PMRQ: Achieving Efficient and Privacy-Preserving Multidimensional Range Query in eHealthcare
Healthcare data explosion and cloud computing booming have motivated healthcare centers to outsource their healthcare data and data-driven services to a powerful cloud. Nevertheless, due to privacy concerns, the data are usually encrypted before being outsourced, which will degrade the data utility...
Saved in:
| Published in | IEEE internet of things journal Vol. 9; no. 18; pp. 17468 - 17479 |
|---|---|
| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Piscataway
IEEE
15.09.2022
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
| Online Access | Get full text |
| ISSN | 2327-4662 2327-4662 |
| DOI | 10.1109/JIOT.2022.3158321 |
Cover
| Abstract | Healthcare data explosion and cloud computing booming have motivated healthcare centers to outsource their healthcare data and data-driven services to a powerful cloud. Nevertheless, due to privacy concerns, the data are usually encrypted before being outsourced, which will degrade the data utility and make it challenging to implement data-driven services. Although the multidimensional range query over encrypted data, as one of the most popular outsourced services in eHealthcare, has been extensively studied, existing solutions still have some limitations in efficiency, privacy, and practicality. Aiming at this challenge, in this article, we design an efficient and privacy-preserving multidimensional range query (PMRQ) scheme. We first build an R-tree to index the data set and reduce the R-tree-based range queries to the multidimensional range intersection problem. Then, by delicately designing a data comparison algorithm and a homomorphic encoding technique, we present an encoding-based range intersection algorithm. After that, by employing matrix encryption to protect the privacy of the encoding-based range intersection algorithm, we design a multidimensional range intersection predicate encryption (MRIPE) scheme. Based on the MRIPE scheme, we then propose our PMRQ scheme. A detailed security analysis illustrates that our PMRQ scheme is privacy preserving, and experimental results demonstrate that it is computationally efficient. |
|---|---|
| AbstractList | Healthcare data explosion and cloud computing booming have motivated healthcare centers to outsource their healthcare data and data-driven services to a powerful cloud. Nevertheless, due to privacy concerns, the data are usually encrypted before being outsourced, which will degrade the data utility and make it challenging to implement data-driven services. Although the multidimensional range query over encrypted data, as one of the most popular outsourced services in eHealthcare, has been extensively studied, existing solutions still have some limitations in efficiency, privacy, and practicality. Aiming at this challenge, in this article, we design an efficient and privacy-preserving multidimensional range query (PMRQ) scheme. We first build an R-tree to index the data set and reduce the R-tree-based range queries to the multidimensional range intersection