• 한국항행학회논문지
• /
• 제23권1호
• /
• pp.90-96
• /
• 2019

LPWA는 넓은 커버리지를 통해 구축비용 및 시간이 절감되는 기술이다. 하지만 LPWA는 UHF 전파를 사용하는 ISM 대역으로 직진성이 강해 실내에서는 성능이 매우 떨어지지만 실내에서도 다른 통신에 비해 높은 성능을 낼 수 있는 가능성이 있기 때문에 본 논문에서는 LPWA 기술 중 LoRa를 적용하여 실내 통신 성능을 측정하는 연구를 진행하였다. 이를 위해 4층에 데이터 수신 모듈을 설치한 후 동일 층부터 1층까지 건물의 끝에 송신 모듈을배치한 후 데이터를 수집하였다. 실험결과 1층 송신 모듈의 데이터를 98~99% 확률로 수집 가능하였으며 최저 RSSI는 약 -116 dBm을 나타내었다. 따라서 확산인자가 12일 때 최대 수신감도 -136 dBm을 갖는 LoRa의 스펙을 고려할 경우 산업현장 건물 내부의 LPWA 적용을 충분히 고려할 수 있을 것으로 기대된다.

• Smart Structures and Systems
• /
• 제23권1호
• /
• pp.91-106
• /
• 2019

Adopting sloped rolling-type isolation devices underneath a raised floor system has been proved as one of the most effective approaches to mitigate seismic responses of the protected equipment installed above. However, pounding against surrounding walls or other obstructions may occur if such a base-isolated raised floor system is subjected to long-period excitation, leading to adverse effects or even more severe damage. In this study, real-time hybrid simulation (RTHS) is adopted to assess the control performance of a smart base-isolated raised floor system as it is an efficient and cost-effective experimental method. It is composed of multiple sloped rolling-type isolation devices, a rigid steel platen, four magnetorheological (MR) dampers, and protected high-tech equipment. One of the MR dampers is physically tested in the laboratory while the remainders are numerically simulated. In order to consider the effect of input excitation characteristics on the isolation performance, the smart base-isolated raised floor system is assumed to be located at the roof of a building and the ground level. Four control algorithms are designed for the MR dampers including passive-on, switching, modified switching, and fuzzy logic control. Six artificial spectrum-compatible input excitations and three slope angles of the isolation devices are considered in the RTHS. Experimental results demonstrate that the incorporation of semi-active control into a base-isolated raised floor system is effective and feasible in practice for high-tech industry.

• 한국인터넷방송통신학회논문지
• /
• 제19권2호
• /
• pp.151-159
• /
• 2019

4차 산업의 근간이 되는 빅데이터 시대가 도래하면서 대부분의 관련 업계에서는 데이터에 대한 저장, 통계분석 및 시각화 기술 중심으로 관련 솔루션들이 개발되고 있다. 하지만 빅데이터 기술의 근본적인 발전을 위해서는 인공지능을 이용한 예측 분석기술의 발전이 필요하다. 하지만 이러한 고급기술은 현재 데이터과학자라고 불리는 일부 전문가에 의해서만 가능한 수준이다. 이를 극복하기 위해서는 데이터에 대한 통찰력을 지닌 비전문가(시민 데이터과학자)가 빅데이터 분석 과정을 저비용으로 쉽게 접근할 수 있는 기반이 마련되어야한다. 본 논문에서는 고수준의 데이터과학 지식 없이 사용하기 쉬운 빅데이터 도구 및 기술의 도움으로 데이터를 분석하기 위한 서비스 과정을 제안한다. 이를 위해 필요한 예측 분석 시스템에 필요한 구성 요소와 환경을 정의하고 전반적인 서비스 설계 방안을 제시한다.

• International journal of advanced smart convergence
• /
• 제8권2호
• /
• pp.109-115
• /
• 2019

