ICT 인프라 이상탐지를 위한 조건부 멀티모달 오토인코더에 관한 연구 (A Study of Anomaly Detection for ICT Infrastructure using Conditional Multimodal Autoencoder)
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- 지능정보연구
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- 제27권3호
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- pp.57-73
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- 2021
ICT 인프라의 이상탐지를 통한 유지보수와 장애 예방이 중요해지고 있다. 장애 예방을 위해서 이상탐지에 대한 관심이 높아지고 있으며, 지금까지의 다양한 이상탐지 기법 중 최근 연구들에서는 딥러닝을 활용하고 있으며 오토인코더를 활용한 모델을 제안하고 있다. 이는 오토인코더가 다차원 다변량에 대해서도 효과적으로 처리가 가능하다는 것이다. 한편 학습 시에는 많은 컴퓨터 자원이 소모되지만 추론과정에서는 연산을 빠르게 수행할 수 있어 실시간 스트리밍 서비스가 가능하다. 본 연구에서는 기존 연구들과 달리 오토인코더에 2가지 요소를 가미하여 이상탐지의 성능을 높이고자 하였다. 먼저 다차원 데이터가 가지고 있는 속성별 특징을 최대한 부각하여 활용하기 위해 멀티모달 개념을 적용한 멀티모달 오토인코더를 적용하였다. CPU, Memory, network 등 서로 연관이 있는 지표들을 묶어 5개의 모달로 구성하여 학습 성능을 높이고자 하였다. 또한, 시계열 데이터의 특징을 데이터의 차원을 늘리지 않고 효과적으로 학습하기 위하여 조건부 오토인코더(conditional autoencoder) 구조를 활용하는 조건부 멀티모달 오토인코더(Conditional Multimodal Autoencoder, CMAE)를 제안하였다. 제안한 CAME 모델은 비교 실험을 통해 검증했으며, 기존 연구들에서 많이 활용된 오토인코더와 비교하여 AUC, Accuracy, Precision, Recall, F1-score의 성능 평가를 진행한 결과 유니모달 오토인코더(UAE)와 멀티모달 오토인코더(Multimodal Autoencoder, MAE)의 성능을 상회하는 결과를 얻어 이상탐지에 있어 효과적이라는 것을 확인하였다.
SPECT/CT는 보급 초기에 뛰어난 보정방법과 융합영상을 기반으로 한 정성적 기능이 주목받았고, 최근 동반진단치료(Theranostics)등의 도입으로 그 정량적 기능에 대한 관심과 활용이 증가되는 추세이다. PET/CT와 달리 SPECT/CT의 절대 정량화는 조준기의 종류, 검출기 회전과 같은 조건들이 영상획득과 재구성 방법 등에 까다로운 요소로 작용하고 있다. 따라서 본 연구에서는 SPECT/CT 촬영조건 중 투영상수와 투영상당 획득시간에 따른 총 획득시간(검사시간)의 증·감이 방사능농도 추정치에 미치는 영향을 알아보고자 한다. 부피 9,293 ml의 원통형 팬텀에 멸균수를 가득 채운 후 99mTcO4- 91.76 MBq를 희석하여 총 획득시간 600 sec(10 sec/frame × 120 frames, matrix size 128 × 128)의 조건으로 기준영상을 촬영하였고, 체적감도와 교정인자를 확인하였다. 기준영상을 중심으로 총 획득시간을 60(-90%), 150(-75%), 300(-50%), 450(-25%), 900(+50%), 1200(+100%) sec/frame으로 증·감시켜 비교영상을 획득하였고, 각 영상별 세부조건은 투영상당 획득시간(sec/frame)을 1.0, 2.5, 5.0, 7.5, 15.0, 20.0 sec/frame(투영상수 120frames 고정)로, 투영상수를 12, 30, 60, 90, 180, 240 frames(투영상당 획득시간 10 sec/frame 고정)로 설정하였다. 획득된 각 영상에서 관심체적을 통하여 측정한 계수를 바탕으로 정성적 평가로서 CNR(Contrast to Noise Ratio)의 변동률(%)을 확인하였고, 방사능농도 추정치의 변동률(%)을 통해서는 정량적 평가를 시행하였다. 이때 방사능농도 추정치(cps/ml)와 실제 방사능농도(Bq/ml)의 관계는 회복계수(RC_Recovery Coefficients)를 지표로 비교·분석하였다. 투영상수 변화에 따른 결과[CNR 변동률(%), 방사능농도 추정치 변동률(%), RC]는 총 획득시간 증감률(%) -90%에서 [-89.5%, +3.90%, 1.04], -75%에서 [-77.9%, +2.71%, 1.03], -50%에서 [-55.6%, +1.85%, 1.02], -25%에서 [-33.6%, +1.37%, 1.01], +50%에서 [+33.7%, +0.71%, 1.01], +100%에서 [+93.2%, +0.32%, 1.00]이었으며, 투영상당 획득시간 변화에 따른 결과는 총 획득시간 증감률(%)-90%에서 [-89.3%, -3.55%, 0.96], -75%에서 [-73.4%, -0.17%, 1.00], -50%에서 [-49.6%, -0.34%, 1.00], -25%에서 [-24.9%, 0.03%, 1.00], +50%에서 [+49.3%, -0.04%, 1.00], +100%에서 [+99.0%, +0.11%, 1.00]이었다. SPECT/CT에서 총 획득시간의 증·감에 따라 획득된 총 계수와 그에 따른 영상품질(CNR)은 비례하여 변화하는 양상을 보였지만, 절대 정량화를 통한 정량적 평가에서는 모든 실험조건에서 5% 미만(-3.55에서 +3.90%)의 변화를 보여 큰 영향을 받지 않고 정량적 정확성(RC 0.96에서 1.04)을 유지하였다. 검사시간의 증가보다는 단축을 우선하여 고려하였을 때 총 획득시간 감소는 정성적 기능에 있어서 기존에도 배제할 수 없었던 사항이지만 정량적 기능은 큰 손실 없이 적용 가능하여 임상적으로 실효성이 있다고 판단된다. 다만 총 획득시간의 증·감 시 동일한 검사시간이라면 투영상수의 변경보다는 투영상당 획득시간의 변경이 정성적, 정량적으로 조건변화에 따른 변동 폭이 적은 것으로 나타났다.