problem. Then, by delicately designing a data comparison algorithm and a homomorphic encoding technique, we present an encoding-based range intersection algorithm. After that, by employing matrix encryption to protect the privacy of the encoding-based range intersection algorithm, we design a multidimensional range intersection predicate encryption (MRIPE) scheme. Based on the MRIPE scheme, we then propose our PMRQ scheme. A detailed security analysis illustrates that our PMRQ scheme is privacy preserving, and experimental results demonstrate that it is computationally efficient. |
| Author | Shao, Jun Lu, Rongxing Wang, Fengwei Zhu, Hui Zheng, Yandong Guan, Yunguo Zhang, Songnian |
| Author_xml | – sequence: 1 givenname: Yandong orcidid: 0000-0003-4534-5670 surname: Zheng fullname: Zheng, Yandong email: yzheng8@unb.ca organization: Faculty of Computer Science, University of New Brunswick, Fredericton, NB, Canada – sequence: 2 givenname: Rongxing orcidid: 0000-0001-5720-0941 surname: Lu fullname: Lu, Rongxing email: rlu1@unb.ca organization: Faculty of Computer Science, University of New Brunswick, Fredericton, NB, Canada – sequence: 3 givenname: Songnian orcidid: 0000-0002-0558-4485 surname: Zhang fullname: Zhang, Songnian email: szhang17@unb.ca organization: Faculty of Computer Science, University of New Brunswick, Fredericton, NB, Canada – sequence: 4 givenname: Yunguo orcidid: 0000-0002-3965-3389 surname: Guan fullname: Guan, Yunguo email: yguan4@unb.ca organization: Faculty of Computer Science, University of New Brunswick, Fredericton, NB, Canada – sequence: 5 givenname: Jun orcidid: 0000-0001-8352-0973 surname: Shao fullname: Shao, Jun email: chn.junshao@gmail.com organization: School of Computer and Information Engineering, Zhejiang Gongshang University, Hangzhou, China – sequence: 6 givenname: Fengwei surname: Wang fullname: Wang, Fengwei email: wangfengwei@xidian.edu.cn organization: State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an, China – sequence: 7 givenname: Hui orcidid: 0000-0002-5853-633X surname: Zhu fullname: Zhu, Hui email: zhuhui@xidian.edu.cn organization: State Key Laboratory of Integrated Services Networks, Xidian University, Xi'an, China |
| BookMark | eNp9kMtOwkAUhidGExF5AOOmieviXJjWuiMEBQPhEtyZNKfDGRhSpjhTSHh7iyXGuHB1zuL_zuW7IZe2sEjIHaNtxmjy-DacLNqcct4WTD4Jzi5Igwseh50o4pe_-mvS8n5DKa0wyZKoQT6m4_nsOeiqtcGDsaugr7VRBm0ZgF0GU2cOoI7h1KFH9x0Y7_PSLM0WrTeFhTyYg11hMNujOwbGBjhAyMu1Aoe35EpD7rF1rk3y_tJf9AbhaPI67HVHoRIyKUPMMqAUI5CgE6AadaRiLfQyS2LMgMmIY6J1hhIodhIJUuCSZkpmIOJOxEWTPNRzd6743KMv002xd9VtPuVx_SplVYrVKeUK7x3qdOfMFtwxZTQ9eUxPHtOTx_TssWLiP4wyJZTV46UDk_9L3tekQcSfTUkseCdi4gtN54NN |
| CODEN | IITJAU |
