• Title/Summary/Keyword: DOC

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Document Understanding and Similar Document Recommendation Through Word Embedding Model (워드 임베딩 모델을 이용한 문서 이해 및 유사문서 추천)

  • Jeongmin Cho;Seungshik Kang
    • Annual Conference of KIPS
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    • 2024.10a
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    • pp.480-481
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    • 2024
  • 문서의 내용을 쉽게 이해하기 위해서는 문서의 핵심 단어, 또는 핵심 문장을 빠르게 파악하는 것이 중요하다. 또한 유사한 문서를 참고하여 같이 읽는다면 해당 문서 내용을 파악하는 시간을 단축시켜주거나 해당 문서에 대한 이해도를 증가시킬 수 있다. 이를 위해서 wordcloud, textrank, Doc2Vec, softmax regression, cosine similarity과 같은 기법을 활용한다. 최종적으로 어떠한 문서를 입력받으면 문서의 명사를 기반으로 한 워드클라우드 시각화 및 핵심 문장 추출, 같은 카테고리를 가지는 유사한 문서를 추천해 주는 연구를 수행하였다.

Effect of Coagulated Flocs Broken by the Pressure Pump on Removal Rate and Membrane Fouling of Pressurized MF process (가압펌프에 의해 해체된 플럭이 가압식 막여과 공정의 제거효율 및 막오염에 미치는 영향)

  • Kim, Junhyun;Moon, Baeksu;Park, Jongsu;Cho, Yoonho;Kim, Jinho
    • Membrane Journal
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    • v.23 no.6
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    • pp.460-468
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    • 2013
  • This study reviewed optimum dosage rate of coagulant and ability to remove dissolved organic carbon without sedimentation in conventional water purification plant. It was confirmed that floc formated by pre-treatment process was broken by impeller of booster pump. Optimum dosage rate of coagulant was 4 mg/L (as PACl 17%) for floc formation through blend, coagulation and after passing through the pump when turbidity of raw water was less than 10 NTU. And average removal rate of dissolved organic carbon was 43% at that time. Maximum removal rate of dissolved organic carbon was 48%, even though coagulation rate was increased gradually until 8 mg/L (as PACl 17%). So removal rate of dissolved organic carbon is not much improved even if dosage rage of coagulant increase. TMP of PVDF (polyvinylidene flouride) pressurized MF process without pre-treatment operated at 0.54 bar and TMP of PVDF pressurized MF process with pre-treatment operated at 0.41 bar.

Comparison of Greenhouse Gas Emission from Landfills by Different Scenarios (매립지의 온실가스 배출량 산정 시나리오에 따른 온실가스 배출량 비교)

  • Kim, Hyun-Sun;Choi, Eun-Hwa;Lee, Nam-Hoon;Lee, Seung-Hoon;Cheong, Jang-Pyo;Lee, Chae-Young;Yi, Seung-Muk
    • Journal of Korean Society for Atmospheric Environment
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    • v.23 no.3
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    • pp.344-352
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    • 2007
  • Quantifying the methane emission from landfills is important to evaluate measures for reduction of greenhouse gas emissions. To estimate methane emission for the entire landfills from 1990 through 2004 in Korea, Tier 1 and 2 methodologies were used. In addition, five different scenarios were adopted to identify the effect of important variables on methane emission. The trends of methane emission using Tier 1 were similar to the disposed waste amount. Methane emission using Tier 2 increased as the degradation of waste was gradually proceeded. This result indicates that disposed waste amount and methane generation rate are the important variables for the estimation of methane emission by Tier 1 and 2, respectively. As for the different scenarios, methane emission was highest with scenario I that the entire landfills in Korea were regarded as one landfill. Methane emissions by scenario III and IV considering different $DOC_F$ values with the waste type and different MCF values with the height of waste layer, respectively, were underestimated compared to scenario II. This result indicates that the method of scenario I employed to most previous studies may lead to the overestimation of methane emission. Therefore, more careful consideration of the variables should be needed to develop the methodologies of greenhouse gas emission in landfills along with the characteristics of disposed waste in Korea.

A Study of the Construction of Comprehensive Flight Testing Infrastructure to Increase Aviation Safety (항공안전 증진을 위한 비행종합시험 인프라 구축 방안 연구)

  • Kim, Seung-Han;Kim, Gyou-Beom;Yim, Jae-Hyun
    • Journal of Convergence for Information Technology
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    • v.10 no.9
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    • pp.147-153
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    • 2020
  • As demand for drone test flight is rapidly increasing, it is difficult for Goheung Aviation Center alone to meet the test flight demand. Newly developed drones or modified existing aircraft carry potential flight risks due to unpredictable flight performance or poor pilot skill when performing test flights outside the test site. Therefore, it is necessary to ensure sufficient test flight space for the safety verification of manned and unmanned aircraft. Therefore, this study analyzed the status of domestic flight test site and chapter 5 of ICAO DOC 9184-AN / 902 Part 1 (Airport Planning Manual). And to build a comprehensive flight test infrastructure, the methodology for preliminary evaluation of candidate sites for flight test sites and a method for evaluating infrastructure test sites was presented.

