A Blockchain-Based Hierarchical Dynamic Collaborative Storage Model
The pervasive application of blockchain technology has led to a significant increase in data volume, presenting significant challenges to existing storage architectures in environments characterized by large volumes of data and highfrequency transactions. To enhance the scalability of blockchain, this study introduces an innovative framework, Hierarchical Dynamic Storage Management Chain Model, named HDSMC. The model consists of two stages. In the first phase of the model, when multimodal data files are uploaded, LBA techniques are employed to securely eliminate unnecessary redundancy, effectively preventing the storage of duplicate data. In the second phase, further processing is conducted on the generated blocks. This involves analyzing the frequency of block access to compute the variation in block “heat”. Based on the Block Heat (BH), the number of replicas for each block across participating nodes is then determined. Furthermore, the framework implements an adaptive tiering strategy based on data access frequency and its importance, which facilitates the timely migration of data to an appropriate storage level. A simulated Hyperledger Fabric environment was employed to deploy the HDSMC framework and to assess its performance against current storage methodologies. The empirical outcomes indicated that this approach could achieve lower storage expenditures while ensuring high reliability. This research not only presents a novel strategy for blockchain storage management but also suggests potential applications for storage optimization in other big data scenarios.
Authors
- Quan Yuan (ORCID: https://orcid.org/0000-0002-8397-4024)
- Yunfeng Dong (ORCID: https://orcid.org/0000-0002-5905-2660)
- Haoyu Jia
- Yu Wang (ORCID: https://orcid.org/0000-0001-7288-9150)
- Xiaoming Wu (ORCID: https://orcid.org/0000-0003-0268-0217)
- Xiangzhi Liu (ORCID: https://orcid.org/0009-0002-3874-5289)
Institutions
- Qilu University of Technology (CN)
- Shandong Academy of Sciences (CN)
Publication Details
- Published
- 2024-12-02
- DOI
- https://doi.org/10.1109/swc62898.2024.00076
- Primary Topic
- Blockchain Technology Applications and Security
- Type
- article
- Field-Weighted Citation Impact
- 0.00