| CitedBy_id | crossref_primary_10_1109_JIOT_2023_3334615 crossref_primary_10_1109_TIFS_2023_3262147 crossref_primary_10_1016_j_ins_2023_119773 crossref_primary_10_1109_JIOT_2024_3408812 crossref_primary_10_3390_electronics12030658 crossref_primary_10_1109_TSC_2024_3436573 crossref_primary_10_1109_JIOT_2023_3326004 crossref_primary_10_1109_JSYST_2023_3302268 crossref_primary_10_1109_ACCESS_2024_3515042 crossref_primary_10_1360_SSPMA_2023_0187 crossref_primary_10_1109_TCC_2022_3205700 crossref_primary_10_1109_JIOT_2023_3317334 crossref_primary_10_1109_TIFS_2022_3231785 crossref_primary_10_1109_TDSC_2024_3408816 crossref_primary_10_1016_j_compeleceng_2024_109367 crossref_primary_10_1109_TCC_2022_3208711 crossref_primary_10_1109_TSC_2022_3219099 crossref_primary_10_1109_TIFS_2025_3540576 crossref_primary_10_1109_TSC_2023_3333347 crossref_primary_10_1109_TBDATA_2023_3342623 crossref_primary_10_1016_j_eswa_2025_126387 |
| Cites_doi | 10.1016/j.jnca.2019.06.016 10.1007/11818175_17 10.1109/TVT.2018.2888854 10.1109/TDSC.2014.2313863 10.1145/2590296.2590305 10.1016/j.ins.2017.11.065 10.1109/TKDE.2020.2983030 10.1145/2633600 10.1109/JIOT.2021.3068859 10.1109/ICC40277.2020.9148875 10.1109/TITS.2020.2983466 10.1109/INFOCOM.2018.8485826 10.1145/971697.602266 10.1007/978-3-540-70936-7_29 10.1007/s00778-011-0245-7 10.1016/j.ins.2020.12.007 10.1145/1559845.1559862 10.1007/978-3-642-01001-9_13 10.1109/JIOT.2021.3117933 10.1109/JIOT.2021.3079106 10.1109/ICDE.2013.6544835 10.1109/SP.2007.29 10.1007/s10916-019-1229-1 10.1109/TDSC.2021.3101120 10.1109/TSC.2021.3081350 10.1007/978-3-642-00457-5_27 10.1007/978-3-642-22792-9_33 |
| ContentType | Journal Article |
| Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2022 |
| Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2022 |
| DBID | 97E RIA RIE AAYXX CITATION 7SC 8FD JQ2 L7M L~C L~D |
| DOI | 10.1109/JIOT.2022.3158321 |
| DatabaseName | IEEE Xplore (IEEE) IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Computer and Information Systems 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 Computer and Information Systems Abstracts Technology Research Database Computer and Information Systems Abstracts – Academic Advanced Technologies Database with Aerospace ProQuest Computer Science Collection Computer and Information Systems Abstracts Professional |
| DatabaseTitleList | Computer and Information Systems Abstracts |
| Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| EISSN | 2327-4662 |
| EndPage | 17479 |
| ExternalDocumentID | 10_1109_JIOT_2022_3158321 9732461 |
| Genre | orig-research |
| GrantInformation_xml | – fundername: NSF of Shaanxi Province grantid: 2019ZDLGY12-02 – fundername: NSFC grantid: 61972304 funderid: 10.13039/501100001809 – fundername: Zhejiang Natural Science Foundation grantid: LZ18F020003 funderid: 10.13039/501100004731 – fundername: Natural Sciences and Engineering Research Council of Canada grantid: 04009 funderid: 10.13039/501100000038 |
| GroupedDBID | 0R~ 6IK 97E AAJGR AARMG AASAJ AAWTH ABAZT ABJNI ABQJQ ABVLG AGQYO AHBIQ AKJIK AKQYR ALMA_UNASSIGNED_HOLDINGS ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ EBS IFIPE IPLJI JAVBF M43 OCL PQQKQ RIA RIE AAYXX CITATION 7SC 8FD JQ2 L7M L~C L~D |
| ID | FETCH-LOGICAL-c359t-ebba00e6a5af9a0fef6c7f3fdb97eba1562e9ffbe5a0e495a53ed0bc5ba374623 |
| IEDL.DBID | RIE |
| ISSN | 2327-4662 |
| IngestDate | Mon Jun 30 04:08:43 EDT 2025 Wed Oct 01 04:45:44 EDT 2025 Thu Apr 24 23:03:41 EDT 2025 Wed Aug 27 02:14:37 EDT 2025 |
| IsPeerReviewed | false |
| IsScholarly | true |
