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EAQ: Enabling Authenticated Complex Query Services in Sustainable-Storage Blockchain | IEEE Journals & Magazine | IEEE Xplore

EAQ: Enabling Authenticated Complex Query Services in Sustainable-Storage Blockchain


Abstract:

The data query service is urgently required in sustainable-storage blockchain, where full nodes store the entire transaction data while light nodes only store block heade...Show More

Abstract:

The data query service is urgently required in sustainable-storage blockchain, where full nodes store the entire transaction data while light nodes only store block headers. Queries invariably seek data with multiple attributes. However, no existing method provides a unified authenticated data structure (ADS) to support complex query operators (e.g., range queries and data object queries) on multiattribute blockchain data. In this paper, we propose a framework EAQ that effectively supports both fast data queries on multiple attributes and authentication of the query result. We propose a new ADS, called the MR^{Bloom}-tree, based on the Bloom filter (BF) and Merkle R-tree. We prove the decomposability of BFs, which enables the BF to be seamlessly incorporated with the Merkle R-tree. This ADS enables range-level search using multidimensional attribute ranges and object-level search using BFs. This ADS also supports querying and proving inexistent data objects. To reduce storage overhead, we improve the MR^{Bloom}-tree using the suppressed BF structure, which constructs only one BF independent of the number of attributes. To manage string attributes, we transform them into discrete numerical attributes using density-based clustering to represent similar items with close numerical values. Experiments show that the proposed framework achieves promising results.
Published in: IEEE Transactions on Sustainable Computing ( Volume: 8, Issue: 3, 01 July-Sept. 2023)
Page(s): 435 - 447
Date of Publication: 30 March 2023

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