{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T06:45:50Z","timestamp":1777704350498,"version":"3.51.4"},"reference-count":28,"publisher":"SAGE Publications","issue":"4","license":[{"start":{"date-parts":[[2018,7,16]],"date-time":"2018-07-16T00:00:00Z","timestamp":1531699200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"published-print":{"date-parts":[[2018,10,27]]},"abstract":"<jats:p>The current massive data storage and sharing algorithm based on file system and NIOT have not considered the heterogeneous and real-time characteristics of data in distributed and heterogeneous environment, which has the problems of high storage capacity, high time delay of data sharing, and poor security of data. To address this problem, massive data storage and sharing algorithm in distributed heterogeneous environment is proposed in this paper. Hierarchical analysis of distributed heterogeneous environment is carried out. By using the file system, database technology, and hybrid technology, with the heterogeneous and real-time characteristics of massive data in distributed heterogeneous architecture, a three-level storage framework is obtained. Distributed storage algorithm is applied to save massive data. Through HBase-based massive data sharing algorithm in distributed heterogeneous environment, based on data integration mode of data warehouse, massive data sharing is achieved based on blackboard system to reduce data sharing delay. The node encryption unit is used to improve data security. Experimental results show that the proposed algorithm can reduce the occupancy rate of storage capacity, with stable storage speed and low sharing time delay. It can play a good role for data security.<\/jats:p>","DOI":"10.3233\/jifs-169724","type":"journal-article","created":{"date-parts":[[2018,7,17]],"date-time":"2018-07-17T12:15:44Z","timestamp":1531829744000},"page":"4017-4026","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":7,"title":["Massive data storage and sharing algorithm in distributed heterogeneous environment"],"prefix":"10.1177","volume":"35","author":[{"given":"Jinsong","family":"Xu","sequence":"first","affiliation":[{"name":"School of Modern Posts and Institute of Modern Posts, Nanjing University of Posts and Telecommunications, Nanjing, China"}]},{"given":"T.J.","family":"Smith","sequence":"additional","affiliation":[{"name":"University of Amsterdam, Amsterdam School of Economics, Amsterdam, Netherlands"}]}],"member":"179","published-online":{"date-parts":[[2018,7,16]]},"reference":[{"issue":"7","key":"e_1_3_1_2_2","first-page":"178","article-title":"Beamforming design based on energy efficiency analysis in heterogeneous networks","volume":"32","author":"Bao H.","year":"2015","unstructured":"BaoH. and ShiP., Beamforming design based on energy efficiency analysis in heterogeneous networks, Computer Simulation32(7) (2015), 178\u2013181.","journal-title":"Computer Simulation"},{"key":"e_1_3_1_3_2","doi-asserted-by":"publisher","DOI":"10.3390\/s150407434"},{"issue":"99","key":"e_1_3_1_4_2","first-page":"1","article-title":"Boafft: Distributed Deduplication for Big Data Storage in the Cloud","author":"Luo S.","year":"2015","unstructured":"LuoS., ZhangG., WuC.et al., Boafft: Distributed Deduplication for Big Data Storage in the Cloud, IEEE Transactions on Cloud ComputingPP(99) (2015), 1.","journal-title":"IEEE Transactions on Cloud Computing"},{"issue":"6","key":"e_1_3_1_5_2","first-page":"1","article-title":"An optimized MapReduce workflow scheduling algorithm for heterogeneous computing","volume":"72","author":"Tang Z.","year":"2014","unstructured":"TangZ., LiuM., AmmarA.et al., An optimized MapReduce workflow scheduling algorithm for heterogeneous computing, Journal of Supercomputing72(6) (2014), 1\u201321.","journal-title":"Journal of Supercomputing"},{"key":"e_1_3_1_6_2","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2014.2306592"},{"key":"e_1_3_1_7_2","doi-asserted-by":"publisher","DOI":"10.1021\/jp511507d"},{"key":"e_1_3_1_8_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2014.11.019"},{"issue":"7","key":"e_1_3_1_9_2","first-page":"392","article-title":"Simulation analysis of parallel and efficient detection method in large database","volume":"33","author":"Yang X.-Q.","year":"2016","unstructured":"YangX.