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Study on the Failure Diagnosis of Robot Joints Using Machine Learning (기계학습을 이용한 로봇 관절부 고장진단에 대한 연구)

  • Mi Jin Kim;Kyo Mun Ku;Jae Hong Shim;Hyo Young Kim;Kihyun Kim
    • Journal of the Semiconductor & Display Technology
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    • v.22 no.4
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    • pp.113-118
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    • 2023
  • Maintenance of semiconductor equipment processes is crucial for the continuous growth of the semiconductor market. The process must always be upheld in optimal condition to ensure a smooth supply of numerous parts. Additionally, it is imperative to monitor the status of the robots that play a central role in the process. Just as many senses of organs judge a person's body condition, robots also have numerous sensors that play a role, and like human joints, they can detect the condition first in the joints, which are the driving parts of the robot. Therefore, a normal state test bed and an abnormal state test bed using an aging reducer were constructed by simulating the joint, which is the driving part of the robot. Various sensors such as vibration, torque, encoder, and temperature were attached to accurately diagnose the robot's failure, and the test bed was built with an integrated system to collect and control data simultaneously in real-time. After configuring the user screen and building a database based on the collected data, the characteristic values of normal and abnormal data were analyzed, and machine learning was performed using the KNN (K-Nearest Neighbors) machine learning algorithm. This approach yielded an impressive 94% accuracy in failure diagnosis, underscoring the reliability of both the test bed and the data it produced.

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A STUDY ON MORPHOLOGIC CHARACTERISTICS OF LINGUAL SURFACE OF CROWN AND LINGUAL ARCHFORM OF KOREAN ADULT WITH NORMAL OCCLUSION (정상교합자 설측치관형태 및 설측치열궁형태에 관한 연구)

  • Kim, Young-Lim;;Sung, Jae-Hyun
    • The korean journal of orthodontics
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    • v.25 no.2 s.49
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    • pp.209-221
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    • 1995
  • The purpose of this study was to obtain the lingual morphology(angulation, inclination, horizontal and vertical contour) and lingual arch form of Korean adult with normal occlusion in order to provide the basic datas for lingual brackets and ideal lingual archwire. Dental models of thirty person with normal occlusion(Male : 16, Female :14) were selected for this study. Crown angulation, inclination. horizontal and vertical contour of lingual surfaces from Lt. 1st molar to Rt 1st molar of both upper and lower arch were measured. Lingual arcform was studied from copied papers of dental models attached Fujita lingual bracket. The results of this study were summarized as follows: 1. The average angulation and inclination of lingual surfaces of all tooth types for Korean adults with normal occlusion were obtained. 2. The average horizontal and vertical contour of lingual surfaces of all tooth types were obtained. 3. There were similar figures in horizontal and vertical contour of lingual surfaces between upper and lower molars, upper and lower premolars, upper and lower canines, upper central and lateral incisors and lower central and lateeral incisors respectively. It was possible that the use of those contour of bracket bases in common. 4. The average of lingual archform was provided, which was arch-shaped from canine to canine, linear along the premolars and molars with small offset bend between them, and where canines and premolars met, it was bent in a crank- shape. 3. There was no difference between lingual archform of male and that of female, although lingual archform of female was smaller than that of male in lower arch.

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The Study of Optical Biopsy‘s Usefulness in Radiotherapy (방사선 치료에서 광학적 생검의 유용성에 관한 연구)

  • ;;Muller M.G.,;Feld M.S.
    • Progress in Medical Physics
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    • v.12 no.1
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    • pp.9-17
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    • 2001
  • The prior purpose of this study is to introduce a optical biopsy and evaluate whether the optical biopsy, real-time, non-invasive technique, is a reliable tool to assess response to radiotherapy Four healthy volunteers, and four patients with inflammatory conditions of the oral cavity participated on the study. was obtained from each person enrolled in the study. Using FastEEM(Ercited Emission Matrix) as a optical biopsy tool, normal and tumor spectra are taken from the normal and the tumor regions. And then second optical biopsy are taken from the tumor regions in 4 patients with time delay at 7days.. Using a diagnostic algorithm, made by Gillenwater based on spectra excited at 337nm The Optical Biopsy turned out to be more suited for tumor diagnostic resulting in significant difference fluorescence spectra. The fluorescence intensity of cancerous tissue showed a higher position. The second fluorescence intensity of optical biopsy of cancerous oral tissue has more smaller than the first result. I conclude that optical biopsy, which technique don't need to remove tissue sample from body, and is a real time , and non-invasive measurement is a reliable tool to access to radiotherapy because FastEEM can do measure the variation of the tissue composition chemical, biological, and morphological after radiotherapy. Based on the fluorescence spectrum are taken from the optical biopsy in normal and tumor spectra as well as tumor spectra after 7days.

