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A Distributed Activity Recognition Algorithm based on the Hidden Markov Model for u-Lifecare Applications (u-라이프케어를 위한 HMM 기반의 분산 행위 인지 알고리즘)

  • Kim, Hong-Sop;Yim, Geo-Su
    • Journal of the Korea Society of Computer and Information
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    • v.14 no.5
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    • pp.157-165
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    • 2009
  • In this paper, we propose a distributed model that recognize ADLs of human can be occurred in daily living places. We collect and analyze user's environmental, location or activity information by simple sensor attached home devices or utensils. Based on these information, we provide a lifecare services by inferring the user's life pattern and health condition. But in order to provide a lifecare services well-refined activity recognition data are required and without enough inferred information it is very hard to build an ADL activity recognition model for high-level situation awareness. The sequence that generated by sensors are very helpful to infer the activities so we utilize the sequence to analyze an activity pattern and propose a distributed linear time inference algorithm. This algorithm is appropriate to recognize activities in small area like home, office or hospital. For performance evaluation, we test with an open data from MIT Media Lab and the recognition result shows over 75% accuracy.

A Morpheme Analyzer based on Transformer using Morpheme Tokens and User Dictionary (사용자 사전과 형태소 토큰을 사용한 트랜스포머 기반 형태소 분석기)

  • DongHyun Kim;Do-Guk Kim;ChulHui Kim;MyungSun Shin;Young-Duk Seo
    • Smart Media Journal
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    • v.12 no.9
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    • pp.19-27
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    • 2023
  • Since morphemes are the smallest unit of meaning in Korean, it is necessary to develop an accurate morphemes analyzer to improve the performance of the Korean language model. However, most existing analyzers present morpheme analysis results by learning word unit tokens as input values. However, since Korean words are consist of postpositions and affixes that are attached to the root, even if they have the same root, the meaning tends to change due to the postpositions or affixes. Therefore, learning morphemes using word unit tokens can lead to misclassification of postposition or affixes. In this paper, we use morpheme-level tokens to grasp the inherent meaning in Korean sentences and propose a morpheme analyzer based on a sequence generation method using Transformer. In addition, a user dictionary is constructed based on corpus data to solve the out - of-vocabulary problem. During the experiment, the morpheme and morpheme tags printed by each morpheme analyzer were compared with the correct answer data, and the experiment proved that the morpheme analyzer presented in this paper performed better than the existing morpheme analyzer.

Design of an IMU-based Wearable System for Attack Behavior Recognition and Intervention (공격 행동 인식 및 중재를 위한 IMU 기반 웨어러블 시스템 개발)

  • Woosoon Jung;Kyuman Jeong;Jeong Tak Ryu;Kyoung-Ock Park;Yoosoo Oh
    • Smart Media Journal
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    • v.13 no.5
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    • pp.19-25
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    • 2024
  • The biggest type of behavior that prevents people with developmental disabilities from entering society is aggressive behavior. Aggressive behavior can pose a threat not only to the personal safety of the person with a developmental disability, but also to the physical safety of others. In this study, we propose a wearable system using a low-power processor. The proposed system uses an IMU (Inertial Measurement Unit) to analyze user behavior, and when attack behavior is not detected for a certain period of time through an LED array attached to the developed system, an interesting LED is displayed. By expressing patterns, we provide behavioral intervention through compensation to people with developmental disabilities. In order to implement a system that must be worn for a long time in a power-limited environment, we present a method to optimize performance and energy consumption across all stages, from data preprocessing to AI model application.

Tourism Information System using Geofencing and NFC Technology (지오펜싱과 NFC 기술을 이용한 관광 안내 시스템)

  • Park, Yang-Jae
    • Journal of Digital Convergence
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    • v.12 no.8
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    • pp.211-217
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    • 2014
  • In this paper, by using geofencing technology to set the area you want to move tourists. Geofence set of tourists in the region enters the smartphone by sending e-mail or SMS alarm to display a detailed map of the area to visit assistance. When you arrive at the destination of the museum exhibits or exhibits to the NFC tag attached to each corresponding to a web server for a detailed description of the exhibits from the get-down. Multimedia content using an existing exhibits described. Media of exhibition space and the interaction between the visitors tour guide system capable was built.