A Study on the Service Improvement Strategies by Enterprise through the Analysis of Customer Response Reviews in Smart Home Applications : Based on the Classification of Functional Elements and Design Elements of smart Home Usability Values (스마트 홈 어플리케이션의 고객반응리뷰분석을 통한 기업별 서비스개선전략에 대한 연구 : 스마트 홈 사용성 가치의 기능적요소와 디자인적 요소 분류를 바탕으로)

  • Heo, Ji Yeon;Kim, Min Ji;Cha, Kyung Jin
    • Journal of Information Technology Services
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    • v.19 no.4
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    • pp.85-107
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    • 2020
  • The Internet of Things market, a technology that connects the Internet to various things, is growing day by day. Besides, various smart home services using IoT and AI (Artificial Intelligence) are being launched in homes. Related to this, existing smart home-related studies focus primarily on ICT technology, not on what service improvements should be made in customer positions. In this study, we will use smart home application customer review data to classify functional and design elements of smart home usability value and examine the ways customers think of service improvement. For this, LG Electronics and Samsung Electronics" Smart Home application, the main provider of Smart Home in Korea, customer reviews were crawled to conduct a comparative analysis between them. In this study, the review of IoT home-applications was analyzed to find service improvement insights from customer perspective, and related analysis of text mining, social network analysis and Doc2vec was used to efficiently analyze data equivalent to about 16,000 user reviews. Through this research, we hope that related companies effectively seek ways to improve smart home services that reflect customer needs and are expected to help them establish competitive strategies by identifying weaknesses and strengths among competitors.

Effect of Cu Species Distribution in Soil Pore Water on Prediction of Acute Cu Toxicity to Hordeum vulgare using Terrestrial Biotic Ligand Model (토양 공극수 내 Cu의 존재형태가 terrestrial biotic ligand model을 이용한 보리의 급성독성 예측에 미치는 영향)

  • An, Jinsung;Jeong, Buyun;Lee, Byungjun;Nam, Kyoungphile
    • Journal of Soil and Groundwater Environment
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    • v.22 no.5
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    • pp.30-39
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    • 2017
  • In this study, the predictive toxicity of barley Hordeum vulgare was estimated using a modified terrestrial biotic ligand model (TBLM) to account for the toxic effects of $CuOH^+$ and $CuCO_3(aq)$ generated at pH 7 or higher, and this was compared to that from the original TBLM. At pH values higher than 7, the difference in $EA_{50}\{Cu^{2+}\}$ (half maximal effective activity of $Cu^{2+}$) between the two models increased with increasing pH. As Mg concentration increased from 8.24 to 148 mg/L in the pH range of 5.5 to 8.5, the difference in $EA_{50}\{Cu^{2+}\}$ increased, and it reached its maximum at pH 8. The difference in $EC_{50}[Cu]_T$ (half maximal effective concentration of Cu) between the two models increased as dissolved organic carbon (DOC) concentration increased when pH was above 7. Thus, for soils with alkaline pH, the toxic effect of $CuOH^+$ and $CuCO_3(aq)$ are greater at higher salt and DOC concentrations. The acceptable Cu concentration in soil porewater can be estimated by the modified TBLM through deterministic method at pH levels higher than 7, while combination of TBLM and species sensitivity distribution through the probabilistic method could be utilized at pH levels lower than 7.

Effect of Environmental Factors on the Determination of the Ecotoxicological Threshold Concentration of Cu in Soil Pore Water through Biotic Ligand Model and Species Sensitivity Distribution (Biotic ligand model과 종 민감도 분포를 이용한 토양 공극수 내 Cu의 생태독성학적 허용농도 결정에 미치는 환경인자의 영향)

