Maximizing Blockchain Performance: Mitigating Conflicting Transactions through Parallelism and Dependency Management
- URL: http://arxiv.org/abs/2407.01426v2
- Date: Wed, 3 Jul 2024 00:33:43 GMT
- Title: Maximizing Blockchain Performance: Mitigating Conflicting Transactions through Parallelism and Dependency Management
- Authors: Faisal Haque Bappy, Tarannum Shaila Zaman, Md Sajidul Islam Sajid, Mir Mehedi Ahsan Pritom, Tariqul Islam,
- Abstract summary: "Conflicting transactions" contribute to high network latency and transaction failures.
We present a novel scheme that integrates transaction parallelism and an intelligent dependency manager.
Results show that our scheme outperforms both existing parallel and non-parallel Hyperledger Fabric blockchain networks.
- Score: 0.18641315013048293
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: While blockchains initially gained popularity in the realm of cryptocurrencies, their widespread adoption is expanding beyond conventional applications, driven by the imperative need for enhanced data security. Despite providing a secure network, blockchains come with certain tradeoffs, including high latency, lower throughput, and an increased number of transaction failures. A pivotal issue contributing to these challenges is the improper management of "conflicting transactions", commonly referred to as "contention". When a number of pending transactions within a blockchain collide with each other, this results in a state of contention. This situation worsens network latency, leads to the wastage of system resources, and ultimately contributes to reduced throughput and higher transaction failures. In response to this issue, in this work, we present a novel blockchain scheme that integrates transaction parallelism and an intelligent dependency manager aiming to reduce the occurrence of conflicting transactions within blockchain networks. In terms of effectiveness and efficiency, experimental results show that our scheme not only mitigates the challenges posed by conflicting transactions, but also outperforms both existing parallel and non-parallel Hyperledger Fabric blockchain networks achieving higher transaction success rate, throughput, and latency. The integration of our scheme with Hyperledger Fabric appears to be a promising solution for improving the overall performance and stability of blockchain networks in real-world applications.
Related papers
- Zaptos: Towards Optimal Blockchain Latency [52.30047458198369]
We introduce Zaptos, a parallel pipelined architecture designed to minimize end-to-end latency.
Zaptos achieves a throughput of 20,000 transactions per second with sub-second latency.
arXiv Detail & Related papers (2025-01-18T00:22:22Z) - AsyncSC: An Asynchronous Sidechain for Multi-Domain Data Exchange in Internet of Things [38.94331838546716]
Current state-of-the-art (SOTA) schemes for IoT multi-domain data exchange are constrained by the need for synchronous networks.
In this paper, we propose AsyncSC, a novel asynchronous sidechain construction.
Results show that AsyncSC outperforms SOTA schemes, improving throughput by an average of 1.21 to 3.96 times, reducing transaction latency by 59.76% to 83.61%, and maintaining comparable resource overhead.
arXiv Detail & Related papers (2024-12-17T09:43:37Z) - Dynamic Digital Twins of Blockchain Systems: State Extraction and Mirroring [3.5376671181893897]
This paper constitutes an effort to design a Digital Twin-based blockchain management framework.
It aims to adapt the consensus process to fit the conditions of the underlying system.
Specifically, this work addresses the problems of extracting the blockchain system and mirroring it in its digital twin.
arXiv Detail & Related papers (2024-12-07T03:54:34Z) - EvoChain: a Recovery Approach for Permissioned Blockchain Applications [7.094737268994282]
This article presents EvoChain, a chaincode framework extension introducing controlled mutability for data redaction and recovery under time-limited or specific conditions.
We validated our approach using WineTracker, a Hyperledger Fabric-based supply chain application.
arXiv Detail & Related papers (2024-11-25T23:02:17Z) - Generative Blockchain: Transforming Blockchain from Transaction Recording to Transaction Generation through Proof-of-Merit [5.801684954657074]
generative blockchain aims to transform conventional blockchain technology by combining transaction generation and recording.
Central to our design is a novel consensus mechanism, Proof-of-Merit (PoM)
We demonstrate PoM on a ride service on-demand platform, where the task of solving complex transaction-generating problems is delegated to a pool of independent problem solvers.
arXiv Detail & Related papers (2024-08-23T20:51:10Z) - Impact of Conflicting Transactions in Blockchain: Detecting and Mitigating Potential Attacks [0.2982610402087727]
Conflicting transactions within blockchain networks pose performance challenges and introduce security vulnerabilities.
We propose a set of countermeasures for mitigating these attacks.
Our findings emphasize the critical importance of actively managing conflicting transactions to reinforce blockchain security and performance.
arXiv Detail & Related papers (2024-07-30T17:16:54Z) - The Latency Price of Threshold Cryptosystem in Blockchains [52.359230560289745]
We study the interplay between threshold cryptography and a class of blockchains that use Byzantine-fault tolerant (BFT) consensus protocols.
Existing approaches for threshold cryptosystems introduce a latency overhead of at least one message delay for running the threshold cryptographic protocol.
We propose a mechanism to eliminate this overhead for blockchain-native threshold cryptosystems with tight thresholds.
arXiv Detail & Related papers (2024-07-16T20:53:04Z) - Enhancing Data Integrity and Traceability in Industry Cyber Physical Systems (ICPS) through Blockchain Technology: A Comprehensive Approach [0.0]
This study explores the potential of blockchain in enhancing data integrity and traceability within Industry Cyber-Physical Systems (ICPS)
ICPS is pivotal in managing critical infrastructure like manufacturing, power grids, and transportation networks.
This research unearths various blockchain applications in ICPS, including supply chain management, quality control, contract management, and data sharing.
arXiv Detail & Related papers (2024-05-08T06:22:37Z) - Graph Attention Network-based Block Propagation with Optimal AoI and Reputation in Web 3.0 [59.94605620983965]
We design a Graph Attention Network (GAT)-based reliable block propagation optimization framework for blockchain-enabled Web 3.0.
To achieve the reliability of block propagation, we introduce a reputation mechanism based on the subjective logic model.
Considering that the GAT possesses the excellent ability to process graph-structured data, we utilize the GAT with reinforcement learning to obtain the optimal block propagation trajectory.
arXiv Detail & Related papers (2024-03-20T01:58:38Z) - Generative AI-enabled Blockchain Networks: Fundamentals, Applications,
and Case Study [73.87110604150315]
Generative Artificial Intelligence (GAI) has emerged as a promising solution to address challenges of blockchain technology.
In this paper, we first introduce GAI techniques, outline their applications, and discuss existing solutions for integrating GAI into blockchains.
arXiv Detail & Related papers (2024-01-28T10:46:17Z) - Quantum-resistance in blockchain networks [46.63333997460008]
This paper describes the work carried out by the Inter-American Development Bank, the IDB Lab, LACChain, Quantum Computing (CQC), and Tecnologico de Monterrey to identify and eliminate quantum threats in blockchain networks.
The advent of quantum computing threatens internet protocols and blockchain networks because they utilize non-quantum resistant cryptographic algorithms.
arXiv Detail & Related papers (2021-06-11T23:39:25Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.