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Using IoT and Apache Spark Analysis Technique to Monitoring Architecture Model for Fruit Harvest Region (IoT 기반 Apache Spark 분석기법을 이용한 과수 수확 불량 영역 모니터링 아키텍처 모델)

  • Oh, Jung Won;Kim, Hangkon
    • Smart Media Journal
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    • v.6 no.4
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    • pp.58-64
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    • 2017
  • Modern society is characterized by rapid increase in world population, aging of the rural population, decrease of cultivation area due to industrialization. The food problem is becoming an important issue with the farmers and becomes rural. Recently, the researches about the field of the smart farm are actively carried out to increase the profit of the rural area. The existing smart farm researches mainly monitor the cultivation environment of the crops in the greenhouse, another way like in the case of poor quality t is being studied that the system to control cultivation environmental factors is automatically activated to keep the cultivation environment of crops in optimum conditions. The researches focus on the crops cultivated indoors, and there are not many studies applied to the cultivation environment of crops grown outside. In this paper, we propose a method to improve the harvestability of poor areas by monitoring the areas with bad harvests by using big data analysis, by precisely predicting the harvest timing of fruit trees growing in orchards. Factors besides for harvesting include fruit color information and fruit weight information We suggest that a harvest correlation factor data collected in real time. It is analyzed using the Apache Spark engine. The Apache Spark engine has excellent performance in real-time data analysis as well as high capacity batch data analysis. User device receiving service supports PC user and smartphone users. A sensing data receiving device purpose Arduino, because it requires only simple processing to receive a sensed data and transmit it to the server. It regulates a harvest time of fruit which produces a good quality fruit, it is needful to determine a poor harvest area or concentrate a bad area. In this paper, we also present an architectural model to determine the bad areas of fruit harvest using strong data analysis.

A study on macro detection using information of touch events in Android mobile game environment (안드로이드 모바일 게임 환경에서의 터치 이벤트 정보를 이용한 매크로 탐지 기법 연구)

  • Kim, Jeong-hyeon;Lee, Sang-jin
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.25 no.5
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    • pp.1123-1129
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    • 2015
  • Macro(automatic hunting) of mobile game is a program that touch the screen by defined rules like a game bot in PC online games, and it is used by make various ways like android application or windows application program. This gives honest users deprivation and make to lose their interest. Finally they would leave the game and gradually game life would be shorten. Although many studies to prevent these problems in PC online game are conducted, applying mobile game to PC's way is difficult because mobile games are limited to use the network and device performance is different with PC. In this paper, we propose a framework for macro detection by using the touch event information. A touch event on the mobile game is a necessary control command to the game. Because macro touches the screen with the same pattern, there is a difference between normal user's behavior and macro's operation. In mobile games that casual games are mostly, Touch event is the best difference that identify normal user against macro for a short period of time. As a result of detecting macros used in real mobile game by using the proposed framework it showed 100% accuracy and 0% false positive rate.

Empirical evaluation of the heating performance by a heat pump system with surplus heat from a greenhouse (온실 태양잉여열을 이용한 히트펌프시스템의 난방 성능평가에 관한 실증 연구)

  • Jeon, Byung-Yong;Park, Youn-Cheol;Ko, Gwang-Soo
    • Journal of Advanced Marine Engineering and Technology
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    • v.41 no.1
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    • pp.99-104
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    • 2017
  • This study evaluated the heating performance of a hybrid heat pump system. The system was installed in a $100-m^2$ greenhouse to utilize surplus solar energy. A hybrid heat pump system was installed at Jocheon-ri, Jeju Island, for an empirical evaluation of the performance. The system consists of a heat storage tank and plate heat exchangers for several heat exchanges between the greenhouse and heat pump or storage tank. The system uses R410a as the working fluid and is controlled automatically by a defined set temperature of the greenhouse. This system incorporates two kinds of heat sources: outdoor air and a storage tank that collects heat from the topside of the greenhouse. The results showed that the heating capacity was 19.9 kW in the outdoor air source mode and 21.4 kW with direct heating from hot water in the thermal storage tank. These results are very similar to those of a previous study.

