• 문화기술의 융합
• /
• 제9권2호
• /
• pp.475-481
• /
• 2023

머신러닝과 같은 소프트웨어가 일상생활에 매우 큰 영향력을 발휘하고 있는 상황에서, 소프트웨어의 개발비용을 평가하는 비용 모델의 중요성이 지속적으로 증가하고 있다. 비용 모델로서 LOC(Line of Code)와 M/M(Man-Month) 모델은 소프트웨어의 양적인 요소들을 측정하는 비용모델이다. 이와는 달리, FP(Function Point)는 소프트웨어의 기능적 특징들을 평가하는 비용모델로서 소프트웨어의 질적인 요소를 평가한다는 점에서 효과적이다. 그러나 FP는 머신러닝 소프트웨어의 주요한 요소들을 평가하지 않기 때문에 머신러닝 소프트웨어를 평가하는데 한계를 가진다. 본 논문은 확장형 FP(Extended Function Point, ExFP)를 제안한다. 확장형 FP는 머신러닝의 주요 특징인 하이퍼 파라미터와 그것의 최적화에 대한 복잡도를 반영하여 소프트웨어의 기능적 요소를 평가하도록 확장하였기 때문에 머신러닝과 같은 최신 소프트웨어에의 비용 평가에 적합하다. 머신러닝 소프트웨어의 특징을 반영한 평가를 통해 제안된 확장형 FP의 효용성을 보였다.

• KSII Transactions on Internet and Information Systems (TIIS)
• /
• 제6권1호
• /
• pp.162-177
• /
• 2012

In this paper we present a novel method of applying image scrambling technology which belongs to the information hiding field in the error control coding to introduce confidentiality in wireless machine to machine communication. The interleaver in serial concatenated convolutional codes, which is the key module in overcoming burst errors, is deliberately designed with the scrambling function to provide a low error rate for those authorized transceivers. By contrast, the unauthorized transceivers without keys would get so high an error rate that decoding bits could bring little value, thus realizing both the confidentiality and reliability in wireless machine to machine communication.

• 국제학술발표논문집
• /
• The 9th International Conference on Construction Engineering and Project Management
• /
• pp.823-830
• /
• 2022

The risk of project execution increases due to the enlargement and complexity of Engineering, Procurement, and Construction (EPC) plant projects. In the fourth industrial revolution era, there is an increasing need to utilize a large amount of data generated during project execution. The design is a key element for the success of the EPC plant project. Although the design cost is about 5% of the total EPC project cost, it is a critical process that affects the entire subsequent process, such as construction, installation, and operation & maintenance (O&M). This study aims to develop a system using machine-learning (ML) techniques to predict risks and support decision-making based on big data generated in an EPC project's design and construction stages. As a result, three main modules were developed: (M1) the design cost estimation module, (M2) the design error check module, and (M3) the change order forecasting module. M1 estimated design cost based on project data such as contract amount, construction period, total design cost, and man-hour (M/H). M2 and M3 are applications for predicting the severity of schedule delay and cost over-run due to design errors and change orders through unstructured text data extracted from engineering documents. A validation test was performed through a case study to verify the model applied to each module. It is expected to improve the risk response capability of EPC contractors in the design and construction stage through this study.

• KSII Transactions on Internet and Information Systems (TIIS)
• /
• 제6권1호
• /
• pp.84-97
• /
• 2012

M2M (Machine-to-Machine) Technology makes it possible to network all kinds of terminal devices and their corresponding enterprise applications. Therefore, several M2M platforms were developed in China in order to collect information from terminal devices dispersed all over the local places through 3G wireless network. However, when enterprise applications try to integrate with M2M platforms, they should be maintained and refactored to adapt the heterogeneous features and properties of M2M platforms. Moreover, syntactical and semantic unification for information sharing among applications and devices are still unsolved because of raw data transmission and the usage of distinguished business vocabularies. In this paper, we propose and develop an M2M Middleware to support agile application integration with M2M platform. This middleware imports the event engine and XML-based syntax to handle the syntactical unification, makes use of Ontology-based semantic mapping to solve the semantic unification and adopts WebService and ETL techniques to sustain multi-pattern interactive approach, in order to agilely make applications integrated with the M2M platform. Now, the M2M Middleware has been applied in the China Telecom M2M platform. The operation results show that applications will cost less time and workload when being integrated with M2M platform.

• 소성∙가공
• /
• 제17권4호
• /
• pp.257-262
• /
• 2008

The control of wire temperature is very important in the fine wire drawing process. The wire speed should be increased, and the wire temperature should be dropped as much as possible. Up to now, the process design of wire drawing process depends on the experiences of experts. In this study, a wire drawing process design method was proposed to increase the productivity. The proposed method of this study includes the pass schedule and the design of a multi pass wire drawing machine. A pass schedule was performed based on the calculation of the wire temperature. Also, a new multi pass wire drawing machine was manufactured to apply the designed pass schedule. Through the wire drawing experiment, the effectiveness of the proposed process design method was evaluated. The final drawing speed was increased from 1,100m/min to 2,000m/min without deterioration of final drawn wire.