  • Yu, Gihyeon;An, Jinsung;Jeong, Buyun;Nam, Kyoungphile
    • Journal of Soil and Groundwater Environment
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    • v.22 no.1
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    • pp.49-58
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    • 2017
  • Biotic ligand model (BLM) and species sensitivity distribution (SSD) were used to determine the site-specific Cu threshold concentration (5% hazardous concentration; HC5) in soil pore water. Model parameters for Cu-BLM were collected for six plants, one collembola, and two earthworms from published literatures. Half maximal effective concentration ($EC_{50}\{Cu^{2+}\}$), expressed as $Cu^{2+}$ activity, was calculated based on activities of major cations and the collected Cu-BLM parameters. The $EC_{50}\{Cu^{2+}\}$ varied from 2 nM to $251{\mu}M$ according to the variation in environmental factors of soil pore water (pH, major cation/anion concentrations) and the type of species. Hazardous activity for 5% (HA5) and HC5 calculated from SSD varied from 0.076 to $0.4{\mu}g/L$ and 0.4 to $83.4{\mu}g/L$, respectively. HA5 and HC5 significantly decreased with the increase in pH in the region with pH less than 7 due to the decrease in competition with $H^+$ and $Cu^{2+}$. In the region with pH more than 7, HC5 increased with the increase in pH due to the formation of complexes of Cu with inorganic ligands. In the presence of dissolved organic carbon (DOC), Cu and DOC form a complex, which decreases $Cu^{2+}$ activity in soil pore water, resulting in up to 292-fold increase in HC5 from 0.48 to $140{\mu}g/L$.

Evaluation of Pre-ozone Treatment and Economic Efficiency as Changing Raw Water Quality (상수원수 수질변화에 따른 전오존 처리효과 및 경제성 평가)

  • Choi, Dong-Hoon;Park, Jin-Sik;Moon, Choo-Yeun;Lee, Jae-Yong;Ryu, Dong-Choon;Jang, Seong-Ho;Kwon, Ki-Won;Lee, Soo-Ae
    • Journal of Environmental Science International
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    • v.22 no.4
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    • pp.453-461
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    • 2013
  • This study, changes in raw water quality is to indicate on the efficiency of ozone treatment of each pollutant as compared to derive the appropriate operating measures. The appropriate selection for injection rate of pre-ozone and did not inject pre-ozone assess changes in the water. When good water quality, you not injected of pre-ozone to evaluate the economic efficiency of electricity and put the most cost-effective ozone concentration were evaluated. Evaluation remove organic matter and chlorophyll-a concentration level in experiments with each factor of the water DOC> 2.5 mg/L, THMFP> 70 ${\mu}g/L$, Chl-a> 30 $mg/m^3$or less constant process, if you do not need to put pre-ozone showed little impact. It also does not put you in pre-ozone appropriate produce enough power rate savings was calculated as approximately 90 million won. Ability to remove organic materials and the ability to produce disinfection byproducts, and cost-effective decisions by considering the concentration of injection if pre-ozone 1 mg/L was investigated by the appropriate concentration of ozone injection.

Optimum Design of Latch Position and Latch Length on Operating Mechanism of a Circuit Breaker using ADAMS and VisualDOC (회로차단기 조작기구의 래치 위치 및 길이 최적설계)

  • Cha, Hyun Kyung;Jang, Jin Seok;Yoo, Wan Suk;Sohn, Jeong Hyun
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.38 no.11
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    • pp.1215-1220
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    • 2014
  • Breaking time is an important performance indicator of a circuit breaker. Thus, the operating mechanism of the circuit breaker should be optimized for reducing the breaking time. The operating mechanism in a gas circuit breaker is made up of several latches. Specifically, the geometry and relative positions of latches influence the dynamic behaviors of the operating mechanism. In this study, a three-stage latch operating mechanism is analyzed on the basis of the verified multibody dynamics model constructed using the MSC.ADAMS program. The relative positions and lengths of latches are selected as design variables. The dominant design variables are selected by a design study. Optimization is performed using a genetic algorithm (GA). The study results demonstrate that the performance of the circuit breaker improves by about 22.5.

Study on Microorganism Multiplication Behavior and Efficiency of Chlorine Disinfection in the Sewage Effluent from J Municipal Waste Water Treatment Plant (J 하수 처리장 방류수 중 세균의 성장 거동 및 염소 소독 효율 고찰)

  • Lee, Ungi;Lee, Yoonjin;Jeong, Kyuyean
    • Applied Chemistry for Engineering
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    • v.19 no.1
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    • pp.122-128
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    • 2008
  • We evaluated the relationship between the multiplication of heterotrophic microorganisms and physicochemical factors in the final discharged sewage water from J municipal waste water treatment plants. Dissolved organic carbon (DOC) was the most crucial factor influencing multiplication of heterotrophic plate counts (HPC) among the water quality variables selected. Degrading bacteria, such as proteolytic bacteria, lipholytic bacteria, starch degrading bacteria, cellulolytic bacteria, and pectinolytic bacteria, were monitored to understand the condition of nutrients in finished sewage effluent. The percentages of lipid and protein combined occupied 81% in finished sewage water. The multiplication of HPC showed the highest value in August. The formation of trihalomethane (THM) was low in the finished discharge water during chlorine disinfection, which was $71{\mu}/L$ (which was less than $100{\mu}/L$- the standard of drinking water quality) with 10 mg/L of chlorine during 15 min.