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Computer-Aided Diagnosis of Splenic Enlargement Using Wave Pattern of Spleen in Abdominal CT Images (복부 CT 영상에서 비장의 웨이브 형태를 이용한 비장 비대의 자동 진단)

  • Seong Won;Park Jong-Won
    • The KIPS Transactions:PartB
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    • v.12B no.5 s.101
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    • pp.553-560
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    • 2005
  • Generally, it is known that the spleen accompanied by liver cirrhosis is hypertrophied or enlarged. We examined the wave pattern of the spleen by using abdominal CT images of a patient with liver cirrhosis, and found that they are different from those of a person with a normal liver In the abdominal CT image of the patient with liver cirrhosis, there is a deep wave part on the left side of the spleen. In the case of the normal liver, there are waves on the left side, but they aren't deep. Therefore, the total area of waving parts of the spleen with liver cirrhosis is found to be greater than that of the spleen with the normal liver. Moreover, when examining circularity by abstracting the waves of the spleen from the image iO liver cirrhosis, we found they are more circular than those of the spleen accompanied by a normal liver. This paper suggests an automatic method to diagnose splenic enlargement by using the wave pattern of the spleen in abdominal CT images on the basis of the two principles. It tells us that we can judge if the abdomen has a focal splenic enlargement automatically, without the manual test of the size of spleen, only with the shape of spleen.

Computer-Aided Diagnosis of Liver Cirrhosis using Wave Pattern of Spleen in Abdominal CT Imaging (복부 CT영상에서 비장의 웨이브 패턴을 이용한 간경변의 자동 진단)

  • Seong Won;Cho June-Sik;Noh Seung-Moo;Park Jong-Won
    • Journal of KIISE:Software and Applications
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    • v.32 no.6
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    • pp.532-541
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    • 2005
  • We examined the wave pattern of the spleen by using abdominal CT images of a patient with liver cirrhosis, and found that they are different from those of a person with a normal liver. In the abdominal CT image of the patient with liver cirrhosis, there is a deep wave part on the left side of the spleen. In the case of the normal liver, there are waves on the left side, but they aren't deep. Therefore, the total area of waving parts of the spleen with liver cirrhosis is found to be greater than that of the spleen with the normal liver. Moreover, when examining circularity by abstracting the waves of the spleen from the image with liver cirrhosis, we found they are more circular than those of the spleen accompanied by a normal liver. This paper suggests an automatic method to diagnose liver cirrhosis by using the wave pattern of the spleen in abdominal CT images on the basis of the two principles. It tells us that we can judge if the liver has liver cirrhosis automatically, without the manual test of the ratio of caudate lobe to right lobe, only with the spleen.

Arrhythmia Classification based on Binary Coding using QRS Feature Variability (QRS 특징점 변화에 따른 바이너리 코딩 기반의 부정맥 분류)

  • Cho, Ik-Sung;Kwon, Hyeog-Soong
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.8
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    • pp.1947-1954
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    • 2013
  • Previous works for detecting arrhythmia have mostly used nonlinear method such as artificial neural network, fuzzy theory, support vector machine to increase classification accuracy. Most methods require accurate detection of P-QRS-T point, higher computational cost and larger processing time. But it is difficult to detect the P and T wave signal because of person's individual difference. Therefore it is necessary to design efficient algorithm that classifies different arrhythmia in realtime and decreases computational cost by extrating minimal feature. In this paper, we propose arrhythmia detection based on binary coding using QRS feature varibility. For this purpose, we detected R wave, RR interval, QRS width from noise-free ECG signal through the preprocessing method. Also, we classified arrhythmia in realtime by converting threshold variability of feature to binary code. PVC, PAC, Normal, BBB, Paced beat classification is evaluated by using 39 record of MIT-BIH arrhythmia database. The achieved scores indicate the average of 97.18%, 94.14%, 99.83%, 92.77%, 97.48% in PVC, PAC, Normal, BBB, Paced beat classification.

Arrhythmia Classification Method using QRS Pattern of ECG Signal according to Personalized Type (대상 유형별 ECG 신호의 QRS 패턴을 이용한 부정맥 분류)

