• Title/Summary/Keyword: ethereum

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Federated Learning Based on Ethereum Network (이더리움 네트워크 기반의 연합학습)

  • Seung-Yeon Hwang;Jeong-Joon Kim
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.24 no.2
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    • pp.191-196
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    • 2024
  • Recently, research on intelligent IoT technology has been actively conducted by various companies and research institutes to analyze various data collected from IoT devices and provide it through actual application services. However, security issues such as personal information leakage may arise in the process of transmitting and receiving data to use data collected from IoT devices for research and development. In addition, as data collected from multiple IoT devices increases, data management difficulties exist, and data movement is costly and time consuming. Therefore, in this paper, we intend to develop an Ethereum network-based federated learning system with guaranteed reliability to improve security issues and inefficiencies in a federated learning environment composed of various devices.

Predictive Analysis of Ethereum Uncle Block using Ensemble Machine Learning Technique and Blockchain Information (앙상블 머신러닝 기법과 블록체인 정보를 활용한 이더리움 엉클 블록 예측 분석)

  • Kim, Han-Min
    • Journal of Digital Convergence
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    • v.18 no.11
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    • pp.129-136
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    • 2020
  • The advantages of Blockchain present the necessity of Blockchain in various fields. However, there are several disadvantages to Blockchain. Among them, the uncle block problem is one of the problems that can greatly hinder the value and utilization of Blockchain. Although the value of Blockchain may be degraded by the uncle block problem, previous studies did not pay much attention to research on uncle block. Therefore, the purpose of this study attempts to predict the occurrence of uncle block in order to predict and prepare for the uncle block problem of Blockchain. This study verifies the validity of introducing new attributes and ensemble analysis techniques for accurate prediction of uncle block occurrence. As a research method, voting, bagging, and stacking ensemble analysis techniques were employed for Ethereum's uncle block where the uncle block problem actually occurs. We used Blockchain information of Ethereum and Bitcoin as analysis data. As a result of the study, we found that the best prediction result was presented when voting and stacking ensemble techniques were applied using only Ethereum Blockchain information. The result of this study contributes to more accurately predict the occurrence of uncle block and prepare for the uncle block problem of Blockchain.

Design and Implementation of an Ethereum-Based Deliverables Management System for Public Information Software Project (이더리움 기반 공공정보 소프트웨어 사업산출물 관리 시스템 설계 및 구현)

  • Lee, Eun Ju;Kim, Jin Wook
    • KIPS Transactions on Computer and Communication Systems
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    • v.11 no.6
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    • pp.175-184
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    • 2022
  • Blockchain is being studied in various fields such as logistics, fintech, medical care, and the public sector. In the public information software project, some deliverables are omitted because the developed deliverables and the deliverables requested by the project management methodology do not match, and an additional process is required for payment. In this paper, we propose the deliverables management system for public information software project which is configured a distributed environment using the Ethereum blockchain and which has an automatic payment system only when all deliverables are approved. This system can keep the service available in case of system failure, provide transparency and traceability of deliverables management, and can reduce conflicts between the ordering company and the contractor through automatic payment. In this system, the information of deliverables is stored in the blockchain, and the deliverables that their file name is the hash value calculated by using the version information and the hash value of the previous version deliverable, are stored in the SFTP server. Experimental results show that the hash value of the deliverables registered by the contractor is correct, the file name of the deliverables stored in the SFTP server is the same as the hash value registered in the Ethereum blockchain, and the payment is made automatically to the Ethereum address of the contractor when all deliverables are approved.

Ethereum-based game platform design for revitalizing donation (기부활성화를 위한 이더리움 기반 게임 플랫폼 설계)

  • Min, Youn-A;Kim, Seo-Yoon;Lee, Seung-Soo;Lee, Won-Chang;Baek, Yeong-Tae
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2019.07a
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    • pp.357-358
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    • 2019
  • In this paper, we propose a donation game platform using blockchain to revitalize the shrinking donation market. The platform is designed to ensure transparency and user reliability in the use of ethereum's smart-track function and to attract interest from donors and encourage continued donations by introducing games into the donation process through donor organizations to address the opaque nature of the donation and use of the funds and the result of the donation portfolio. It also develops a donation ecosystem that benefits donors, donors and sponsor companies alike by platforming them.

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A Study on Ethereum based block-chain scalability (이더리움 기반 블록체인 확장성 연구)

  • Na, Ji-won;Choo, Min-ji;Min, Youn-A;Baek, Yeong-Tae
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2019.07a
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    • pp.383-384
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    • 2019
  • 본 논문에서는 이더리움 기반 블록체인 확장성 문제해결을 위해 데이터 저장방법인 Merkle patricia tree를 응용하여 데이터에 따라 트리 이원화 사용을 제안한다. 이 연구는 시스템 자원인 CPU와 메모리를 효율적으로 사용하여 트랜잭션 처리량을 최대화하고, 작업시간을 최소화하기 위함이다. 본 논문에서는 기존 이더리움 블록체인의 트랜잭션 처리속도와 확장성 향상을 목표로 하며. 기존의 방식과 비교하여 제안을 분석한다.