According as the automation of clerical work(OA ; Office Automation) develops, the use of VDT(Visual or Video Display Terminal) is increasing suddenly. But, in proportion to the spread of office automation(OA tendency), the self-conciousness syptom attendant upon the work is appearing also (Kim, Jung Tae, Lee, Young Ook, 1990). The apparatuses of office enable the clerical workers to be convenient and perform mass businesses. But, they are increasing the opportunity to be exposed to VDT syndrom, techno stress, computer terminal disease, pain by muscle strain(RSI), bradycausia of noise nature, and electromagnetic waves, etc. which are referred to as the new type of occupational diseases to the workers. It is the real situation that the workers to use VDT is complaining of the physical inconvenience sense in the recent newspaper and literature, it is the point of time that the sydrome to come from VDT use and computer terminal disease, etc. must be classified into the occupational disease(Lee, Kwang Young 1990, Lee, Kyoo Hak 1990, Lee, Won Ho 1991, Lee, Si Young 1991, Lee, Joon 1991, Choi, Young Tae 1991, Heo, Seung Ho 1989). In addition, it is the real situation that the scientifitic study result about the scope that electromagnetic waves has influence on the human body has not been suggested yet, and criticism on the stable exposure permission standard about electromagnetic waves to be emitted from VDT and on the problem in the health about electromagnetic waves is continuing. (IEEE Spectrum, 1990). In addition according to the experience of nursery business of industry field, it is the real situation that the patients who consult complaining of physical and mental inconvenience sence, among the users of apparatus of office automation, are reaching 10% of the patients coming to doctor's room. Therefore, it is necessary to confirm the self-consciousness symptom that the clerical workers complain of multilaterally with the actual state examination about the use of the apparatuses of offices automaton. Thus, this study was tried as th basic data for the cosultation and education for the maintenance and furtherance of the health of workers as the nurse of industry field, by confirming the contents of self-consciousness symptom attendant upon the use of the apparatus for office outomation making the financial institution in which the spparatus for office automation in most frequently used as the subject, and by examining whether there is the difference according to the subject of study, the data were collected, by using the questionnaire method, making 200 workers who consented to the study participation as the subject, among the persons who have spent over 3 months since they used the apparatuses for office automation and didn't receive the treatment in hospital due to the clerical disease for recent 3 years. The period of data collection was from Oct. 9, 1991 to Oct. 12. As for the measurement instrument about the complaint if self-consciousness symptom attendant upon the use of apparatuses fo office automation, the question item on the complaint symptom of health problem attendant upon the treatment of VDT that Kim(1991) developed and on CMI health problem and the question items on the fatigue degree due to industry were used by previous examination to 25 persons. Collected data were analyzed with the statistical method such as percentage, arithmetic mean, Person correlation coeffient, Kai square verfication, t-test, ANOVA, etc. by using SPSS/PC+ program, and the result is as follows : 1. The self-consciousness symptom that the clerical workers complained of most frequetly appeared high in 'My eyes are tired'(99.4%), 'I feel fatigue and weariness'(99.4%), 'I feel that my head is heavy5(90.0%), 'eyesight fell'(88.8%), 'I have a stiff neck'(88.8%), 'I fell pain in the shoulder'(85.0%), 'I feel cold and painful in the eyes'(76.9%), 'I feel the dry sense of eyeball'(76.2%), 'My nerves are edgy, and I an fretful, (75.6%), 'I feel pain in the waist'(73.2%) and 'I fell pain in the back'(72.8%). It emerged that the subject use the apparatuses for office automation complained of self-consciousness symptoms related to visual symptoms and musculoskeletal symptoms. 