• Title/Summary/Keyword: Process disturbances

검색결과 247건 처리시간 0.026초

저품위 석회석 활용을 위한 습식 배연탈황 공정 모델링 연구 (Modeling of Wet Flue Gas Desulfurization Process for Utilization of Low-Grade Limestone)

  • 임종훈;최영렬;김건열;송호준;김정환
    • Korean Chemical Engineering Research
    • /
    • 제57권5호
    • /
    • pp.743-748
    • /
    • 2019
  • 본 연구에서는 저품위 석회석 활용 가능성 향상을 위하여 실제 화력 발전소의 습식 배연탈황설비를 공정 모사 하였고, 품위 별 석회석 혼합 비율에 따른 탈황 석고 품질을 예측하는 모델을 개발하였다. 현재 화력 발전소에서는 판매 가능한 순도(93%)의 탈황 석고를 생산하기 위해 $CaCO_3$함량 93% 이상의 고품위 석회석을 활용하고 있으나 자원 고갈에 대한 해결책이 필요하다. 공정 모델링에 있어서 여러 반응이 모델 개발에 고려되었는데 4단계로 나누어 주었다. 첫 번째로 석회석 용해 반응은 RSTOIC 모델을 사용했고 두 번째로 황산화물 흡수 및 결정화 반응은 RCSTR 모델을 사용했다. 마지막으로 최종 생성물을 SEPERATORS 모델을 사용해 분리해 주었다. 각 반응 단계를 나누어 모델링 하여 부반응 및 물리적 방해 요인 조절에 용이하도록 했다. 최적화 조건으로는 석고 순도 93%, 탈황효율 94%, 총 석회석 사용량 3710 kg/hr를 제약조건으로 설정해주었다. 제약조건 상에서 저품위 석회석의 mass flow를 최대화하는 것을 목적함수로 최적화를 진행해 주었다. 최적화 결과 제약조건에 대하여 고품위 석회석 2,100 kg 당 저품위 석회석 1,610 kg 혼합 가능함을 확인했다.

EEG Feature Engineering for Machine Learning-Based CPAP Titration Optimization in Obstructive Sleep Apnea

  • Juhyeong Kang;Yeojin Kim;Jiseon Yang;Seungwon Chung;Sungeun Hwang;Uran Oh;Hyang Woon Lee
    • International journal of advanced smart convergence
    • /
    • 제12권3호
    • /
    • pp.89-103
    • /
    • 2023
  • Obstructive sleep apnea (OSA) is one of the most prevalent sleep disorders that can lead to serious consequences, including hypertension and/or cardiovascular diseases, if not treated promptly. Continuous positive airway pressure (CPAP) is widely recognized as the most effective treatment for OSA, which needs the proper titration of airway pressure to achieve the most effective treatment results. However, the process of CPAP titration can be time-consuming and cumbersome. There is a growing importance in predicting personalized CPAP pressure before CPAP treatment. The primary objective of this study was to optimize the CPAP titration process for obstructive sleep apnea patients through EEG feature engineering with machine learning techniques. We aimed to identify and utilize the most critical EEG features to forecast key OSA predictive indicators, ultimately facilitating more precise and personalized CPAP treatment strategies. Here, we analyzed 126 OSA patients' PSG datasets before and after the CPAP treatment. We extracted 29 EEG features to predict the features that have high importance on the OSA prediction index which are AHI and SpO2 by applying the Shapley Additive exPlanation (SHAP) method. Through extracted EEG features, we confirmed the six EEG features that had high importance in predicting AHI and SpO2 using XGBoost, Support Vector Machine regression, and Random Forest Regression. By utilizing the predictive capabilities of EEG-derived features for AHI and SpO2, we can better understand and evaluate the condition of patients undergoing CPAP treatment. The ability to predict these key indicators accurately provides more immediate insight into the patient's sleep quality and potential disturbances. This not only ensures the efficiency of the diagnostic process but also provides more tailored and effective treatment approach. Consequently, the integration of EEG analysis into the sleep study protocol has the potential to revolutionize sleep diagnostics, offering a time-saving, and ultimately more effective evaluation for patients with sleep-related disorders.