  • Cho, Ik-sung;Jeong, Jong -Hyeog;Kwon, Hyeog-soong
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.19 no.7
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    • pp.1728-1736
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    • 2015
  • Several algorithms have been developed to classify arrhythmia which either rely on specific ECG(Electrocardiogram) database. Nevertheless personalized difference of ECG signal exist, performance degradation occurs because of carrying out diagnosis by general classification rule. Most methods require accurate detection of P-QRS-T point, higher computational cost and larger processing time. But it is difficult to detect the P and T wave signal because of person's individual difference. Therefore it is necessary to design efficient algorithm that classifies different arrhythmia in realtime and decreases computational cost by extracting minimal feature. In this paper, we propose arrhythmia classification method using QRS Pattern of ECG signal according to personalized type. For this purpose, we detected R wave through the preprocessing method and define QRS pattern of ECG signal by QRS feature Also, we detect and modify by pattern classification, classified arrhythmia duplicated QRS pattern in realtime. Normal, PVC, PAC, LBBB, RBBB, Paced beat classification is evaluated by using 43 record of MIT-BIH arrhythmia database. The achieved scores indicate the average of 99.98%, 97.22%, 95.14%, 91.47%, 94.85%, 97.48% in PVC, PAC, Normal, BBB, Paced beat classification.

A Study on Park-Golf for Rehabilitation training of the Patients with Hemiplegia (편마비 환자의 재활치료 효과를 위한 파크골프 도입에 대한 고찰)

  • Ahn, Myung-Hwan;You, Young-Youl
    • Journal of Korean Physical Therapy Science
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    • v.15 no.1
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    • pp.75-86
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    • 2008
  • The purpose of this study suggest that Park Golf for rehabilitation training of the patients with hemiplegia. The increase of the aged caused various problems. Among the problems, chronic illnesses the old people suffer from charge their family with mental, physical, social and economic burden as well as the person. Especially, the more old people are the more risks and attacks of cerebral vascular accident(CVA) exist. Therefore, the increase of the aged means the increase of cerebral vascular accident(CVA) patients. The cerebral vascular accident(CVA) patient get into difficulties to secure their livelihood due to troubles and disoders, so medical care facilities and rehabilitation training are really necessary to help them return to their normal life with mental, physical and social capability. The rehabilitation of patient with hemiplegia is ongoing process. It may possibly accomplish throughout the whole life because it takes a lot of time and effort. In addition, an ultimate aim of the rehabilitation is returning and adaptation to society. In this way, it is hardly to expect a satisfied results of the rehabilitation without motive. Therefore, patient with hemiplegia rehabilitation motive will is the most important. If interesting of park golf the patient with hemiplegia can be absorbed in easily are applied to the rehabilitation training, the patient are will to participate in the training without troubling.

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Comparison of Energy Consumption of Reciprocating Gait Orthosis(RGO) and Powered Gait Orthosis(PGO) during Gait (일반보행보조기(RGO)와 동력보행보조기(PGO)의 보행시 에너지 소모도 비교 평가 분석)

  • Kang, Sung-Jae;Ryu, Jei-Cheong;Mun, Mu-Seong
    • Journal of the Korean Society for Precision Engineering
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    • v.25 no.8
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    • pp.104-110
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    • 2008
  • The aim of this study ultimately is verifying that PGO gait is more efficient than RGO fur paraplegics because the air muscle assists hip flexion power in heel off movement. The gait characteristics of the paraplegic wearing the PGO or RGO are compared with that of a normal person. PGO with air muscles was used to analyze the walking of patients with lower-limb paralysis, and the results showed that the hip joint flexion and pelvic tilt angle decreased in PGO. In comparison to RGO gait, which is propelled by the movements of the back, PGO uses air muscles, which decreases the movement in the upper limb from a stance phase rate of 79$\pm$4%(RGO) to 68$\pm$8%. The energy consumption rate was 8.65$\pm$3.3 (ml/min/Kg) for RGO, while it decreased to 7.21t2.5(ml/min/Kg) for PGO. The results from this study show that PGO decreases energy consumption while providing support for patients with lower-limb paralysis, and it is helpful in walking for extended times.

Design of Rectangular-Type Four-Finger Rehabilitation Robot for Stroke Patient (뇌졸중환자를 위한 직교형 4개 손가락 재활로봇 기구설계)

  • Kim, Hyeon-Min;Kim, Gab-Soon
    • Journal of Institute of Control, Robotics and Systems
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    • v.19 no.5
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    • pp.473-480
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    • 2013
  • This paper describes the design of a rectangular-type four-finger rehabilitation robot for flexibility rehabilitation of stroke patients' fingers and other patient's paralyzed fingers. The four-finger rehabilitation robot is composed of a body and each finger rehabilitation robot instrument. The four-finger rehabilitation robot could exercise four fingers (forefinger, middle finger ring finger and little finger) of patient for their rehabilitation. The four-finger rehabilitation robot instruments move according to the trace which spread out the patient's fingers and then turn them inward for the fingers' flexibility, while at the same time performing the force control with the reference forces for fingers' safety, simultaneously. A control characteristic test of the developed rectangular-type four-finger rehabilitation robot was carried out, and the results confirmed that the robot could be used for the flexibility rehabilitation exercise for the fingers of normal person and patients.