2. As for the general feature of examination subjects, the result to see the distribution by classifying into sex, age, school career, use career of apparatuses for office automation, skillfulness degree of the use of apparatus for office automation, use hours of the apparatuses for office automation per 1 day, type of business of the apparatus for office automation, rest hours during the use of apparatus for office automation, satifaction degree of business of office automation, and work circumstance, etc. emerged as follows : As for the sex of subjects, the distribution showed that men were 58.8% and women were 41.3%, Age was average 26.9. As the distribution of school career, the distribution showed that4below the graduation of high school' was 58.8%, 'graduation from junior college-university' was 35.0%, and 'over graduate school' was 6.3%. In the question to ask the existence or non-existence of experience of health consultation in connection with the work of office automation, the response that I had the consultation exprience and I feel the necessity emergerd as 90.1% And, the case that the subject who didn't wear the glasses or lens before using the OA apparatus wear glasses or lens after using OA apparatus emerged as 28.3% of whole. As for the existence or non-existence of use career of OA apparatus, the case under 3 years was highest as 52. 7%. As for the skillfulnness degree about the use of apparatus for office automation, most of them are skillful with the fact that 'common' was 44.4%, 'skill' was 42.5%, and 'unskillful' was 13.1% As for the use average hours of the apparatus for office automation per 1 day, the distribution showed that the case under 3-6 hours was 33.1%, the case under 6-9 hours was 28.1%, the case under 3 hours was 30.6%, and the case over 9 hours was 8.1% Main OA business and the use hours for 1 day showed in the order of keeping and retrieval, business of information transmission(162min), business of information transmission(79.3 min), business of document framing(55.5 min), and business of duplication and printing(25.4min). as for the rest during the use of apparatus for affice automation, that I take rest occasion demands the major portion, but that I take after completing the work emerged as 33.8%. Though the subiness gets to be convenient by the use of the apparatus for of office automation, respondents who showed the dissatisfaction about the present OA business emergd high as 78.1%. The work circumstances of each office was good with the fact that the temperature of office was 21.8, noise was average 42.7db, and the illumination was average 364.4 lx, in the light of ANSi/HFS 100 Standard. 3. Sight syptom, musculoskeletal symptom, skin and other symptoms showed the significant difference according to the extent of skillfulness of the apparatus for office automation. All the symptoms exept skin symptom showed the difference according to the use hours of the apparatus for office automation. All the question items exept the sytoms of digestive organs and the rest hours during the apparatus for office automation showed the signicant difference. The question item which showed the signicant difference from the satisfaction degree of present OA business showed the significant difference from all the question item classified into 6 groups. But, age and school career didn't significant difference from the complaint of any self-consciousness symptoms.