Red to Red - the Marine Bacterium Hahella chejuensis and its Product Prodigiosin for Mitigation of Harmful Algal Blooms

  • Kim, Doc-Kyu;Kim, Ji-Hyun F.;Yim, Joung-Han;Kwon, Soon-Kyeong;Lee, Choong-Hwan;Lee, Hong-Kum
    • Journal of Microbiology and Biotechnology
    • /
    • 제18권10호
    • /
    • pp.1621-1629
    • /
    • 2008
  • Harmful algal blooms (HABs), commonly called red tides, are caused by some toxic phytoplanktons, and have made massive economic losses as well as marine environmental disturbances. As an effective and environment-friendly strategy to control HAB outbreaks, biological methods using marine bacteria capable of killing the harmful algae or algicidal extracellular compounds from them have been given attention. A new member of the $\gamma$-Proteobacteria, Hahella chejuensis KCTC 2396, was originally isolated from the Korean seashore for its ability to secrete industrially useful polysaccharides, and was characterized to produce a red pigment. This pigment later was identified as an alkaloid compound, prodigiosin. During the past several decades, prodigiosin has been extensively studied for its medical potential as immunosuppressants and antitumor agents, owing to its antibiotic and cytotoxic activities. The lytic activity of this marvelous molecule against Cochlodinium polykrikoides cells at very low concentrations ($\sim$l ppb) was serendipitously detected, making H. chejuensis a strong candidate among the biological agents for HAB control. This review provides a brief overview of algicidal marine bacteria and their products, and describes in detail the algicidal characteristics, biosynthetic process, and genetic regulation of prodigiosin as a model among the compounds active against red-tide organisms from the biochemical and genetic viewpoints.

MRAS Speed Estimator Based on Type-1 and Type-2 Fuzzy Logic Controller for the Speed Sensorless DTFC-SVPWM of an Induction Motor Drive

  • Ramesh, Tejavathu;Panda, Anup Kumar;Kumar, S. Shiva
    • Journal of Power Electronics
    • /
    • 제15권3호
    • /
    • pp.730-740
    • /
    • 2015
  • This paper presents model reference adaptive system speed estimators based on Type-1 and Type-2 fuzzy logic controllers for the speed sensorless direct torque and flux control of an induction motor drive (IMD) using space vector pulse width modulation. A Type-1 fuzzy logic controller (T1FLC) based adaptation mechanism scheme is initially presented to achieve high performance sensorless drive in both transient as well as in steady-state conditions. However, the Type-1 fuzzy sets are certain and cannot work effectively when a higher degree of uncertainties occurs in the system, which can be caused by sudden changes in speed or different load disturbances and, process noise. Therefore, a new Type-2 FLC (T2FLC) - based adaptation mechanism scheme is proposed to better handle the higher degree of uncertainties, improve the performance, and is also robust to different load torque and sudden changes in speed conditions. The detailed performance of different adaptation mechanism schemes are performed in a MATLAB/Simulink environment with a speed sensor and sensorless modes of operation when an IMD is operates under different operating conditions, such as no-load, load, and sudden changes in speed. To validate the different control approaches, the system is also implemented on a real-time system, and adequate results are reported for its validation.

잣나무의 낙엽송림(落葉松林)에 있어서 수형(樹型)과 재적간(材積間)의 관계(關係) 비교(比較) (A Comparative Study on the Relationship between Tree Form and Volume in Stands of Pinus koraiensis and Larix leptolepis)

  • 김지홍;이종구
    • 한국산림과학회지
    • /
    • 제74권1호
    • /
    • pp.82-87
    • /
    • 1986
  • 대다수의 잣나무가 잣을 수확(收穫)하는 과정에서 수간(樹幹) 정단부(頂端部)의 인위적인 손상으로 말미암아 전형적인 잣나무 수형(樹型)을 잃게되는 점에 착안하여, 정상적으로 생육한 낙엽송과 비교하여 임본(林木) 제형질(諸形質)들의 관계를 조사 연구하였다. 동령급(同齡 級)의 두 수종(樹種)을 비교한 결과, 잣나무는 원단부(原端部)의 절단(切斷)으로 인하여 정상적인 수고생장(樹高生長)을 못하고 있음을 알 수 있으며, 또한 심하게 분간(分幹)되거나 굴곡된 수간(樹幹)은 이용재적(利用材積) 값을 낮추는 결과를 초래하여 본재생산(木材生産)의 측면에서는 바람직한 수형(樹型)을 갖지 못하고 있었다. 그러나 잣을 수확(收穫)할 수 있고 용재(用材)를 생산할 수 있는 잣나무의 특성을 감안하여, 조림투자(造林投資)에 대한 회수율(回收率)을 최대화하기 위한 잣나무 식재림(植栽材)에 대한 경영적(經營的) 대안(代案)을 제시하였다.

