• 제목/요약/키워드: dual detection

검색결과 293건 처리시간 0.019초

CNN 보조 손실을 이용한 차원 기반 감성 분석 (Target-Aspect-Sentiment Joint Detection with CNN Auxiliary Loss for Aspect-Based Sentiment Analysis)

  • 전민진;황지원;김종우
    • 지능정보연구
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    • 제27권4호
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    • pp.1-22
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    • 2021
  • 텍스트를 바탕으로 한 차원 기반 감성 분석(Aspect-Based Sentiment Analysis)은 다양한 산업에서 유용성을 주목을 받고 있다. 기존의 차원 기반 감성 분석에서는 타깃(Target) 혹은 차원(Aspect)만을 고려하여 감성을 분석하는 연구가 대다수였다. 그러나 동일한 타깃 혹은 차원이더라도 감성이 나뉘는 경우, 또는 타깃이 없지만 감성은 존재하는 경우 분석 결과가 정확하지 않다는 한계가 존재한다. 이러한 문제를 해결하기 위한 방법으로 차원과 타깃을 모두 고려한 감성 분석(Target-Aspect-Sentiment Detection, 이하 TASD) 모델이 제안되었다. 그럼에도 불구하고, TASD 기존 모델의 경우 구(Phrase) 간의 관계인 지역적인 문맥을 잘 포착하지 못하고 초기 학습 속도가 느리다는 문제가 있었다. 본 연구는 TASD 분야 내 기존 모델의 한계를 보완하여 분석 성능을 높이고자 하였다. 이러한 연구 목적을 달성하기 위해 기존 모델에 합성곱(Convolution Neural Network) 계층을 더하여 차원-감성 분류 시 보조 손실(Auxiliary loss)을 추가로 사용하였다. 즉, 학습 시에는 합성곱 계층을 통해 지역적인 문맥을 좀 더 잘 포착하도록 하였으며, 학습 후에는 기존 방식대로 차원-감성 분석을 하도록 모델을 설계하였다. 본 모델의 성능을 평가하기 위해 공개 데이터 집합인 SemEval-2015, SemEval-2016을 사용하였으며, 기존 모델 대비 F1 점수가 최대 55% 증가했다. 특히 기존 모델보다 배치(Batch), 에폭(Epoch)이 적을 때 효과적으로 학습한다는 것을 확인할 수 있었다. 본 연구에서 제시된 모델로 더욱 더 세밀한 차원 기반 감성 분석이 가능하다는 점에서, 기업에서 상품 개발 및 마케팅 전략 수립 등에 다양하게 활용할 수 있으며 소비자의 효율적인 구매 의사결정을 도와줄 수 있을 것으로 보인다.

장기간 항경련제를 복용하고 있는 소아 간질 환아들의 골밀도 및 골대사 지표들 (Bone Mineral Density and Bone Markers in the Children with Epilepsy Taking on Chronic Anticonvulsants)