Analysis of adaptation character of an aroma blast device for reduction of fatigue of drivers (운전자 피로 경감을 위한 향 분사 시스템의 적응 특성 분석)

  • Chung Soon-Cheol;Min Byung-Chan;Kim Seung-Chul;Sohn Jin-Hun
    • Science of Emotion and Sensibility
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    • v.7 no.4
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    • pp.35-41
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    • 2004
  • This study addressed the development of an automobile aroma blast device to reduce fatigue of drivers. We also analyzed the adaptation character of the aroma blast device, The aroma blast device was designed in a way that volatilized aroma is mixed with oxygen (air) and blasted to the outside, It was devised to possibly change on/off time of 2-Port Solenoid Valve using the 8051 micro processor, through which the amount of aroma can be controlled, We conducted an experiment to examine time for occurrence/elimination of adaptation to aroma in 20 college students using 4 types of natural fragrances, The subjects had an average age of 22$\pm$2 years and included both men and women. The results showed that the occurrence and elimination times for adaptation to aroma were 1 minute 28 seconds and 3 minutes and 15 seconds for Jasmine 30%, 2 minutes and 41 seconds and 4 minutes and 3 seconds for Jasmine 50%, 1 minute and 47 seconds and 2 minutes and 59 seconds for Peppermint 30%, and 1 minute 59 seconds and 4 minutes and 11 seconds for Peppermint 50%, respectively.

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Fault Localization for Self-Managing Based on Bayesian Network (베이지안 네트워크 기반에 자가관리를 위한 결함 지역화)

  • Piao, Shun-Shan;Park, Jeong-Min;Lee, Eun-Seok
    • The KIPS Transactions:PartB
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    • v.15B no.2
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    • pp.137-146
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    • 2008
  • Fault localization plays a significant role in enormous distributed system because it can identify root cause of observed faults automatically, supporting self-managing which remains an open topic in managing and controlling complex distributed systems to improve system reliability. Although many Artificial Intelligent techniques have been introduced in support of fault localization in recent research especially in increasing complex ubiquitous environment, the provided functions such as diagnosis and prediction are limited. In this paper, we propose fault localization for self-managing in performance evaluation in order to improve system reliability via learning and analyzing real-time streams of system performance events. We use probabilistic reasoning functions based on the basic Bayes' rule to provide effective mechanism for managing and evaluating system performance parameters automatically, and hence the system reliability is improved. Moreover, due to large number of considered factors in diverse and complex fault reasoning domains, we develop an efficient method which extracts relevant parameters having high relationships with observing problems and ranks them orderly. The selected node ordering lists will be used in network modeling, and hence improving learning efficiency. Using the approach enables us to diagnose the most probable causal factor with responsibility for the underlying performance problems and predict system situation to avoid potential abnormities via posting treatments or pretreatments respectively. The experimental application of system performance analysis by using the proposed approach and various estimations on efficiency and accuracy show that the availability of the proposed approach in performance evaluation domain is optimistic.

Pose Transformation of a Frontal Face Image by Invertible Meshwarp Algorithm (역전가능 메쉬워프 알고리즘에 의한 정면 얼굴 영상의 포즈 변형)

  • 오승택;전병환
    • Journal of KIISE:Software and Applications
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    • v.30 no.1_2
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    • pp.153-163
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    • 2003
  • In this paper, we propose a new technique of image based rendering(IBR) for the pose transformation of a face by using only a frontal face image and its mesh without a three-dimensional model. To substitute the 3D geometric model, first, we make up a standard mesh set of a certain person for several face sides ; front. left, right, half-left and half-right sides. For the given person, we compose only the frontal mesh of the frontal face image to be transformed. The other mesh is automatically generated based on the standard mesh set. And then, the frontal face image is geometrically transformed to give different view by using Invertible Meshwarp Algorithm, which is improved to tolerate the overlap or inversion of neighbor vertexes in the mesh. The same warping algorithm is used to generate the opening or closing effect of both eyes and a mouth. To evaluate the transformation performance, we capture dynamic images from 10 persons rotating their heads horizontally. And we measure the location error of 14 main features between the corresponding original and transformed facial images. That is, the average difference is calculated between the distances from the center of both eyes to each feature point for the corresponding original and transformed images. As a result, the average error in feature location is about 7.0% of the distance from the center of both eyes to the center of a mouth.

The Development of Real-time Video Associated Data Service System for T-DMB (T-DMB 실시간 비디오 부가데이터 서비스 시스템 개발)

  • Kim Sang-Hun;Kwak Chun-Sub;Kim Man-Sik
    • Journal of Broadcast Engineering
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    • v.10 no.4 s.29
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    • pp.474-487
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    • 2005
  • T-DMB (Terrestrial-Digital Multimedia Broadcasting) adopted MPEG-4 BIFS (Binary Format for Scene) Core2D scene description profile and graphics profile as the standard of video associated data service. By using BIFS, we can support to overlay objects, i.e. text, stationary image, circle, polygon, etc., on the main display of receiving end according to the properties designated in broadcasting side and to make clickable buttons and website links on desired objects. Therefore, a variety of interactive data services can be served by BIFS. In this paper, we implement real-time video associated data service system far T-DMB. Our developing system places emphasis on real-time data service by user operation and on inter-working and stability with our previously developed video encoder. Our system consists of BIFS Real-time System, Automatic Stream Control System and Receiving Monitoring System. Basic functions of our system are designed to reflect T-DMB programs and characteristics of program production environment as a top priority. Our developed system was used in BIFS trial service via KBS T-DMB, it is supposed to be used in T-DMB main service after improvement process such as intensifying system stability.

