• 제목/요약/키워드: AI-Space

검색결과 200건 처리시간 0.031초

Remote Multi-control Smart Farm with Deep Learning Growth Diagnosis Function

  • Kim, Mi-jin;Kim, Ji-ho;Lee, Dong-hyeon;Han, Jung-hoon
    • 한국컴퓨터정보학회논문지
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    • 제27권9호
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    • pp.49-57
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    • 2022
  • 현재 우리 사회는 기후 문제와 세계 인구 증가로 인해 식량 부족 문제가 대두되고 있다. 이를 해결할 방안으로 인공지능(Artificial Intelligent, AI)와 정보통신기술(Information and Communication Technology, ICT)을 접목 시킨 다중 원격 제어 스마트팜을 제안한다. 제안하는 스마트팜은 ICT 기술을 접목시켜 공간과 시간에 제약 없이 원격으로 제어 및 관리하고 작물의 생육환경을 다중 제어한다. 아두이노를 활용하여 스마트폰 애플리케이션(Application, APP)을 통한 다중 제어가 가능한 스마트팜 시스템을 제안하였고, 딥러닝 기술을 적용하여 작물의 생장을 실시간으로 관찰하면서 다양한 데이터 확보 및 진단 기능을 가지는 AI기술을 포함하였다. 스마트팜 내의 각종 센서들을 제어하고 센서들의 데이터 값을 구축한 데이터베이스에 저장하여 사용자가 APP을 통하여 확인할 수 있도록 하였다. 사용자는 APP에서 현재 기상을 참고하여 제어할 수 있도록 하였고 캠을 통해 생육 환경을 실시간으로 확인할 수 있다. 다중 작물을 위한 다중 제어에는 2개 이상의 생육 환경에 대한 각각의 LED, COOLING FAN, WATER PUMP를 적용하여 사용자가 편리하게 제어할 수 있도록 구현하였다. 그리고 딥러닝 기술을 사용하여 TensorFlow 프레임워크를 통해 생육 단계를 진단해주는 APP을 구현하여 사용자가 현재 작물이 어느 단계의 생육 상태인지 손쉽게 진단할 수 있도록 도와주는 애플리케이션을 개발 하고 적용하였다.

Personalized Seamless 라이프스타일 케어 스마트홈 서비스디자인 연구 : 포노 사피엔스 시대를 중심으로 (A Study on The Personalized Seamless Smart Home Service Design for Life-style Care in Phono Sapience era)

  • 박의정;김정우;최재붕
    • 한국IT서비스학회지
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    • 제19권5호
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    • pp.1-14
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    • 2020
  • Mankind has been attempting to live a happy and safe family life in a residential space. Due to the advent of the mobile phone in the 1990s and the smart phone in the 2000s, when the information and communication age came, human life has been innovatively changed. The revolution of human civilization led to the Neolithic Revolution and the Iron Age, followed by a smart phone revolutionizing human life, and the revolution faces with the era of info-communication, smart phones became a daily life and the fourth industrial revolution. The fourth industrial revolution is an era of info-communication technology (ICT), creating a new paradigm across human life through technological developments such as artificial intelligence (AI), IoT, big data, mobile, and cloud. The smart home is actively researched in a direction to support the overall human life as a representative future residential culture paradigm. However, the study considering the needs according to the lifestyle, functional characteristics of each living space and human lifestyle of the Phono Sapiens era where smart phones live like daily life was relatively insufficient. In addition, research on smart home service design should be considered from the apartment residential space planning stage. Therefore, this study has significance in suggesting the direction of research on human-centered smart home service design considering the characteristics of each living space and resident's life-style in the smart phone era.

영화 배경으로서의 도시 공간의 특징과 의미 해석 - 1960년 이후의 한국영화를 중심으로 - (Interpreting the Characteristics and the Meanings of Urban Spaces as the Background of Films - Focusing on Korean Films from 1960's -)

