Computing over Space-Air-Ground Integrated Networks: Challenges and Opportunities
Space-air-ground integrated networks (SAGINs) have gained significant attention and become a promising architecture for ubiquitous connectivity for SG-Advanced and 6G, enabling the integration of satellite networks, aerial networks, and terrestrial networks. This integration brings tremendous commun...
Saved in:
| Published in: | IEEE network Vol. 35; no. 4; pp. 302 - 309 |
|---|---|
| Main Authors: | , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
New York
IEEE
01.07.2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects: | |
| ISSN: | 0890-8044, 1558-156X |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Abstract | Space-air-ground integrated networks (SAGINs) have gained significant attention and become a promising architecture for ubiquitous connectivity for SG-Advanced and 6G, enabling the integration of satellite networks, aerial networks, and terrestrial networks. This integration brings tremendous communication benefits, such as non-terrestrial networks, seamless global coverage, high flexibility, and augmented system capacity. Meanwhile, computing capability becomes an indispensable part of the SAGIN ecosystem. In SAGINs, limited and unbalanced computation and communication resources of different network segments make it challenging to provide strict quality-of-service (QoS) guarantees for specific traffic (e.g., delay-sensitive traffic and outage-sensitive traffic). To fully utilize available system resources in SAGINs, cooperative computing among different network segments is a promising technology. This article presents the fundamentals and applications of computing over SAGINs by introducing the system architecture and explaining the potential technical issues related to cooperative computing. Furthermore, the potential for cooperative computing over SAGINs is showcased with a preliminary performance evaluation. Finally, future research opportunities are discussed. |
|---|---|
| AbstractList | Space-air-ground integrated networks (SAGINs) have gained significant attention and become a promising architecture for ubiquitous connectivity for SG-Advanced and 6G, enabling the integration of satellite networks, aerial networks, and terrestrial networks. This integration brings tremendous communication benefits, such as non-terrestrial networks, seamless global coverage, high flexibility, and augmented system capacity. Meanwhile, computing capability becomes an indispensable part of the SAGIN ecosystem. In SAGINs, limited and unbalanced computation and communication resources of different network segments make it challenging to provide strict quality-of-service (QoS) guarantees for specific traffic (e.g., delay-sensitive traffic and outage-sensitive traffic). To fully utilize available system resources in SAGINs, cooperative computing among different network segments is a promising technology. This article presents the fundamentals and applications of computing over SAGINs by introducing the system architecture and explaining the potential technical issues related to cooperative computing. Furthermore, the potential for cooperative computing over SAGINs is showcased with a preliminary performance evaluation. Finally, future research opportunities are discussed. |