Ground-Roll Suppression of the Land Seismic Data using the Singular Value Decomposition (SVD) (특이값 분해를 이용한 육상 탄성파자료의 그라운드롤 제거)

  • Sa, Jin-Hyeon;Kim, Sung-Soo;Kim, Ji-Soo
    • The Journal of Engineering Geology
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    • v.28 no.3
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    • pp.465-473
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    • 2018
  • The application of singular value decomposition (SVD) filtering is examined for attenuation of the ground-roll in land seismic data. Prior to the SVD computation to seek singular values containing the highly correlatable reflection energy, processing steps such as automatic gain control, elevation and refraction statics, NMO correction, and residual statics are performed to enhance the horizontal correlationships and continuities of reflections. Optimal parameters of SVD filtering are effectively chosen with diagnostic display of inverse NMO (INMO) corrected CSP (common shot point) gather. On the field data with dispersion of ground-roll overwhelmed, continuities of reflection events are much improved by SVD filtering than f-k filtering by eliminating the ground-roll with preserving the low-frequency reflections. This is well explained in the average amplitude spectra of the f-k and SVD filtered data. The reflectors including horizontal layer of the reservoir are much clearer on the stack section, with laminated events by SVD filtering and subsequent processing steps of spiking deconvolution and time-variant spectral whitening.

A Study on the Safety Improvement in Incineration System from the Case Study of Acrylic acid manufacturing process Accident (아크릴산 제조공정 사고사례를 통한 소각 시스템의 안전성 향상 방안)

  • Ma, Byung-Chol;Lee, Keun-Won;Im, Ji-Pyo;Kim, Young-Chul
    • Journal of the Korean Institute of Gas
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    • v.16 no.4
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    • pp.52-58
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    • 2012
  • Recently, waste gas incineration is increasing due to strong environmental regulatory system in Korea. These incinerating facilities are usually connected with the top of the storage tank through pipeline and incinerate off gas with the flame. Therefore, the flame originated from these facilities is likely to move back into pipeline and might cause an explosion of the storage tank. Accordingly, the purpose of this study is to suggest the preventive measures and the way to improve the safety of these incineration systems through the cause analysis of a major industrial accident occurred in a acrylic acid manufacturing process in Korea. As a result of the study, the preventive measures are suggested as follows. (1) Air or inert gas inflow facilities should be well designed to dilute flammable gases into air or inert gas sufficiently before the blower is restarted in order to prevent the explosion (2) It is needed for the detonation-type flame arresters to be installed on the top of the storage tanks. (3) In case of using the deflagration-type flame arresters, it is necessary to install a rupture disk before the arresters, or blow off the flame outside tanks by connecting the tank top and the incinerator with hood-type pipe. (4) TDR should be installed to be restarted automatically after the momentary power failure.

Implementation of Pattern Recognition Algorithm Using Line Scan Camera for Recognition of Path and Location of AGV (무인운반차(AGV)의 주행경로 및 위치인식을 위한 라인스캔카메라를 이용한 패턴인식 알고리즘 구현)

  • Kim, Soo Hyun;Lee, Hyung Gyu
    • Journal of Korea Society of Industrial Information Systems
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    • v.23 no.1
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    • pp.13-21
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    • 2018
  • AGVS (Automated Guided Vehicle System) is a core technology of logistics automation which automatically moves specific objects or goods within a certain work space. Conventional AGVS generally requires the in-door localization system and each AGV equips expensive sensors such as laser, magnetic, inertial sensors for the route recognition and automatic navigation. thus the high installation cost is inevitable and there are many restrictions on route(path) modification or expansion. To address this issue, in this paper, we propose a cost-effective and scalable AGV based on a light-weight pattern recognition technique. The proposed pattern recognition technology not only enables autonomous driving by recognizing the route(path), but also provides a technique for figuring out the loc ation of AGV itself by recognizing the simple patterns(bar-code like) installed on the route. This significantly reduces the cost of implementing AGVS as well as benefiting from route modification and expansion. In order to verify the effectiveness of the proposed technique, we first implement a pattern recognition algorithm on a light-weight MCU(Micro Control Unit), and then verify the results by implementing an MCU_controlled AGV prototype.