Currently, LPWA(Low Power Wide Area) communication technology is widely used due to the development of IoT(Internet of Things) technology. Among the LPWA technologies, LoRaWAN(Long Range Wide Area Network) is widely used in many fields due to its wide coverage, stable communication speed, and low-cost modem module prices. In particular, LoRa(Long Range) can easily construct LoRaWAN with a dedicated gateway. So many organizations are building their own LoRaWAN-based networks. The LoRaWAN Gateway receives the LoRa packet transmitted from an End-device installed in the adjacent location, converts it into the Internet protocol, and sends the packet to the final destination server. Current LoRa Gateway uses a single-hop method, and each gateway must include a communication network capable of the Internet. If it is the mobile communication(i.e., WCDMA, LTE, etc.) network, it is required to pay the internet usage fee which is installed in each gateway. If the LoRa communication is frequent, the user has to spend a lot of money. We propose an idea on how to design a multi-hop protocol which enables packet routing between gateways by analyzing the LoRaWAN communication method implemented in its existing single-hop way in this paper. For this purpose, this paper provides an analysis of the standard specification of LoRaWAN and explains what was considered when such protocol was designed. In this paper, two gateways have been placed based on the functional role so as to make the multi-hop protocol realized: (i) hopping gateway which receives packets from the end-device and forwards them to another gateway; and (ii) main gateway which finally transmits packets forwarded from the hopping gateway to the server via internet. Moreover, taking into account that LoRaWAN is wireless mobile communication, a level-based routing method is also included. If the protocol proposed by this paper is applied to the LoRaWAN network, the monthly internet fee incurred for the gateway will be reduced and the reliability of data transmission will be increased.

• 대한건축학회논문집:계획계
• /
• 제35권5호
• /
• pp.85-94
• /
• 2019

The modular apartment has been completed for the first time in Korea through the national research and development (R&D) project in December 2017, and 30 households moved in. Although conditions such as technicality and constructability have to be satisfied to adopt and spread the modular apartments in the future, economic feasibility is the most important factor among the conditions. The economic feasibility of modular apartments can be compared with that of existing reinforced concrete (RC) structure apartments. It is highly important to reduce the construction cost through standardization above all. The standardization refers to establishment of national design standards and principles, and it is important for manufacturers and building companies to comply with those standards and principles. The modular construction (MC) skill in Korea is at an early adoption stage and the MC market is not widely expanded yet. Thus, the application of the MC design, which is the basis of the standardization, has not been widely accepted. However, related R&D projects are now performing mainly by the Ministry of Land, Infrastructure, and Transport to promote modular apartments in recent years and the design standardization standard (draft) is now prepared to be notified as a result of the steady research. Furthermore, pilot complexes for demonstration purpose are under construction, starting from public rental apartments. Thus, MC method-applied public rental houses will be spread in near future. This study aims to investigate the current design status in the Ga-Yang Housing as a pilot modular complex to produce and supply more economical and efficient modular houses, and analyze the problems by comparing the design standardization standards with pre-notified design standardization standards and summarize the modifications between them thereby presenting foundational data for establishment of the design standardization in the modular business industry.

• 대한건축학회논문집:계획계
• /
• 제35권8호
• /
• pp.23-34
• /
• 2019

The façade, a fundamental function as a skin that protects human life from external environment such as cold and hot weather, snow, rain, and wind, etc, has served as a media for communication between indoor space of the building and outside space. From the media for communication point of view, the approach to envelope design, in which environmental elements are transmitted internally through the filtering of external environments, has been evolving in various ways from the past to the present. Today, modern architecture technologies including curtain wall systems and user-friendly computer programming and environmental analysis programs demonstrate a differentiated approach to envelope design related to the indoor environment. For this reason, it is worth noting that the envelope design factors and trends that appear variously in the UNStudio's projects before and after the 2000s. The factors reflected in the envelop design in conjunction with the indoor environment obtained through the case study of the UNStudio's office projects were daylight environment, thermal environment, ventilation, noise, privacy and view, and consideration for daylight environment and thermal environment was reflected in many cases through the case study. Looking at the changes in the diagrams in order of year, it can be seen that the envelope design using the environmental analysis tool has been performed since 2006. This is a clue to show the envelop design changes from the conceptual method to the data-based one. The diagrams and analysis results related to the envelop design showed that the thermal environment related to solar radiation was the most, and no diagrams and analysis related to the indoor illumination were found. Since 2010, PV panel installation has been shown in the envelope design, which can be found in the increased efficiency of PV panels due to the technological advances and the decrease in production cost.

• 대한건축학회논문집:구조계
• /
• 제34권2호
• /
• pp.57-66
• /
• 2018

When developing projects to build facilities to be shared by both military bases and surrounding communities, strategies are needed to achieve two objectives: 1) minimize missteps and opposition from local communities in the process of developing and implementing such projects, and 2) promote cost-benefit optimization and user-satisfaction. With aim of promoting co-operation and co-existence between military bases and adjust communities, this research proposes esthetical factors to be considered in conceiving civil-military sharing facilities. It seeks experts' opinions on the development of civil-military sharing facilities, and examines critical factors (economic feasibility, security, and satisfaction, etc.) for project development as well as building types suitable for shared-use between military bases and local residents. It then establishes a method to prioritize facility-type and narrow down design factors (considerations and restrictions) in project development by applying quantitative analysis. The methodological approach of the research employs the Delphi survey method to quantitatively analyze qualitative information drawn from experts' opinions. At the first round of the survey, facility types, items for consideration and restrictions are drawn, and then at the second round of the survey, criticality of each item is analyzed. Finally, it reaches a conclusion on suitability of facility types for civil-military sharing facilities, and selects project considerations and restrictions when developing this kind of project.