  • 이순범;강소영;유지숙
    • Clinical and Experimental Pediatrics
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    • 제48권5호
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    • pp.527-533
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    • 2005
  • 목 적 : 소아 간질 환아에서 장기간 항경련제를 투여시 저신장, 저칼슘혈증, 골밀도 저하가 올 수 있는 것으로 알려져 있다. 저자들은 골밀도 및 골표지자의 연구를 통해 항경련제 투여 환아의 골대사 질환의 위험을 조기 발견할 수 있는지 알아보고자 하였다. 방 법 : 간질로 단국대학교병원 소아과에서 12개월 이상 항경련제 치료를 받고 있는 환자들 중 5-16세의 환아 30명을 대상으로 2003년 7월부터 2004년 2월 사이에 본 연구를 시행하였다. 대상 환아들을 carbamazepine과 valproic acid를 단독 투여군과 2가지 이상의 항경련제를 병합투여한 군으로 나누었고, 요추부 골밀도, 체질량지수, 골연령 및 골표지자들을 측정한 후, 남녀별, 연령별로 분류하여 대조군과 비교하였다. 결 과 : 총 30명이었으며, 검사 당시 평균연령은 $10.4{\pm}3.1$세(5-16세)이었다. Carbamazpine 단독 투여군 10명, valproic acid 단독 투여군 6명, 2가지 이상의 약물을 투여 받은 복합 투여군이 14명이었고 복합 투여군 중에는 뇌성마비 2명, 소두증 2명, 뇌연화증 1명, 선천성심장병 1명이 포함되었다. 각 투여군 간에는 요추 골밀도, 칼슘, 인, 알칼리성 인산화효소, $25(OH)D_3$, 오스테오칼신, 부갑상선호르몬, deoxypyridinoline, 골연령 등의 차이는 없었다. 남녀별, 연령별로 나누었을 때 5세 및 15세 여아에서 -2.5 SDS 미만의 의미있는 골밀도의 감소를 보였으며, 체질량지수는 5 percentile 미만의 현저한 감소를 보이고 있었고, 골 연령 및 신장도 감소되어 있었다. 이러한 감소를 보인 두 명의 환아 중 5세 환아는 심방중격결손증 및 소두증을 가지고 있었으며 15세 여아는 뇌성마비 및 뇌연화증이 있었고 좌하지 골절의 기왕력이 있었으며 두 환아 모두 2가지 항경련제를 4년 이상 투약 받았다. 골밀도는 체질량지수 및 골연령과 통계적으로 의미있는 양의 상관관계를 보였다. 결 론 : 장기간 항경련제를 복용하는 소아환자들에 있어 특히, 신체활동이 제한되어 있거나 다른 만성질환을 동반한 경우에는 골대사에 대한 세심한 주의가 필요하며 주기적으로 키, 몸무게를 측정하여 체질량지수 및 신장의 SDS를 산출하는 것이 골대사에 대한 간단하면서도 중요한 검사가 될 수 있을 것으로 생각된다.

Field Studios of In-situ Aerobic Cometabolism of Chlorinated Aliphatic Hydrocarbons