| Author | Liu, Lingjia Yi, Yang Shang, Bodong |
| Author_xml | – sequence: 1 givenname: Bodong surname: Shang fullname: Shang, Bodong organization: Virginia Tech – sequence: 2 givenname: Yang surname: Yi fullname: Yi, Yang organization: Virginia Tech – sequence: 3 givenname: Lingjia surname: Liu fullname: Liu, Lingjia organization: Virginia Tech |
| BookMark | eNp9kMFLwzAUh4NMcE7vgpeC586Xtklbb2PMOZgb4gRvJW1eZ-aW1CRV_O_t2PDgwdO7fN_vwXdOetpoJOSKwpBSyG8fF5PVECgdRgDAeHpC-pSxLKSMv_ZIH7IcwgyS5IycO7cBoAmLoz55Gptd03ql14H5RBs8N6LCcKRsOLWm1TKYaY9rKzzKYIH-y9h3dxeM38R2i3qNLhAds2waY32rlVfoLshpLbYOL493QF7uJ6vxQzhfTmfj0Tysopz6kNclpCmveEmpLGMRZ3UpIRWlLAWXvAIWpXEiJVQ1xLVIBRM0g1zKOsEc6zQekJvDbmPNR4vOFxvTWt29LCLGo5wlCYOO4geqssY5i3VRKS-8MtpbobYFhWKfr9jnK7p8xTFfJ8IfsbFqJ-z3f8r1QVGI-IvnLII4g_gHAD9-Gg |
| CODEN | IENEET |
| CitedBy_id | crossref_primary_10_1109_COMST_2024_3393369 crossref_primary_10_3390_s25092828 crossref_primary_10_1109_TCOMM_2025_3529659 crossref_primary_10_1109_JSAC_2024_3492720 crossref_primary_10_1109_COMST_2023_3245614 crossref_primary_10_1109_TGCN_2022_3162584 crossref_primary_10_1109_TMC_2025_3569887 crossref_primary_10_3390_electronics13040806 crossref_primary_10_1109_MNET_2023_3320894 crossref_primary_10_1016_j_jnca_2023_103647 crossref_primary_10_1109_MCOM_001_2400351 crossref_primary_10_1016_j_iot_2024_101342 crossref_primary_10_1109_JIOT_2024_3361394 crossref_primary_10_1109_TITS_2025_3528234 crossref_primary_10_1109_TMC_2023_3304988 crossref_primary_10_1016_j_comnet_2024_111013 crossref_primary_10_3390_jsan11040070 crossref_primary_10_1109_TSC_2024_3478730 crossref_primary_10_1109_JIOT_2024_3482290 crossref_primary_10_1109_JIOT_2024_3457855 crossref_primary_10_1109_TCOMM_2024_3466892 crossref_primary_10_1109_JIOT_2025_3548088 crossref_primary_10_1109_MNET_131_2200375 crossref_primary_10_1109_JIOT_2022_3223690 crossref_primary_10_3390_app12073319 crossref_primary_10_1016_j_cosrev_2025_100734 crossref_primary_10_1109_TMC_2023_3269801 crossref_primary_10_3390_jsan13010014 crossref_primary_10_1016_j_comnet_2025_111066 crossref_primary_10_1109_MNET_117_2100730 crossref_primary_10_1145_3606018 crossref_primary_10_1155_2022_3032997 crossref_primary_10_3390_drones7060383 crossref_primary_10_1109_MWC_005_2200400 crossref_primary_10_1109_TCC_2023_3339394 crossref_primary_10_1109_JIOT_2024_3378687 crossref_primary_10_1016_j_comcom_2024_02_005 crossref_primary_10_1109_MNET_2024_3353414 crossref_primary_10_1109_TAES_2024_3455312 crossref_primary_10_1016_j_comcom_2023_01_006 crossref_primary_10_1109_LAWP_2023_3336469 crossref_primary_10_3390_jsan11040057 crossref_primary_10_1109_JSAC_2024_3459090 crossref_primary_10_1109_JIOT_2024_3490668 crossref_primary_10_1109_MNET_2024_3350025 crossref_primary_10_1109_COMST_2024_3424533 crossref_primary_10_1109_TWC_2022_3207923 crossref_primary_10_1109_TITS_2025_3551636 crossref_primary_10_1109_MNET_131_2200477 crossref_primary_10_1002_sat_1494 crossref_primary_10_1109_JSAC_2024_3460083 crossref_primary_10_1002_sat_1495 crossref_primary_10_1109_TWC_2024_3464610 crossref_primary_10_1109_ACCESS_2022_3173125 crossref_primary_10_1109_MWC_001_2200009 crossref_primary_10_1177_09596518241237568 crossref_primary_10_1007_s11276_024_03798_y crossref_primary_10_1186_s13634_024_01131_5 |