• 한국컴퓨터정보학회:학술대회논문집
• /
• 한국컴퓨터정보학회 2014년도 제50차 하계학술대회논문집 22권2호
• /
• pp.109-110
• /
• 2014

본 연구에서는 공공 시설물 관리를 위한 센서 융합 기술을 활용한 M2M 기반의 외부 디바이스 및 내장 미들웨어 시스템을 개발하였다. 시설안전체계의 개선 및 M2M 기반기술을 접목한 기술개발을 통해 시설물 안전수준은 급격히 향상되고. 있다 무인 시설물 관리를 위하여 지속적인 촬영 및 저장방식이 아닌 센서와 영상 데이터를 융합하여 상황인지 방식의 외부 디바이스 및 내장 미들웨어 시스템을 개발하고 정보에 대한 신뢰성을 향상시켜 센서 융합형 외부 디바이스를 활용하여 이벤트 발생시에만 정보 전달을 통해 데이터 전송이 감소되는 효율적인 감시시스템을 개발하였다.

• 한국IT서비스학회지
• /
• 제11권1호
• /
• pp.125-139
• /
• 2012

Machine-to-Machine(M2M) refers to technologies allowing both wireless and wired systems to communicate with other devices. The enhancement of wireless technologies and the reduced cost of wireless connection have contributed toward the development of M2M market. M2M market currently focuses on public sector services, As M2M can offer scalable and flexible services, M2M services are expected to be applied in various fields. However there are still some doubts on whether the demand for M2M services will be increased. This study investigates the feasibility of M2M services from the perspective of operators. Operators evaluate that M2M services will show high marketability but low profitability in general. In addition, operators predict that M2M services will show both marketability and profitability in the area of car maintenance, insurance, telematics, home and office security, shop floor maintenance, and real-time locating services for children protection. This study may offer some ideas of M2M business models based on empirical feasibility studies.

• 한국정보통신학회:학술대회논문집
• /
• 한국정보통신학회 2013년도 추계학술대회
• /
• pp.481-484
• /
• 2013

최근 국내 이동통신사들의 차세대 성장 동력으로 사물지능통신 (Machine to Machine, M2M)이 주목받고 있다. 따라서 그 쓰임새와 활용도가 각종 분야로 점점 넓어지고 있으며, 기존의 통신에 비해 사용되는 단말의 수가 점점 증가하게 되면서 사물마다 전송되는 정보들의 수도 증가하고 있다. 각 그룹별로 나누어진 단말로부터 전송하는 각각의 데이터가 이동통신망을 이용하는데 있어 트래픽이 한계상황에 도달하게 된다면 M2M 통신의 서비스 처리를 원활하게 하지 못하는 상황이 발생 할 수 있다. 본 연구는 M2M 통신에서 사용하게 될 이동통신망이 한계점에 도달했을 때 M2M 서비스의 원활한 처리를 위해 Knapsack Problem 알고리즘을 이용하여 가상의 시뮬레이터를 구현하였다. 가상의 시뮬레이터는 각각의 장비 그룹별로 데이터가 들어오게 되면 이동통신망에서 우선적으로 처리해야 될 M2M 통신의 서비스의 처리부터 나중에 처리 될 서비스까지 원활한 처리방법을 위해 구현하였으며, M2M 기술이 더욱 발전하게 되어 점차 소형화 되는 사물들이 많아짐에 따라, 폭증하게 될 이동통신망에서 M2M 서비스를 처리하는 것이 원활하도록 도움을 줄 것이다.

• 한국정보처리학회:학술대회논문집
• /
• 한국정보처리학회 2014년도 춘계학술발표대회
• /
• pp.491-494
• /
• 2014

정보통신 기술의 발전으로 우리가 사용하는 모든 사물들이 네트워크를 통해서 사람과 상호 연결을 할 수 있는 시대로 접근하는 추세이다. 또한 ICT분야의 융합이 빠르게 발전하고 있으며, 이를 통해서 유비쿼터스 환경으로 도약하고 있다. 스마트 폰 이후에 센서 대중화, 비용 절약, 기기 보급 확산, 네트워크의 확대 등의 이유로 사물 통신 M2M(Machine to Machine)/사물 인터넷 IoT(Internet of Things) 기술이 점차 활용되고 있으며, 관련 분야의 많은 연구가 진행 중에 있다. 본 논문에서는 이러한 IoT/M2M의 기술 및 표준화 동향을 살펴보고 발전 방향을 예상해 보고자 한다.

• 한국IT서비스학회지
• /
• 제11권3호
• /
• pp.241-255
• /
• 2012

Recently, smart home environments which provide complex services through smart appliances are becoming realized, due to the advances in connected devices and network technologies. Current smart home environments are mostly restricted, because of difficultly of integration of heterogeneous smart appliances. Therefore radical service integration is impracticable. In this paper, we analyze and implement Machine-to-Machine (M2M) standards which are established by European Telecommunications Standards Institute (ETSI) for integrating heterogeneous devices and services. Smart Home is one of the areas covered by ETSI M2M standards, however these standards are just standardized, so adaption and assessment in smart home are not proved yet. Therefore, this paper analyze ETSI M2M standards by focusing the data transport model and evaluate by selecting the most commonly used smart home scenarios and by implementing ETSI M2M standards compatible smart metering system. In some points ETSI M2M standards are not efficient because of its complexity of structure, however ETSI M2M provides sophisticated features for integrating M2M which are appropriate to adopt diverse smart home environments.