  • PDF

시간지연 모델을 이용한 액체로켓엔진의 축방향 비선형 연소불안정 해석 (Numerical Analysis of Nonlinear Longitudinal Combustion Instability in LRE Using Pressure-Sensitive Time-Lag Hypothesis)

  • 김성구;최환석;박태선;김용모
    • 한국추진공학회:학술대회논문집
    • /
    • 한국추진공학회 2005년도 제24회 춘계학술대회논문집
    • /
    • pp.281-287
    • /
    • 2005
  • 연소불안정에서 흔히 수반되는 충격파와 한계사이클 같은 비선형적 거동을 수치해석을 통해 고찰하였다. 공진관에 가해진 초기 압력교란이 충격파로 천이되는 과정을 해석함으로서 비선형 음향특성에 대한 이해를 돕는 동시에 수치해석기법의 정확성을 검증하였다. ${\eta}-{\tau}$ 연소응답모델을 이용한 SSME의 해석결과는 선형불안정 영역에서 한계사이클의 특성은 연소파라미터와 작동조건에 의존할 뿐 초기 교란의 특성과는 무관함을 밝혔다. 또한 1.5 MW급 가스발생기의 개발 과정에서 겪은 연소불안정 문제에 적용하여 예측된 안정성 경향을 연소시험 결과와 비교함으로서, 향후 수치해석을 통한 연소불안정 예측기법에 대해 가능성을 확인하는 동시에 향후 연구방향을 모색하였다.

  • PDF

진화 연산 알고리즘과 퍼지 논리를 이용한 고속 열처리 공정기의 제어기 설계 (Design of Controller for Rapid Thermal Process Using Evolutionary Computation Algorithm and Fuzzy Logic)

  • 황민웅;도현민;최진영
    • 한국지능시스템학회논문지
    • /
    • 제8권6호
    • /
    • pp.37-47
    • /
    • 1998
  • 본 논문은 진화 연산 알고리즘과 퍼지 로직을 이용하여 고속 열처리 공정기의 웨이퍼 온도를 제어하는 제어기 설계 방법을 제안한다. 전체 제어기는 기준 온도의 정상 상태의 추종을 위한 앞먹임 정적 제어기, 과도 상태의 추종을 위한 앞먹임 동적 제어기, 그리고 온라인 상에서 모델링 오차나 외란을 극복하기 위한 되먹임 오차 제어기로 구성된다. 앞먹임 제어기들은 퍼지 로직을 이용하여 모든 동작점에서 제어 입력을 구해주는 전역적 비선형 제어기로 구성된다. 각 제어기들의 제어 파라미터는 진화 연산 알고리즘을 이용하여 추정되므로 수학적 모델식을 모르는 경우에도 제어기를 설계할 수 있는 장점이 있다. 끝으로 모의 실험을 통하여 제어기의 성능을 검증한다.

  • PDF

강원지역 백두대간 산림의 보호기간에 따른 임분 발달 양상 검토 (A Review of Forest Development Patten by the Length of Protection Period in Gangwondo Baekdudaegan Mountains)