Biological Manganese Removal in Water Treatment (정수처리에서 생물학적 망간처리)

  • Kim, Berm-Soo;Yoon, Jaekyung;Ann, Hyo-Won;Kim, Chung-Hwan
    • Journal of Korean Society of Water and Wastewater
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    • v.20 no.1
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    • pp.44-52
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    • 2006
  • Bio-filtration processes using honeycomb tubes (process 1) and aeration and manganese-sand filtration (process 2) were evaluated for the biological manganese removal efficiency. The concentration of manganese at effluent was stabilized after 20days operation in process 1. It was estimated the required time for attaching and growing microorganisms to honeycomb tubes. In long term of operation periods, manganese removal efficiency was dropped for the excessively attached biofilm and manganese dioxide to honeycomb tubes. It took several days for normal operation in process 2, after that manganese removal efficiency was increased to 98% and stabilized for 1.5 years. Microorganisms in process 1 and 2 were isolated and cultured to characterize manganese-oxidizing bacteria. Among the four types of colony, light brown colony was turned blue color by leuco crystal violet spot test. Stenotropomonas genus, known as manganese-oxidizing bacteria, was identified by 16S rDNA partial sequencing analysis which was isolated in process 1 and 2. For the biological treatment to remove manganese, these two considerations are important. One is to choose the proper media attaching manganese oxidant, another one is to define the cultural condition of isolated manganese-oxidizing bacteria.

Nitrification/Denitrification of Wastewater in one Column containing Biofilm (Biofilm으로 충전된 단일 Column을 이용한 폐수의 질산화/탈질산화 공정 연구)

  • 배해룡
    • Journal of environmental and Sanitary engineering
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    • v.17 no.2
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    • pp.79-84
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    • 2002
  • This study investigated possibility of the nitrification and denitrification in one counter-current column with the growth of biofilm attached to its media. This experiment was performed through use of the lab scale reactor composed of the column and settler. The column used was packed with the small size of plastic rings called PALL($1.5{\times}1.5{\;}cm$) with a cylindrical shape. Synthetic wastewater was used in the experiment. The loading rates of carbon (C) and total nitrogen (TN) furnished to the reactor were 0.23 to 1.0 kg COD/m3.d and 0.023 to 1.0 kg N/m3.d, respectively. Major factors controlling the removal efficiencies of COD and TN were the different air flux and volumetric loading rates of COD and TN. The experimental results obtained from this study demonstrated that the removal efficiencies of COD ranged from 90 to 95% and those of TN were from 80 to 83% under the N loading rate of 0.035 and $0.058{\;}kg{\;}N/m^3{\cdot}d$, respectively. The patterns of TN removed were distinctively different on the limit of 50cm of column in depth. This indicated that the nitrification and denitrification occurred near the surface zone of and inside the biofilm respectively, upto the 50cm of the column in depth.

Nutrients removal on Oxic/Anoxic time ratio in 2-stage-intermittent-aeration reactor (2단 간헐 포기조의 포기/비포기 시간비에 따른 영양염류 제거특성)

  • Kim, Hong Tae;Sin, Seok U;O, Sang Hwa;Gwon, Seong Hyeon
    • Journal of Environmental Science International
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    • v.13 no.7
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    • pp.675-680
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    • 2004
  • This study was conducted to remove organics and nutrients using 2 stage intermittent aeration reactor. First reactor, using suspended microbial growth in intermittent aeration instead of anaerobic reactor in the typical BNR process, used minimum carbon source to release P, and it was possible to reduce ammonia loading going to second reactor. In the second reactor, using moving media intermittent aeration, it was effective to reduce nitrate in non-aeration time by attached microorganisms having long retention time. In aeration time, nitrification and P uptake were taken place simultaneously. From the experiment, two major results were as follows. First, the removal of organics was more than 90%, and optimum aeration/non-aeration time ratio for organic removal was corresponded with aeration/non-aeration time ratio for nitrogen removal. Second, in the first reactor, optimum aeration/non-aeration time ratio was 15/75 (min.) because it was necessary to maintain 75 min. of non-aeration time to suppress of impediment of return nitrate and to lead release of phosphate. In the second reactor, optimum aeration/non-aeration time ratio was 45/90 (min.).