  • Semprini, Lewts
    • 한국지하수토양환경학회:학술대회논문집
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    • 한국지하수토양환경학회 2004년도 총회 및 춘계학술발표회
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    • pp.3-4
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    • 2004
  • Results will be presented from two field studies that evaluated the in-situ treatment of chlorinated aliphatic hydrocarbons (CAHs) using aerobic cometabolism. In the first study, a cometabolic air sparging (CAS) demonstration was conducted at McClellan Air Force Base (AFB), California, to treat chlorinated aliphatic hydrocarbons (CAHs) in groundwater using propane as the cometabolic substrate. A propane-biostimulated zone was sparged with a propane/air mixture and a control zone was sparged with air alone. Propane-utilizers were effectively stimulated in the saturated zone with repeated intermediate sparging of propane and air. Propane delivery, however, was not uniform, with propane mainly observed in down-gradient observation wells. Trichloroethene (TCE), cis-1, 2-dichloroethene (c-DCE), and dissolved oxygen (DO) concentration levels decreased in proportion with propane usage, with c-DCE decreasing more rapidly than TCE. The more rapid removal of c-DCE indicated biotransformation and not just physical removal by stripping. Propane utilization rates and rates of CAH removal slowed after three to four months of repeated propane additions, which coincided with tile depletion of nitrogen (as nitrate). Ammonia was then added to the propane/air mixture as a nitrogen source. After a six-month period between propane additions, rapid propane-utilization was observed. Nitrate was present due to groundwater flow into the treatment zone and/or by the oxidation of tile previously injected ammonia. In the propane-stimulated zone, c-DCE concentrations decreased below tile detection limit (1 $\mu$g/L), and TCE concentrations ranged from less than 5 $\mu$g/L to 30 $\mu$g/L, representing removals of 90 to 97%. In the air sparged control zone, TCE was removed at only two monitoring locations nearest the sparge-well, to concentrations of 15 $\mu$g/L and 60 $\mu$g/L. The responses indicate that stripping as well as biological treatment were responsible for the removal of contaminants in the biostimulated zone, with biostimulation enhancing removals to lower contaminant levels. As part of that study bacterial population shifts that occurred in the groundwater during CAS and air sparging control were evaluated by length heterogeneity polymerase chain reaction (LH-PCR) fragment analysis. The results showed that an organism(5) that had a fragment size of 385 base pairs (385 bp) was positively correlated with propane removal rates. The 385 bp fragment consisted of up to 83% of the total fragments in the analysis when propane removal rates peaked. A 16S rRNA clone library made from the bacteria sampled in propane sparged groundwater included clones of a TM7 division bacterium that had a 385bp LH-PCR fragment; no other bacterial species with this fragment size were detected. Both propane removal rates and the 385bp LH-PCR fragment decreased as nitrate levels in the groundwater decreased. In the second study the potential for bioaugmentation of a butane culture was evaluated in a series of field tests conducted at the Moffett Field Air Station in California. A butane-utilizing mixed culture that was effective in transforming 1, 1-dichloroethene (1, 1-DCE), 1, 1, 1-trichloroethane (1, 1, 1-TCA), and 1, 1-dichloroethane (1, 1-DCA) was added to the saturated zone at the test site. This mixture of contaminants was evaluated since they are often present as together as the result of 1, 1, 1-TCA contamination and the abiotic and biotic transformation of 1, 1, 1-TCA to 1, 1-DCE and 1, 1-DCA. Model simulations were performed prior to the initiation of the field study. The simulations were performed with a transport code that included processes for in-situ cometabolism, including microbial growth and decay, substrate and oxygen utilization, and the cometabolism of dual contaminants (1, 1-DCE and 1, 1, 1-TCA). Based on the results of detailed kinetic studies with the culture, cometabolic transformation kinetics were incorporated that butane mixed-inhibition on 1, 1-DCE and 1, 1, 1-TCA transformation, and competitive inhibition of 1, 1-DCE and 1, 1, 1-TCA on butane utilization. A transformation capacity term was also included in the model formation that results in cell loss due to contaminant transformation. Parameters for the model simulations were determined independently in kinetic studies with the butane-utilizing culture and through batch microcosm tests with groundwater and aquifer solids from the field test zone with the butane-utilizing culture added. In microcosm tests, the model simulated well the repetitive utilization of butane and cometabolism of 1.1, 1-TCA and 1, 1-DCE, as well as the transformation of 1, 1-DCE as it was repeatedly transformed at increased aqueous concentrations. Model simulations were then performed under the transport conditions of the field test to explore the effects of the bioaugmentation dose and the response of the system to tile biostimulation with alternating pulses of dissolved butane and oxygen in the presence of 1, 1-DCE (50 $\mu$g/L) and 1, 1, 1-TCA (250 $\mu$g/L). A uniform aquifer bioaugmentation dose of 0.5 mg/L of cells resulted in complete utilization of the butane 2-meters downgradient of the injection well within 200-hrs of bioaugmentation and butane addition. 1, 1-DCE was much more rapidly transformed than 1, 1, 1-TCA, and efficient 1, 1, 1-TCA removal occurred only after 1, 1-DCE and butane were decreased in concentration. The simulations demonstrated the strong inhibition of both 1, 1-DCE and butane on 1, 1, 1-TCA transformation, and the more rapid 1, 1-DCE transformation kinetics. Results of tile field demonstration indicated that bioaugmentation was successfully implemented; however it was difficult to maintain effective treatment for long periods of time (50 days or more). The demonstration showed that the bioaugmented experimental leg effectively transformed 1, 1-DCE and 1, 1-DCA, and was somewhat effective in transforming 1, 1, 1-TCA. The indigenous experimental leg treated in the same way as the bioaugmented leg was much less effective in treating the contaminant mixture. The best operating performance was achieved in the bioaugmented leg with about over 90%, 80%, 60 % removal for 1, 1-DCE, 1, 1-DCA, and 1, 1, 1-TCA, respectively. Molecular methods were used to track and enumerate the bioaugmented culture in the test zone. Real Time PCR analysis was used to on enumerate the bioaugmented culture. The results show higher numbers of the bioaugmented microorganisms were present in the treatment zone groundwater when the contaminants were being effective transformed. A decrease in these numbers was associated with a reduction in treatment performance. The results of the field tests indicated that although bioaugmentation can be successfully implemented, competition for the growth substrate (butane) by the indigenous microorganisms likely lead to the decrease in long-term performance.

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