• KSII Transactions on Internet and Information Systems (TIIS)
• /
• 제15권6호
• /
• pp.2168-2187
• /
• 2021

The smart grid replaces the traditional power structure with information inventiveness that contributes to a new physical structure. In such a field, malicious information injection can potentially lead to extreme results. Incorrect, FDI attacks will never be identified by typical residual techniques for false data identification. Most of the work on the detection of FDI attacks is based on the linearized power system model DC and does not detect attacks from the AC model. Also, the overwhelming majority of current FDIA recognition approaches focus on FDIA, whilst significant injection location data cannot be achieved. Building on the continuous developments in deep learning, we propose a Deep Learning based Locational Detection technique to continuously recognize the specific areas of FDIA. In the development area solver gap happiness is a False Data Detector (FDD) that incorporates a Convolutional Neural Network (CNN). The FDD is established enough to catch the fake information. As a multi-label classifier, the following CNN is utilized to evaluate the irregularity and cooccurrence dependency of power flow calculations due to the possible attacks. There are no earlier statistical assumptions in the architecture proposed, as they are "model-free." It is also "cost-accommodating" since it does not alter the current FDD framework and it is only several microseconds on a household computer during the identification procedure. We have shown that ANN-MLP, SVM-RBF, and CNN can conduct locational detection under different noise and attack circumstances through broad experience in IEEE 14, 30, 57, and 118 bus systems. Moreover, the multi-name classification method used successfully improves the precision of the present identification.

• 자동차안전학회지
• /
• 제13권2호
• /
• pp.35-41
• /
• 2021

In this study, improved path tracking control algorithm based on pure pursuit algorithm is newly proposed by using improved lane detection algorithm through real time post-processing with interpolation methodology. Since the original pure pursuit works well only at speeds below 20 km/h, the look-ahead distance is implemented as a sigmoid function to work well at an average speed of 45 km/h to improve tracking performance. In addition, a smoothing filter was added to reduce the steering angle vibration of the original algorithm, and the stability of the steering angle was improved. The post-processing algorithm presented has implemented more robust lane recognition system using real-time pre/post processing method with deep learning and estimated interpolation. Real time processing is more cost-effective than the method using lots of computing resources and building abundant datasets for improving the performance of deep learning networks. Therefore, this paper also presents improved lane detection performance by using the final results with naive computer vision codes and pre/post processing. Firstly, the pre-processing was newly designed for real-time processing and robust recognition performance of augmentation. Secondly, the post-processing was designed to detect lanes by receiving the segmentation results based on the estimated interpolation in consideration of the properties of the continuous lanes. Consequently, experimental results by utilizing driving guidance line information from processing parts show that the improved lane detection algorithm is effective to minimize the lateral offset error in the diverse maneuvering roads.

• 한국산림과학회지
• /
• 제100권2호
• /
• pp.273-282
• /
• 2011

본 연구는 지리산숲길 이용객의 만족도와 행동의도에 영향을 미치는 요인을 파악하여 숲길 조성 및 관리방안 수립의 기초 자료 제공을 위하여 수행되었다. 645명의 이용객을 대상으로 지리산숲길 탐방 만족 요인에 대한 설문 분석 결과, '숲길경관체험', '숲길숙박체험', '숲길관련정보', '숲길편의시설' 등 모두 4개 요인이 도출되었으며, 숲길경관체험(자연경관, 숲길 개발정도, 숲길 관리상태, 문화 관광자원, 주민 친절)이 전반적인 만족도 및 행동의도(재방문의도, 추천의도, 탐방지속의도)에 가장 크게 영향을 미치는 것으로 나타났다. 세부변수별 분석 결과, 전반적 만족도와 행동의도에 가장 크게 영향을 미치는 변수는 '자연경관'으로 나타났고, 그 밖에 유의미하게 영향을 미치는 변수는 '안내표지판', '주민 친절', '안내센터 숲길 정보제공' 등으로 나타났다.