| Issue | 18 |
| 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-c359t-ebba00e6a5af9a0fef6c7f3fdb97eba1562e9ffbe5a0e495a53ed0bc5ba374623 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ORCID | 0000-0002-0558-4485 0000-0001-8352-0973 0000-0002-3965-3389 0000-0003-4534-5670 0000-0001-5720-0941 0000-0002-5853-633X |
| PQID | 2711051901 |
| PQPubID | 2040421 |
| PageCount | 12 |
| ParticipantIDs | proquest_journals_2711051901 crossref_primary_10_1109_JIOT_2022_3158321 ieee_primary_9732461 crossref_citationtrail_10_1109_JIOT_2022_3158321 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2022-09-15 |
| PublicationDateYYYYMMDD | 2022-09-15 |
| PublicationDate_xml | – month: 09 year: 2022 text: 2022-09-15 day: 15 |
| PublicationDecade | 2020 |
| PublicationPlace | Piscataway |
| PublicationPlace_xml | – name: Piscataway |
| PublicationTitle | IEEE internet of things journal |
| PublicationTitleAbbrev | JIoT |
| PublicationYear | 2022 |
| 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 ref12 ref15 ref14 ref31 ref30 ref11 ref2 ref1 Stinson (ref22) 1995 ref16 ref19 ref18 Lu (ref10) ref23 ref26 ref25 Xiao (ref32) 2012 ref20 (ref24) 2021 ref21 ref28 ref27 ref29 ref8 ref7 ref9 ref4 ref3 ref6 ref5 Fan (ref17) 2012 |
| References_xml | – ident: ref1 doi: 10.1016/j.jnca.2019.06.016 – ident: ref27 doi: 10.1007/11818175_17 – ident: ref25 doi: 10.1109/TVT.2018.2888854 – year: 2012 ident: ref17 article-title: Somewhat practical fully homomorphic encryption – ident: ref14 doi: 10.1109/TDSC.2014.2313863 – ident: ref9 doi: 10.1145/2590296.2590305 – ident: ref12 doi: 10.1016/j.ins.2017.11.065 – ident: ref13 doi: 10.1109/TKDE.2020.2983030 – volume-title: Proc. 19th Annu. Netw. Distrib. Syst. Security Symp. (NDSS) ident: ref10 article-title: Privacy-preserving logarithmic-time search on encrypted data in cloud – ident: ref18 doi: 10.1145/2633600 – ident: ref4 doi: 10.1109/JIOT.2021.3068859 – ident: ref19 doi: 10.1109/ICC40277.2020.9148875 – ident: ref26 doi: 10.1109/TITS.2020.2983466 – ident: ref6 doi: 10.1109/INFOCOM.2018.8485826 – year: 2012 ident: ref32 article-title: A note for the ideal order-preserving encryption object and generalized order-preserving encryption – ident: ref21 doi: 10.1145/971697.602266 – ident: ref7 doi: 10.1007/978-3-540-70936-7_29 – ident: ref15 doi: 10.1007/s00778-011-0245-7 – ident: ref3 doi: 10.1016/j.ins.2020.12.007 – ident: ref29 doi: 10.1145/1559845.1559862 – ident: ref30 doi: 10.1007/978-3-642-01001-9_13 – volume-title: Cryptography—Theory and Practice year: 1995 ident: ref22 – ident: ref5 doi: 10.1109/JIOT.2021.3117933 – ident: ref20 doi: 10.1109/JIOT.2021.3079106 – volume-title: Cardiovascular Disease Dataset year: 2021 ident: ref24 – ident: ref11 doi: 10.1109/ICDE.2013.6544835 – ident: ref8 doi: 10.1109/SP.2007.29 – ident: ref2 doi: 10.1007/s10916-019-1229-1 – ident: ref16 doi: 10.1109/TDSC.2021.3101120 – ident: ref23 doi: 10.1109/TSC.2021.3081350 – ident: ref28 doi: 10.1007/978-3-642-00457-5_27 – ident: ref31 doi: 10.1007/978-3-642-22792-9_33 |
| SSID | ssj0001105196 |
| Score | 2.4094336 |
