb2nA_QdjxDHLk9rfWdUdC8x6tV7kTbtRdO-Lt6iXUcFJa6mkNjyPYZM5ccf2LiVwdH_XugYDqvlI-qX-j6BhkhP4WCrqWALopKooUryoTo_n6NMovEyXZpOnmiaLbIif0SGFFOXCxl5xNIEjbaKzM_gbfA8expaFWeCxdVHFhZnVGCpNEOxkG6A5UI4hIeOKzFh0vdlQHwpqfJXOFhw3R3M45g5khCpIhHmu-fQTLNUXADygoQtkkAZrbobsoQRjyoZl0tGmAqr2tCr0Yx51VBc81q8xyawsGms8I81_nGFfxvuNyM-ymYaf8i2NN4buQrqNnRqhcWVteWx41Bf8xUTcvn7qFvYG87GURyNJi9XsK-fU5bcdqBZrNbiGnb5Z7HMVzdmSn0BeTjKZg |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Computational+Resources+of+Miniature+Robots%3A+Classification+and+Implications&rft.jtitle=IEEE+robotics+and+automation+letters&rft.au=Trenkwalder%2C+Stefan+M&rft.date=2019-07-01&rft.pub=The+Institute+of+Electrical+and+Electronics+Engineers%2C+Inc.+%28IEEE%29&rft.eissn=2377-3766&rft.volume=4&rft.issue=3&rft.spage=2722&rft_id=info:doi/10.1109%2FLRA.2019.2917395&rft.externalDBID=NO_FULL_TEXT |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2377-3766&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2377-3766&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2377-3766&client=summon |