Making Big Data Open in Edges: A Resource-Efficient Blockchain-Based Approach
The emergence of edge computing has witnessed a fast-growing volume of data on edge devices belonging to different stakeholders which, however, cannot be shared among them due to the lack of the trust. By exploiting blockchain's non-repudiation and non-tampering properties that enable trust, we...
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Published in | IEEE transactions on parallel and distributed systems Vol. 30; no. 4; pp. 870 - 882 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.04.2019
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 1045-9219 1558-2183 |
DOI | 10.1109/TPDS.2018.2871449 |
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Abstract | The emergence of edge computing has witnessed a fast-growing volume of data on edge devices belonging to different stakeholders which, however, cannot be shared among them due to the lack of the trust. By exploiting blockchain's non-repudiation and non-tampering properties that enable trust, we develop a blockchain-based big data sharing framework to support various applications across resource-limited edges. In particular, we devise a number of novel resource-efficient techniques for the framework: (1) the PoC (Proof-of-Collaboration) based consensus mechanism with low computation complexity which is especially beneficial to the edge devices with low computation capacity, (2) the blockchain transaction filtering and offloading scheme that can significantly reduce the storage overhead, and (3) new types of blockchain transaction (i.e., Express Transaction) and block (i.e., Hollow Block) to enhance the communication efficiency. Extensive experiments are conducted and the results demonstrate the superior performance of our proposal. |
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AbstractList | The emergence of edge computing has witnessed a fast-growing volume of data on edge devices belonging to different stakeholders which, however, cannot be shared among them due to the lack of the trust. By exploiting blockchain's non-repudiation and non-tampering properties that enable trust, we develop a blockchain-based big data sharing framework to support various applications across resource-limited edges. In particular, we devise a number of novel resource-efficient techniques for the framework: (1) the PoC (Proof-of-Collaboration) based consensus mechanism with low computation complexity which is especially beneficial to the edge devices with low computation capacity, (2) the blockchain transaction filtering and offloading scheme that can significantly reduce the storage overhead, and (3) new types of blockchain transaction (i.e., Express Transaction) and block (i.e., Hollow Block) to enhance the communication efficiency. Extensive experiments are conducted and the results demonstrate the superior performance of our proposal. |
Author | Xu, Chenhan Luo, Jiangtao Ye, Baoliu Li, Peng Wang, Kun Guo, Song Guo, Minyi |
Author_xml | – sequence: 1 givenname: Chenhan orcidid: 0000-0002-1395-4570 surname: Xu fullname: Xu, Chenhan email: xchank@outlook.com organization: Key Laboratory of Broadband Wireless Communication and Sensor Network Technology, Nanjing University of Posts and Telecommunications, Nanjing, China – sequence: 2 givenname: Kun orcidid: 0000-0002-9099-2781 surname: Wang fullname: Wang, Kun email: kwang@njupt.edu.cn organization: Jiangsu High Technology Research Key Laboratory for Wireless Sensor Networks, Nanjing University of Posts and Telecommunications, Nanjing, China – sequence: 3 givenname: Peng surname: Li fullname: Li, Peng email: pengli@u-aizu.ac.jp organization: School of Computer Science and Engineering, The University of Aizu, Aizu-Wakamatsu City, Fukushima, Japan – sequence: 4 givenname: Song orcidid: 0000-0001-9831-2202 surname: Guo fullname: Guo, Song email: song.guo@polyu.edu.hk organization: Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China – sequence: 5 givenname: Jiangtao orcidid: 0000-0002-9160-3047 surname: Luo fullname: Luo, Jiangtao email: luojt@cqupt.edu.cn organization: Electronic Information and Networking Research Institute, Chongqing University of Posts and Telecommunications, Chongqing, China – sequence: 6 givenname: Baoliu surname: Ye fullname: Ye, Baoliu email: yebl@hhu.edu.cn organization: School of Computer and Infomation, Hohai University, Nanjing, China – sequence: 7 givenname: Minyi orcidid: 0000-0003-0034-2302 surname: Guo fullname: Guo, Minyi email: guomy@cs.sjtu.edu.cn organization: Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China |
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SubjectTerms | Big Data Blockchain collaborative edges consensus mechanism Cryptocurrency Cryptography Data management Data retrieval Distributed databases Distributed processing Edge computing Electronic devices transaction offloading |
Title | Making Big Data Open in Edges: A Resource-Efficient Blockchain-Based Approach |
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