Screen Mark Attack : A New Image Watermarking Attack (스크린 마크 공격 : 새로운 정지영상 워터마킹 공격 기법)

  • 박현중;이충훈;이흥규
    • Journal of Broadcast Engineering
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    • v.6 no.1
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    • pp.58-65
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    • 2001
  • This paper describes a new watermarking attach algorithm, a screen mark attack. The screen mark attack is a modified overmarking attach, which attacks a watermarking system by Inserting another watermark into a marked Image. Overmarking attack has a problem that it cannot be applied to a public watermarking software that prohibits the watermark embedder from embedding another watermark Into an already marked image. However, the proposed attack algorithm can be applied to such a pub1ic watermarking scheme. Test results show that the proposed watermarking attack algorithm is successful for commercial watermarking softwares and attacked images show better quality than Images attached by 07her attack tools.

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A Study on the Design of Automatic Billing Information Systems for Long-Term Home Care Services Business Using iBeacon (iBeacon을 활용하는 장기요양 재가 서비스 업무를 위한 자동청구 정보시스템의 설계에 관한 연구)

  • Jung, Sung Hwa;Kim, Myong Hee;Park, Man-Gon
    • Journal of Korea Multimedia Society
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    • v.19 no.3
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    • pp.612-619
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    • 2016
  • Applying evolved IT technology to increase the satisfaction of the consumer is a typical feature of the rapidly transformed service industry. Smart devices have taken a place as the mainstream of major media, moreover, IT service strategies utilizing smart devices have been constantly developed. Location recognition method of users has been proposed as one of the significant features to the IT service industry. The long-term care home services can be one example of user location recognition methods that real time computerization of service record utilize an attached tag to home of pensioners with RFID reader or an NFC function of mobile when a home carer provides service. And, the Homecare Electronics Management System (HEMS) and the various location recognition methods will be discussed to improve effectiveness of services. In this paper, we propose a home applicable electronic management system which insurer, home care service facilities, home cares, pensioners and guardians which enables to simultaneously check service records based on the improved system by use of iBeacon.

Production of Sexual Hybrids Nicotiana rustica X N. tobacum via in vitro Culture .of Fertilized ovules. (배주배양에 의한 Nicotiana rustica와 N. tabacum의 잡종식물 육성)

  • 최상주;홍병희
    • Journal of the Korean Society of Tobacco Science
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    • v.14 no.1
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    • pp.3-11
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    • 1992
  • The present study examined various environmental and cultural media conditions for in vitro "rescue" of cross-fertilized ovules formed through sexual crosses between Nicotiana rustica and N. tabacum cv. BY4. The response ovules to two cultural procedures was compared; ovules were cultured either separately or left attached to the placenta. Total yield of seedlings and percent of normal seedlings were increased by culturing individual ovules separately, rather than on excised placenta. Total yield of seedlings and number of normal seedlings were produced following in vitro culture of individual fertilized ovules of N. rustica X M tabacum cv. BY4 at four days post-pollination on NN medium containing 2% sucrose. In the in vitro culture of fertilized ovules, high sucrose concentration increased the frequency of seedlings of abnormal appearance. Therefore, sucrose should be supplied to developing ovules at gradually decreased concentrations. Culture of fertilized ovules from three to eight days after pollination gave increased number of seedlings, but with delayed cultral time the number of morphologically normal seedling were decreased. Hybrids were uniform in appearance and showed vegetative heterosis but flower characteristics were generally intermediate between those of the parents. All hvbrids evaluated were self-sterile.f-sterile.

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