| Snippet | Healthcare data explosion and cloud computing booming have motivated healthcare centers to outsource their healthcare data and data-driven services to a... |
| SourceID | proquest crossref ieee |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 17468 |
| SubjectTerms | Algorithms Cloud computing Data privacy eHealthcare Encryption Health care homomorphic encoding Indexes Intersections Medical services multidimensional range query Outsourcing Privacy Queries R-tree Servers single-dimensional privacy |
| Title | PMRQ: Achieving Efficient and Privacy-Preserving Multidimensional Range Query in eHealthcare |
| URI | https://ieeexplore.ieee.org/document/9732461 https://www.proquest.com/docview/2711051901 |
| Volume | 9 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVIEE databaseName: IEEE Electronic Library (IEL) customDbUrl: eissn: 2327-4662 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0001105196 issn: 2327-4662 databaseCode: RIE dateStart: 20140101 isFulltext: true titleUrlDefault: https://ieeexplore.ieee.org/ providerName: IEEE |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LSwMxEA7VkxdfVaxWycGTuDX7yO7Gm4hShWorFnoQljwmWJSt1Faov97M7rbiA_GWwyQEvkkyM5mZj5DDIBC-spZ7gZDMi0wkvNSC8KJQhUHK09RPsBq5cxO3-9H1gA9q5HhRCwMARfIZtHBY_OWbkZ5iqOwEO8tE6OssJWlc1mp9xlN8NEbi6uPSZ-Lk-ur23jmAQeD8Uo6EPF-enoJL5ccFXLwql2ukM99PmUzy1JpOVEu_f2vV-N8Nr5PVyrykZ6U-bJAa5JtkbU7dQKuTXCcP3c5d75Se6cchYEiBXhStJNxqVOaGdsfDN6lnHiZo4GXiBIpKXYNcAGUfD3qHZQm0N4XxjA5zCu1FJtkW6V9e3J-3vYpowdMhFxMPlJKMQSy5tA4yCzbWiQ2tUSIBJZ2LF4CwVgGXDJxHJXkIhinNlQyTyBlQ22Q5H-WwQ6hBLiIlY6Z8E0njy9iGUoCQ0jDNARqEzTHIdNWFHMkwnrPCG2EiQ9gyhC2rYGuQo8WUl7IFx1_CdYRhIVgh0CDNOdBZdUhfsyAplYb5u7_P2iMruDamh_i8SZYn4ynsOxtkog4K5fsAMRnbvg |
| linkProvider | IEEE |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LTxsxEB4hONBLgVLUQEp96Klig3fX3o17QwgUHqGAgsQBaeXHWI2KFhQSpPDr8exugloQ6m0PY6-lb2zPjGfmA_ieJCo23ssoUZpHwgkVdT2qSKQmTbqy241zqkbun2W9K3F8La8XYGdeC4OIVfIZduizest3d3ZCobJd6iwjyNdZkkIIWVdrvURUYjJHsubpMuZq9_jo1yC4gEkSPFNJlDx_XT4Vm8qrI7i6Vw5XoD9bUZ1O8qczGZuOffqnWeP_LnkVPjYGJturNWINFrD8BCsz8gbW7OV1uDnvX178ZHv29xApqMAOqmYSYTamS8fOR8NHbacRpWjQcRIEqlpdR2wAdScPdkmFCexigqMpG5YMe_Ncss9wdXgw2O9FDdVCZFOpxhEaoznHTEvtA2gefWZzn3pnVI5GBycvQeW9Qak5Bp9KyxQdN1YaneYimFAbsFjelfgFmCM2IqMzbmIntIt15lOtUGntuJWILeAzDArb9CEnOozbovJHuCoItoJgKxrYWvBjPuS-bsLxnvA6wTAXbBBoQXsGdNFs04ciyWul4fHm26O-wXJv0D8tTo_OTrbgA_2HkkVi2YbF8WiCX4NFMjbblSI-A9VQ3ws |
| 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=PMRQ%3A+Achieving+Efficient+and+Privacy-Preserving+Multidimensional+Range+Query+in+eHealthcare&rft.jtitle=IEEE+internet+of+things+journal&rft.au=Zheng%2C+Yandong&rft.au=Lu%2C+Rongxing&rft.au=Zhang%2C+Songnian&rft.au=Guan%2C+Yunguo&rft.date=2022-09-15&rft.pub=The+Institute+of+Electrical+and+Electronics+Engineers%2C+Inc.+%28IEEE%29&rft.eissn=2327-4662&rft.volume=9&rft.issue=18&rft.spage=17468&rft_id=info:doi/10.1109%2FJIOT.2022.3158321&rft.externalDBID=NO_FULL_TEXT |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2327-4662&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2327-4662&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2327-4662&client=summon |