-Q., Simulation analysis of parallel and efficient detection method in large database, Computer Simulation33(7) (2016), 392\u2013394.","journal-title":"Computer Simulation"},{"key":"e_1_3_1_10_2","doi-asserted-by":"publisher","DOI":"10.1109\/TC.2013.62"},{"issue":"11","key":"e_1_3_1_11_2","first-page":"309","article-title":"Hyporheic exchange with heterogeneous streambeds: Laboratory experiments and modelling","volume":"40","author":"Salehin M.","year":"2016","unstructured":"SalehinM., PackmanA.I. and ParadisM., Hyporheic exchange with heterogeneous streambeds: Laboratory experiments and modelling, Water Resources Research40(11) (2016), 309\u2013316.","journal-title":"Water Resources Research"},{"key":"e_1_3_1_12_2","doi-asserted-by":"publisher","DOI":"10.1134\/S0036024414120176"},{"key":"e_1_3_1_13_2","doi-asserted-by":"publisher","DOI":"10.2135\/cropsci2014.08.0582"},{"key":"e_1_3_1_14_2","first-page":"83","article-title":"Hybrid evolutionary workflow scheduling algorithm for dynamic heterogeneous distributed computational environment","volume":"299","author":"Nasonov D.","year":"2016","unstructured":"NasonovD., ButakovN., BalakhontsevaM.et al., Hybrid evolutionary workflow scheduling algorithm for dynamic heterogeneous distributed computational environment, Journal of Applied Logic299 (2016), 83\u201392.","journal-title":"Journal of Applied Logic"},{"key":"e_1_3_1_15_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10546-014-9962-y"},{"key":"e_1_3_1_16_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cherd.2017.06.012"},{"key":"e_1_3_1_17_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.sysconle.2014.08.006"},{"key":"e_1_3_1_18_2","doi-asserted-by":"publisher","DOI":"10.2135\/cropsci2013.09.0653"},{"key":"e_1_3_1_19_2","doi-asserted-by":"publisher","DOI":"10.1109\/TETC.2014.2300632"},{"issue":"4","key":"e_1_3_1_20_2","first-page":"429","article-title":"Text information retrieval algorithm simulation analysis under massive data","volume":"33","author":"Wang L.-J.","year":"2016","unstructured":"WangL.-J., Text information retrieval algorithm simulation analysis under massive data, Computer Simulation33(4) (2016), 429\u2013432.","journal-title":"Computer Simulation"},{"key":"e_1_3_1_21_2","doi-asserted-by":"publisher","DOI":"10.1002\/2013WR015219"},{"key":"e_1_3_1_22_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.jsps.2017.04.021"},{"issue":"1","key":"e_1_3_1_23_2","first-page":"128","article-title":"Occurrence of recent dedolomite crust on pedogenic calcrete in Al-Jabal Al-Akhdar, Northern Oman","volume":"45","author":"Khalaf F.","year":"2018","unstructured":"KhalafF. and Al-ZamelA., Occurrence of recent dedolomite crust on pedogenic calcrete in Al-Jabal Al-Akhdar, Northern Oman, Kuwait Journal of Science45(1) (2018), 128\u2013137.","journal-title":"Kuwait Journal of Science"},{"key":"e_1_3_1_24_2","doi-asserted-by":"publisher","DOI":"10.1080\/09720529.2016.1183312"},{"key":"e_1_3_1_25_2","doi-asserted-by":"publisher","DOI":"10.1080\/09720502.2016.1258835"},{"issue":"8","key":"e_1_3_1_26_2","first-page":"5217","article-title":"Performance of Financial Expenditure in China\u2019s basic science and math education: Panel Data Analysis Based on CCR Model and BBC Model","volume":"13","author":"Si L.","year":"2017","unstructured":"SiL. and QiaoH., Performance of Financial Expenditure in China\u2019s basic science and math education: Panel Data Analysis Based on CCR Model and BBC Model, Eurasia Journal of Mathematics Science and Technology Education13(8) (2017), 5217\u20135224.","journal-title":"Eurasia Journal of Mathematics Science and Technology Education"},{"key":"e_1_3_1_27_2","doi-asserted-by":"publisher","DOI":"10.3934\/dcdss.2018043"},{"key":"e_1_3_1_28_2","doi-asserted-by":"publisher","DOI":"10.21042\/AMNS.2017.1.00014"},{"key":"e_1_3_1_29_2","doi-asserted-by":"publisher","DOI":"10.21042\/AMNS.2017.1.00023"}],"container-title":["Journal of Intelligent &amp; Fuzzy Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.3233\/JIFS-169724","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/full-xml\/10.3233\/JIFS-169724","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.3233\/JIFS-169724","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T09:41:01Z","timestamp":1777455661000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.3233\/JIFS-169724"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,7,16]]},"references-count":28,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2018,10,27]]}},"alternative-id":["10.3233\/JIFS-169724"],"URL":"https:\/\/doi.org\/10.3233\/jifs-169724","relation":{},"ISSN":["1064-1246","1875-8967"],"issn-type":[{"value":"1064-1246","type":"print"},{"value":"1875-8967","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,7,16]]}}}