  • 서영애;조경진
    • 한국조경학회지
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    • 제34권1호
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    • pp.69-80
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    • 2006
  • The purposes of this study are to analyze the meanings of urban spaces which are the background of the Korean films, and to capture the interactions of ordinary culture and urban spaces. By reading urban spaces through films, it is possible to understand the variety of experiences that are hardly captured with direct eyes, specific and vivid urban images, and various events formed by the interactions of spaces and people. The scope of the study is the urban spaces revealed in Korean films portraying cities after the 1960's as their settings, and the total of 18 films was selected with every $4{\sim}5$ films for each time stage. With the selected films, analytical meanings were developed with considering three aspects; 1) phylogenetic meaning that simply reflects social-cultural and historical background, 2) the outer strum meaning that concerns the situation of special background and film scene, and 3) metaphorical and metanymic meaning on films. According to the appearance frequency, spatial backgrounds of film scenes are mainly alleys, main streets, railroad, loft, and riverside. And then the connection between spaces and meaning clusters was grasped, and reflected meanings were derived for every spaces. And the meaning of urban space in films was analyzed based on the meaning of developments and outer stratum. The fundamental characteristics and feelings of people in media such as films are more emphasized than in real world. Urban space is not considered as a simple visible shell, but is recognized as 'a real situation' created by people. The intension of this study was to open the possibility of the various views of urban spaces. The construction of the urban space should be approached from a perspective of creating new places at where the space and human beings interact with considerations of stories of various human lives. I hope new vistas can be opened up for the research subjects and methodologies about the hereafter study of urban spaces through the mutual communications with various adjacent regions including films.

Indoor Path Recognition Based on Wi-Fi Fingerprints

  • Donggyu Lee;Jaehyun Yoo
    • Journal of Positioning, Navigation, and Timing
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    • 제12권2호
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    • pp.91-100
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    • 2023
  • The existing indoor localization method using Wi-Fi fingerprinting has a high collection cost and relatively low accuracy, thus requiring integrated correction of convergence with other technologies. This paper proposes a new method that significantly reduces collection costs compared to existing methods using Wi-Fi fingerprinting. Furthermore, it does not require labeling of data at collection and can estimate pedestrian travel paths even in large indoor spaces. The proposed pedestrian movement path estimation process is as follows. Data collection is accomplished by setting up a feature area near an indoor space intersection, moving through the set feature areas, and then collecting data without labels. The collected data are processed using Kernel Linear Discriminant Analysis (KLDA) and the valley point of the Euclidean distance value between two data is obtained within the feature space of the data. We build learning data by labeling data corresponding to valley points and some nearby data by feature area numbers, and labeling data between valley points and other valley points as path data between each corresponding feature area. Finally, for testing, data are collected randomly through indoor space, KLDA is applied as previous data to build test data, the K-Nearest Neighbor (K-NN) algorithm is applied, and the path of movement of test data is estimated by applying a correction algorithm to estimate only routes that can be reached from the most recently estimated location. The estimation results verified the accuracy by comparing the true paths in indoor space with those estimated by the proposed method and achieved approximately 90.8% and 81.4% accuracy in two experimental spaces, respectively.

능동형 음장조성시스템의 설계 (Design of Spontaneous Acoustic Field Reproducing System)

  • 국찬;장길수;장경성;김선우
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2005년도 춘계학술대회논문집
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    • pp.611-614
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    • 2005
  • The introduction of the sound based on the soundscape concept has the effect to offer comfortable sound environments at the public spaces by masking undesired ones and to identify the spaces. Sound installation, sound sculptor and the soundscape are used for these purpose, but the most important factors to be considered therein are to determine what kind of sounds to offer and how to adjust them to the changing circumstances. But, installing, maintaining and adjusting the soundscape system directly in the field will ensue numerous problems as well as high costs. And, even if it was epochal and novel when the soundscape is first installed at a space, new different sound environment is necessary to continue the effectiveness as time goes. Thus, this study aims at devising the instrument system that has the artificial intelligence, enables to remote control, with a great ease, numerous variables, reproduce most agreeable sound sources, and can produce the proper sound fit to the space automatically and spontaneously.

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An Al Approach with Tabu Search to solve Multi-level Knapsack Problems:Using Cycle Detection, Short-term and Long-term Memory

  • Ko, Il-Sang
    • 한국경영과학회지
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    • 제22권3호
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    • pp.37-58
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    • 1997
  • An AI approach with tabu search is designed to solve multi-level knapsack problems. The approach performs intelligent actions with memories of historic data and learning effect. These action are developed ont only by observing the attributes of the optimal solution, the solution space, and its corresponding path to the optimal, but also by applying human intelligence, experience, and intuition with respect to the search strategies. The approach intensifies, or diversifies the search process appropriately in time and space. In order to create a good neighborhood structure, this approach uses two powerful choice rules that emphasize the impact of candidate variables on the current solution with respect to their profit contribution. "Pseudo moves", similar to "aspirations", support these choice rules during the evaluation process. For the purpose of visiting as many relevant points as possible, strategic oscillation between feasible and infeasible solutions around the boundary is applied. To avoid redundant moves, short-term (tabu-lists), intemediate-term (cycle-detection), and long-term (recording frequency and significant solutions for diversfication) memories are used. Test results show that among the 45 generated problems (these problems pose significant or insurmountable challenges to exact methods) the approach produces the optimal solutions in 39 cases.lutions in 39 cases.