| Cites_doi | 10.1109/JSAC.2019.2906789 10.1109/LWC.2017.2710045 10.1109/JIOT.2017.2750180 10.1109/COMST.2018.2841996 10.1016/j.asr.2010.10.009 10.3390/s19040831 10.1109/MNET.2019.1800445 10.1109/MNET.2018.1800172 10.1109/JIOT.2020.2987600 10.1109/MNET.2018.1700354 10.1109/MWC.2018.1800160 10.1109/MNET.011.1900369 10.1109/JIOT.2020.3048345 10.1109/MWC.2019.1800297 |
| ContentType | Journal Article |
| Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021 |
| Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021 |
| DBID | 97E RIA RIE AAYXX CITATION 7SC 7SP 8FD JQ2 L7M L~C L~D |
| DOI | 10.1109/MNET.011.2000567 |
| DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005-present IEEE All-Society Periodicals Package (ASPP) 1998-Present IEEE Xplore Digital Libary (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 | 1558-156X |
| EndPage | 309 |
| ExternalDocumentID | 10_1109_MNET_011_2000567 9520380 |
| Genre | orig-research |
| GrantInformation_xml | – fundername: NSF grantid: ECCS-1811497 funderid: 10.13039/100000001 |
| GroupedDBID | -~X .DC 0R~ 29I 4.4 5GY 5VS 6IK 97E AAIKC AAJGR AAMNW AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACIWK AENEX AETIX AFOGA AGQYO AGSQL AHBIQ AI. AIBXA AKJIK AKQYR ALLEH ALMA_UNASSIGNED_HOLDINGS ASUFR ATWAV AZLTO BEFXN BFFAM BGNUA BKEBE BKOMP BPEOZ CS3 DU5 EBS EJD F5P HZ~ H~9 ICLAB IES IFIPE IFJZH IPLJI JAVBF LAI M43 MS~ O9- OCL PQQKQ RIA RIE RNS TN5 VH1 ZCA AAYXX CITATION 7SC 7SP 8FD JQ2 L7M L~C L~D |
| ID | FETCH-LOGICAL-c291t-6fb0776c6b11db3a38fbd07abdba6d6c052734dd0cf03fa7a5a1809ddf4e9ef73 |
| IEDL.DBID | RIE |
| ISICitedReferencesCount | 77 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000688521300053&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0890-8044 |
| IngestDate | Sun Jun 29 15:40:24 EDT 2025 Sat Nov 29 03:09:10 EST 2025 Tue Nov 18 22:11:59 EST 2025 Wed Aug 27 02:27:37 EDT 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 4 |
| 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-6fb0776c6b11db3a38fbd07abdba6d6c052734dd0cf03fa7a5a1809ddf4e9ef73 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| PQID | 2562954450 |
| PQPubID | 36211 |
| PageCount | 8 |
| ParticipantIDs | ieee_primary_9520380 proquest_journals_2562954450 crossref_citationtrail_10_1109_MNET_011_2000567 crossref_primary_10_1109_MNET_011_2000567 |
| PublicationCentury | 2000 |
| PublicationDate | 2021-07-01 |
| PublicationDateYYYYMMDD | 2021-07-01 |
| PublicationDate_xml | – month: 07 year: 2021 text: 2021-07-01 day: 01 |
| PublicationDecade | 2020 |
| PublicationPlace | New York |
| PublicationPlace_xml | – name: New York |
| PublicationTitle | IEEE network |
| PublicationTitleAbbrev | NET-M |
| PublicationYear | 2021 |
| 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 | xiong (ref12) 2001 ref13 ref15 ref14 ref11 ref10 ref2 ref1 ref8 ref7 ref9 ref4 ref3 ref6 ref5 |
| References_xml | – ident: ref11 doi: 10.1109/JSAC.2019.2906789 – ident: ref13 doi: 10.1109/LWC.2017.2710045 – ident: ref2 doi: 10.1109/JIOT.2017.2750180 – ident: ref1 doi: 10.1109/COMST.2018.2841996 – ident: ref4 doi: 10.1016/j.asr.2010.10.009 – ident: ref9 doi: 10.3390/s19040831 – ident: ref5 doi: 10.1109/MNET.2019.1800445 – ident: ref7 doi: 10.1109/MNET.2018.1800172 – year: 2001 ident: ref12 article-title: The Effect of Doppler Frequency Shift, Frequency Offset of the Local Oscillators, and Phase Noise on the Performance of Coherent OFDM Receivers publication-title: NASA Document – ident: ref14 doi: 10.1109/JIOT.2020.2987600 – ident: ref6 doi: 10.1109/MNET.2018.1700354 – ident: ref10 doi: 10.1109/MWC.2018.1800160 – ident: ref8 doi: 10.1109/MNET.011.1900369 – ident: ref15 doi: 10.1109/JIOT.2020.3048345 – ident: ref3 doi: 10.1109/MWC.2019.1800297 |
