Proof of Optimum (PoO): Consensus Model Based on Fairness and Efficiency in Blockchain

Blockchain systems are popular technologies that have recently emerged. As a decentralized system, blockchain technology has provided many solutions and many problems associated with these solutions. One of its most important problems is that while performing hash calculations very intensively to cr...

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Main Authors: Fatih Gündüz, Serdar Birogul, Utku Kose
Format: Article
Language:English
Published: MDPI AG 2023-09-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/13/18/10149
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author Fatih Gündüz
Serdar Birogul
Utku Kose
author_facet Fatih Gündüz
Serdar Birogul
Utku Kose
author_sort Fatih Gündüz
collection DOAJ
description Blockchain systems are popular technologies that have recently emerged. As a decentralized system, blockchain technology has provided many solutions and many problems associated with these solutions. One of its most important problems is that while performing hash calculations very intensively to create a new consensus block, it reduces its efficiency depending on the duration. In this study, a new model to avoid Proof of Work (PoW), which directs the computations made to create blocks to optimization algorithms, is proposed. The proof mechanism proposed in this study is called Proof of Optimization (PoO). A traveling salesman problem (TSP) is entered into the designed system to solve the optimization algorithms. Nodes are asked to solve the TSP in certain iterations and populations. As a result, nodes are asked to create blocks with the fitness, density and time values obtained. PoO and PoW consensus algorithms were subjected to an experimental comparison in the system. The test results show that the block generation time of the PoO consensus model varies between 2 s according to the dataset solution with the least cities (ulysses22) and 60 s according to the dataset solution with the most cities (gr666). Additionally, as a result of experimental analyses, it was determined that decentralization, which is the percentage of block creation among miners in the blockchain, reached a more stable value and the fairness index rose above 0.90 on average. When the obtained values were compared with PoW, it was observed that the block time was more stable and the decentralization of the blockchain was higher. In this way, high-equipped nodes in the blockchain system are prevented from dominating the network. Thus, it is ensured that low-equipped nodes have the right to create blocks in the blockchain. The difficulty levels of the problems can be adjusted by changing the number of cities in the TSP evaluated in this study. In this way, the problem of creating blocks in the network can be made more difficult or easier at any time.
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spelling doaj.art-9fc2cc1413aa454d8e2642f7b38873a82023-11-19T09:23:41ZengMDPI AGApplied Sciences2076-34172023-09-0113181014910.3390/app131810149Proof of Optimum (PoO): Consensus Model Based on Fairness and Efficiency in BlockchainFatih Gündüz0Serdar Birogul1Utku Kose2Department of Computer Engineering, Suleyman Demirel University, Isparta 32260, TürkiyeDepartment of Computer Engineering, Duzce University, Duzce 81620, TürkiyeDepartment of Computer Engineering, Suleyman Demirel University, Isparta 32260, TürkiyeBlockchain systems are popular technologies that have recently emerged. As a decentralized system, blockchain technology has provided many solutions and many problems associated with these solutions. One of its most important problems is that while performing hash calculations very intensively to create a new consensus block, it reduces its efficiency depending on the duration. In this study, a new model to avoid Proof of Work (PoW), which directs the computations made to create blocks to optimization algorithms, is proposed. The proof mechanism proposed in this study is called Proof of Optimization (PoO). A traveling salesman problem (TSP) is entered into the designed system to solve the optimization algorithms. Nodes are asked to solve the TSP in certain iterations and populations. As a result, nodes are asked to create blocks with the fitness, density and time values obtained. PoO and PoW consensus algorithms were subjected to an experimental comparison in the system. The test results show that the block generation time of the PoO consensus model varies between 2 s according to the dataset solution with the least cities (ulysses22) and 60 s according to the dataset solution with the most cities (gr666). Additionally, as a result of experimental analyses, it was determined that decentralization, which is the percentage of block creation among miners in the blockchain, reached a more stable value and the fairness index rose above 0.90 on average. When the obtained values were compared with PoW, it was observed that the block time was more stable and the decentralization of the blockchain was higher. In this way, high-equipped nodes in the blockchain system are prevented from dominating the network. Thus, it is ensured that low-equipped nodes have the right to create blocks in the blockchain. The difficulty levels of the problems can be adjusted by changing the number of cities in the TSP evaluated in this study. In this way, the problem of creating blocks in the network can be made more difficult or easier at any time.https://www.mdpi.com/2076-3417/13/18/10149blockchainoptimizationgenetic algorithmtraveling salesman problemconsensus algorithm
spellingShingle Fatih Gündüz
Serdar Birogul
Utku Kose
Proof of Optimum (PoO): Consensus Model Based on Fairness and Efficiency in Blockchain
Applied Sciences
blockchain
optimization
genetic algorithm
traveling salesman problem
consensus algorithm
title Proof of Optimum (PoO): Consensus Model Based on Fairness and Efficiency in Blockchain
title_full Proof of Optimum (PoO): Consensus Model Based on Fairness and Efficiency in Blockchain
title_fullStr Proof of Optimum (PoO): Consensus Model Based on Fairness and Efficiency in Blockchain
title_full_unstemmed Proof of Optimum (PoO): Consensus Model Based on Fairness and Efficiency in Blockchain
title_short Proof of Optimum (PoO): Consensus Model Based on Fairness and Efficiency in Blockchain
title_sort proof of optimum poo consensus model based on fairness and efficiency in blockchain
topic blockchain
optimization
genetic algorithm
traveling salesman problem
consensus algorithm
url https://www.mdpi.com/2076-3417/13/18/10149
work_keys_str_mv AT fatihgunduz proofofoptimumpooconsensusmodelbasedonfairnessandefficiencyinblockchain
AT serdarbirogul proofofoptimumpooconsensusmodelbasedonfairnessandefficiencyinblockchain
AT utkukose proofofoptimumpooconsensusmodelbasedonfairnessandefficiencyinblockchain