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Implementation of University Point Distributed System based on Public Blockchain (퍼블릭 블록체인기반 대학 포인트 분산 시스템 개발)

  • Jung, Se-Hoon;Kim, Jeong Hoon;Sim, Chun-Bo
    • Journal of Korea Multimedia Society
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    • v.24 no.2
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    • pp.255-266
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    • 2021
  • Most common web or application system architectures have central network. As a result, central network can be supervised and controlled in all situation. And It has the advantage of easy to manage and fast to work. However, central network have a disadvantage of weak to security and unclear. In particular, many institutions used by web system be has many problems by central network. In this paper, we proposed blokchain technology based on ethereum to resolve of problem and trading structure that arise in cental network. We propose a decentralized application based on points including cryptocurrency functions and smart contract to the advantages of blockchain with a decentralized structure. The results of the performance experiment are as follows; It has shown the advantages of reliable use and security in a variety of environments(Windows, Ubuntu, Mac).

Modeling Vulnerability Discovery Process in Major Cryptocurrencies

  • Joh, HyunChul;Lee, JooYoung
    • Journal of Multimedia Information System
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    • v.9 no.3
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    • pp.191-200
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    • 2022
  • These days, businesses, in both online and offline, have started accepting cryptocurrencies as payment methods. Even in countries like El Salvador, cryptocurrencies are recognized as fiat currencies. Meanwhile, publicly known, but not patched software vulnerabilities are security threats to not only software users but also to our society in general. As the status of cryptocurrencies has gradually increased, the impact of security vulnerabilities related to cryptocurrencies on our society has increased as well. In this paper, we first analyze vulnerabilities from the two major cryptocurrency vendors of Bitcoin and Ethereum in a quantitative manner with the respect to the CVSS, to see how the vulnerabilities are roughly structured in those systems. Then we introduce a modified AML vulnerability discovery model for the vulnerability datasets from the two vendors, after showing the original AML dose not accurately represent the vulnerability discovery trends on the datasets. The analysis shows that the modified model performs better than the original AML model for the vulnerability datasets from the major cryptocurrencies.

Empowering Blockchain For Secure Data Storing in Industrial IoT

  • Firdaus, Muhammad;Rhee, Kyung-Hyune
    • Proceedings of the Korea Information Processing Society Conference
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    • 2020.05a
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    • pp.231-234
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    • 2020
  • In the past few years, the industrial internet of things (IIoT) has received great attention in various industrial sectors which have potentially increased a high level of integrity, availability, and scalability. The increasing of IIoT is expected to create new smart industrial enterprises and build the next generation smart system. However existing IIoT systems rely on centralized servers that are vulnerable to a single point of failure and malicious attack, which exposes the data to security risks and storage. To address the above issues, blockchain is widely considered as a promising solution, which can build a secure and efficient environment for data storing, processing and sharing in IIoT. In this paper, we propose a decentralized, peer-to-peer platform for secure data storing in industrial IoT base on the ethereum blockchain. We exploit ethereum to ensure data security and reliability when smart devices store the data.

Research on the Direction of Blockchain Game Platform using AI

  • Lee Jong Ho
    • International Journal of Advanced Culture Technology
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    • v.11 no.4
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    • pp.417-422
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    • 2023
  • AI blockchain technology, which is attracting attention as a core technology of the 4th Industrial Revolution, is a technology that can be used as an important means of innovation not only in the current gaming industry but also in various industrial fields. This paper extracts the platforms and types of blockchain games currently ranked within the top 100 on the blockchain app (DApp) sites State Of The DApps, DApp.com, and Dapp Rader and introduces the top games on major platforms. As a result of extracting platforms and types, the top games were mainly based on Ethereum, EOS, and Steam. However, the results showed that there are significantly more games based on the Ethereum platform, which are stable, easy to apply, and have a low barrier to entry due to the large number of users and DApps. We plan to improve awareness of blockchain games by studying the characteristics that only blockchain games have.

A robust execution scheme for Ethereum blockchain application services

  • Kwon, Min-Ho;Lee, Myung-Joon
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.3
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    • pp.73-80
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    • 2020
  • In this paper, we propose a robust execution scheme for Ethereum blockchain application services which provide continuous services and support recovery even in the case of failures of those services. As of now, blockchain services are rapidly expanding to all industries and being combined with various infrastructure services of public institutions. But if these services fail in disastrous situations such as earthquakes, floods and terrors or various hacking attacks, the aftermath is very serious and its side effects are difficult to assess. To resolve this issue, we develop the service registry as a smart contract of the Ethereum blockchain, which provides useful information on the services to users even in disasters. With the help of the service registry, we also present a method of replicating services on the basis of the ETCD distributed storage system. The proposed scheme is confirmed by the test service developed by the proposed techniques.