| SSID | ssj0014532 |
| Score | 2.6077423 |
| Snippet | Space-air-ground integrated networks (SAGINs) have gained significant attention and become a promising architecture for ubiquitous connectivity for SG-Advanced... |
| SourceID | proquest crossref ieee |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 302 |
| SubjectTerms | 6G mobile communication Computation Computer architecture Ecosystems Performance evaluation Quality of service Quality of service architectures Satellite networks Satellites Segments Space communications Systems architecture Traffic delay |
| Title | Computing over Space-Air-Ground Integrated Networks: Challenges and Opportunities |
| URI | https://ieeexplore.ieee.org/document/9520380 https://www.proquest.com/docview/2562954450 |
| Volume | 35 |
| WOSCitedRecordID | wos000688521300053&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: 1558-156X dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0014532 issn: 0890-8044 databaseCode: RIE dateStart: 19870101 isFulltext: true titleUrlDefault: https://ieeexplore.ieee.org/ providerName: IEEE |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LS8QwEA6reNCDb3F90YMXwbjpNmkabyIuenBVVPBWkkwCgnRlH_5-M2m7CorgLYcJlPnaZiYz832EHBstvAmBAVV9UJRbw6kW3FAAkBY0yNz4KDYhh8Pi5UXdd8jpfBbGORebz9wZLmMtH0Z2hldlPSX6LCtCgr4gpaxnteYVAy6iGBkrcDSacd6WJJnq3Q6vns6QqxPHUkRUlP86gqKmyo8fcTxdBmv_e651stpEkclFDfsG6bhqk6x84xbcIg-1XkNYJ9ilmTyG5NjRi9cxxeumCpKbligCkmHdCz45Ty5bbZVJooPN3TuG57Mq0q5uk-fB1dPlNW30E6jtq3RKc2-QrMfmJk3BZDorvAEmtQGjc8gtQ_I1DsCsZ5nXUguNbF4AnjvlvMx2yGI1qtwuSQrtlM4z5nMfMsIQ1NkUKcpdJrxIvdVd0mtdWtqGXBw1Lt7KmGQwVSIIZQChbEDokpP5jveaWOMP2y10-tyu8XeXHLSolc2XNylDCIelSy7Y3u-79slyH_tSYsvtAVmcjmfukCzZj-nrZHwUX6pPlprL1A |
| linkProvider | IEEE |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Na9wwEB2WtJDk0DZfdNO08aGXQpWVbcm2egshYUMTtyVbyM1IGgkCxQn7kd8fjWxvCw2F3nQYgZlnWzOamfcAPhotvQmBAVMZKiasEUxLYRgilhY1loXxUWyirOvq9lZ9H8Hn9SyMcy42n7kTWsZaPt7bFV2VTZTMeF6FBP2FFCJLu2mtdc1AyChHxisajuZCDEVJribX9fnshNg6aTBFRk3534dQVFX561ccz5eL1__3ZG_gVR9HJqcd8Dswcu0ubP_BLrgHPzrFhrBOqE8zuQnpsWOnd3NGF04tJpcDVQQmddcNvviSnA3qKotEB5tvDxSgr9pIvLoPPy_OZ2dT1isoMJupdMkKb4iuxxYmTdHkOq-8QV5qg0YXWFhO9GsCkVvPc69LLTXxeSF64ZTzZX4AG-19695CUmmndJFzX_iQE4awzqZEUu5y6WXqrR7DZHBpY3t6cVK5-NXENIOrhkBoAghND8IYPq13PHTUGv-w3SOnr-16f4_haECt6b-9RROCOCpeCskPn991DJvT2fVVc3VZf30HWxl1qcQG3CPYWM5X7j28tI_Lu8X8Q3zBngBaiM8b |
| 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=Computing+over+Space-Air-Ground+Integrated+Networks%3A+Challenges+and+Opportunities&rft.jtitle=IEEE+network&rft.au=Shang%2C+Bodong&rft.au=Yi%2C+Yang&rft.au=Liu%2C+Lingjia&rft.date=2021-07-01&rft.issn=0890-8044&rft.eissn=1558-156X&rft.volume=35&rft.issue=4&rft.spage=302&rft.epage=309&rft_id=info:doi/10.1109%2FMNET.011.2000567&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_MNET_011_2000567 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0890-8044&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0890-8044&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0890-8044&client=summon |