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WATER MASERS FROM THE PROTOSTELLAR DISK AND OUTFLOW IN THE NGC 1333 IRAS 4 REGION

  • Park, Geum-Sook;Choi, Min-Ho
    • 천문학회지
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    • 제40권4호
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    • pp.123-125
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    • 2007
  • NGC 1333 is a nearby star forming region, and IRAS 4A and IRAS 4BI are low-mass Class 0 protostars. IRAS 4A is a protobinary system. The NGC 1333 IRAS 4 region was observed in the 22 GHz water maser with a high resolution (0.08") using the Very Large Array. Two groups of masers were detected: one near A2 and the other near BI. Most of the masers associated with A2 are located very close (< 100 AU) to the radio continuum source. They may be associated with the circumstellar disk. Since no maser was detected near AI, the A2 disk is relatively more active than the Al disk. Most of the masers in the BI region are distributed along a straight line, and they are probably related with the outflow. As in many other water maser sources, the IRAS 4 water masers seem to trace selectively either the disk or the outflow. Considering the outflow lifetimes, the disk-outflow dichotomy is probably unrelated with the evolutionary stage of protostars. A possible explanation may be that both the outflow-maser and the disk-maser are rare phenomena and that detecting both kinds of maser around a single protostar may be even rarer.

경험적 탐색기법에 근거한 배전계통의 선로 재구성 앨고리즘 (NETWORK RECONFIGURATION ALGORITHM FOR AUTOMATED DISTRIBUTION SYSTEM BASED ON THE BEST-FIRST TREE SEARCH)

  • 정경희;김호용;고윤석
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1991년도 하계학술대회 논문집
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    • pp.350-353
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    • 1991
  • This study develops an expert system which solves the problems of the MTr/feeder overloads and the feeder constraints in automated radial distribution systems. Then, the objective is to perform the network reconfiguration by switching the tie and sectionalizing switches which eliminates the system violation, while achieving the load balance of the MTrs/feeders. To reduce the search space, an expert system based on heuristic rules is presented, and implemented in AI language Prolog. This system adopts the best-first tree search technique. The computational results are also prepared to show the performance of the heuristic algorithm developed.

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신경망 보상기를 이용한 PMSM의 간단한 지능형 강인 위치 제어 (Simple AI Robust Digital Position Control of PMSM using Neural Network Compensator)

  • 윤성구
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2000년도 전력전자학술대회 논문집
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    • pp.620-623
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    • 2000
  • A very simple control approach using neural network for the robust position control of a Permanent Magnet Synchronous Motor(PMSM) is presented The linear quadratic controller plus feedforward neural network is employed to obtain the robust PMSM system approximately linearized using field-orientation method for an AC servo. The neural network is trained in on-line phases and this neural network is composed by a fedforward recall and error back-propagation training. Since the total number of nodes are only eight this system can be easily realized by the general microprocessor. During the normal operation the input-output response is sampled and the weighting value is trained multi-times by error back-propagation method at each sample period to accommodate the possible variations in the parameters or load torque. And the state space analysis is performed to obtain the state feedback gains systematically. IN addition the robustness is also obtained without affecting overall system response. This method is realized by a floating-point Digital Singal Processor DS1102 Board (TMS320C31) The basic DSP software is used to write C program which is compiled by using ANSI-C style function prototypes.

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다층 인슐레이션의 차음성능에 대한 실험적 연구 (Experimental Research for Air-borne Noise Reduction of a Multi-layered Insulation)

  • 고강호;김영호;국형석
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2001년도 춘계학술대회논문집
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    • pp.1185-1191
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    • 2001
  • This paper discusses an experimental method for measuring the insertion loss (IL) performance of multi-layered insulations that are used in vehicles. Instead of two adjacent reverberation chambers which are generally used to measure the transmission loss (TL) of the large sound isolation materials, air-borne sound insulation tester was utilized to determine the IL and articulation index (AI) of standardized insulation materials. In comparison to reverberation chamber method, air-borne sound insulation tester method is more space-saving, more time-saving and more simple to the automotive acoustics. From the empirical results, it is found that the performances of insulation materials are closely connected with density of polyurethane foam, thickness of heavy layer, thickness of polyurethane foam, and application ratio to panel area.

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