  • 정상훈;황광모;임선미;김지홍
    • Journal of Forest and Environmental Science
    • /
    • 제30권1호
    • /
    • pp.133-144
    • /
    • 2014
  • This study was carried out to review the pattern of forest stand development for six Gangwondo Baekdudaegan Mountains which experienced different type and duration of intensive legal protection. Vegetation data from point sampling method were employed to classify community types by cluster analysis on the basis of the importance values of canopy tree species for the study areas. The names of classified communities were given by the composition of dominant tree species. The communities were also compared one another in terms of stand structure by species diversity index. The results indicated that National Parks (Seoraksan and Odaesan) had greater proportion of mixed mesophytic forest type which was supposed to progress further forest succession process so as to have more complex and diversified stand structure. On the other hand, ordinary forest areas (Seokbyeongsan and Deokhangsan) had greater proportion of the forest types which was dominatively composed of Quercus mongolica and Pinus densiflora. The forest types with large amount of these two species would tend to develop for relatively short period of time of 40-50 years after artificial disturbances. Hyangnobong of Natural Protection Area and Hambaeksan of Natural Ecosystem Conservation Area showed intermediate stand development pattern in between National Parks and ordinary forest areas. The period of intensive legal protection of the forest area was positively correlated with species diversity index (R=0.736), and noted that the forest which received intensive protection regulation for longer period tended to show more complex and diversified stand structure.

능동 합성개구면소나에 의한 해저 소형물체 협대역 탐지 성능 고찰 (A Narrowband Detection Performance for Small Objects on Seabed by the Active Synthetic Aperture Sonar)

  • 김부일
    • 한국시뮬레이션학회논문지
    • /
    • 제23권4호
    • /
    • pp.41-49
    • /
    • 2014
  • 능동 합성개구면소나에 의한 해저부설 소형물체 탐지처리 기술은 공간적 제약을 받는 소형 무인화 시스템에서 짧은 센서어레이 사용이 가능하므로 개구면 합성처리에 의해 탐지성능을 올릴 수가 있다. 하지만 플렛폼의 정속도 직선기동에 의한 제한조건은 여러 가지 외부 환경요인과 정확한 위상차 합성 처리에 있어서 많은 오차를 유발하게 된다. 본 연구에서는 이러한 시스템에 탑재되는 능동형 합성개구면처리에 대한 적용 가능성을 분석하고, 전용 시뮬레이터를 구성하여 진행경로 변동에 의해 발생되는 위상차 부정합에 따른 탐지해상도 성능변화를 비교 검토하고자 한다. 시뮬레이션은 코히어런트 초점처리 모델에 경로변동 모듈을 추가하여 실행하였으며, 결과에서 알 수 있듯이 합성개구면처리에 의한 해저 소형물체 탐지성능은 플렛폼의 경로변동에 의한 위상차 부정합 및 S/N비 변화에 의해 많은 변화가 있음을 알 수 있었다.

Effects of Gamma Irradiation on Nutrient Composition, Anti-nutritional Factors, In vitro Digestibility and Ruminal Degradation of Whole Cotton Seed

  • Hahm, Sahng-Wook;Son, Heyin;Kim, Wook;Oh, Young-Kyoon;Son, Yong-Suk
    • Journal of Animal Science and Technology
    • /
    • 제55권2호
    • /
    • pp.123-130
    • /
    • 2013
  • Whole cotton seed (WCS) has become one of the major feed ingredients in TMR for dairy cattle in Korea, and WCS for feed use is mostly imported from abroad. Since this genetically modified oil seed is usually fed to the animal in raw state, its germination ability, if last long, often causes concerns about ecological disturbances. In the process of looking for effective conditions to remove germination ability of WCS this study had the objectives to evaluate the nutritional effects of gamma irradiation at doses of 8, 10 and 12 kGy on changes in nutrient contents, anti-nutritional factors, in vitro digestibility and ruminal degradability. No significant differences were found in proximate analysis of nutrients between raw WCS and gamma irradiated one. Glycine and threonine contents significantly increased when the WCS was exposed to gamma ray as compared to untreated WCS (p<0.05). As for fatty acid composition, no significant differences were observed with the irradiation treatment. Free gossypol in WCS was decreased (p<0.05) by gamma irradiation treatment. Of the 3 different levels of gamma irradiation, a dose of 12 kGy was found to be the most effective in reducing free gossypol concentration. Results obtained from in situ experiment indicated that gamma irradiation at a dose of 10 kGy significantly (p<0.05) lowered rumen degradability of both dry matter and crude protein as compared with raw WCS. However, there were no significant differences in rapidly degradable and potentially degradable fractions of crude protein due to 10 kGy gamma irradiation. Overall, this study show that gamma irradiation at a dose of 10 kGy is the optimum condition for removing germination ability of WCS, and could improve nutritive value for the ruminant with respect to the decrease in both ruminal protein degradability and gossypol content of WCS.