• 지능정보연구
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• 제14권3호
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• pp.133-154
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• 2008

데이터 마이닝 분류 문제에서 발생하는 데이터 불균형 문제는 한 범주에 속한 데이터의 수가 다른 범주에 속한 데이터의 수보다 극히 많거나 작은 경우를 말한다. 이러한 불균형 문제를 해결하기 위해 표본추출과 오분류 비용에 근거한 여러 가지 기법들이 제시되었으며, 이들 간의 성능 비교에 대한 연구들도 이루어졌다. 본 논문에서는 기존에 제시된 불균형 문제 해소기법들의 조합적 활용에 대한 타당성에 대해 살펴보고 유전자 알고리즘을 통해 그 결합 비율을 결정하여 더 좋은 성과를 낼 수 있는지에 대해 살펴보도록 한다. 소수 범주에 대한 정확성을 높이기 위해 소수 범주에 대한 F-value에 기초하여 기법들의 결합비율을 결정하고 기존 단일 기법들의 성과와 임의의 비율에 의한 격자표 형태의 결합 성과를 비교하여 결합적 활용의 타당성을 살펴본다. 이를 실증적으로 검토하기 위해서, 일반적으로 데이터 불균형 문제를 해결하기 위해 많이 사용되는 4개의 공개 데이터 집합을 이용하여 타당성 분석을 수행하였다. 분석 결과, 전체적으로 단일 기법들의 결합적 활용이 데이터 불균형 해소에 유용한 것으로 나타났다.

• 한국소성가공학회:학술대회논문집
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• 한국소성가공학회 2003년도 추계학술대회논문집
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• pp.72-75
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• 2003

Almost all injection molds have multi-cavity runner system for productivity and are designed with geometrically balanced runner system in order to minimize filling imbalance between cavity to cavity during processing. However, filling imbalances have been observed though geometrically balanced runner lay-out are used. Generally, these filling imbalances are due to thermal unbalance, viscosity, characteristic of polymers and so on. These kinds of filling imbalances has already been reported by Beaumont[1] since 1997. In this study, we presented filling imbalaces in balanced runner that has unnary branch type lay-out through experimental tests. As a result of experiments, we could present the processing conditions for the balanced filling in geometrically balanced runner that has unnary branch type lay-out

• Journal of Electrical Engineering and Technology
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• 제8권6호
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• pp.1310-1319
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• 2013

Resolvers are transducers that are used to sense the angular position of rotational machines. The analog resolver is necessary to use resolver to digital converter. Among the RDC software method, angle tracking observer (ATO) is the most popular method. In an actual resolver-based position sensing system, amplitude imbalance dominantly distorts the estimate position information of ATO. Minority papers have reported position error compensation of resolver's output signal with amplitude imbalance. This paper proposes new ATO algorithm in order to compensate position errors caused by the amplitude imbalance. There is no need premeasured off line data. This is easy, simple, cost-effective, and able to work on line compensation. To verify feasibility of the proposed algorithm, simulation and experiments are carried out.

• 소성∙가공
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• 제15권9호
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• pp.641-647
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• 2006

During the injection molding process an excessive packing can occur in the smaller volume cavity because of volumetric difference of the family-mold. It causes warpage by increased residual stress in the product and flesh by over packing. In this study, we used a variable-runner system for the filling balance of the cavities by changing the cross-sectional area of a runner, and confirmed the filling imbalance by temperature and pressure sensors. We carried out experiments to examine the influence of types of resins such as LDPE/ABS/PA6,6 on the filling balancing of the system, in order to help mold designers, who can easily adopt the variable-runner system to their design. We also examined filling imbalance in the system with CAE analysis.

• The Journal of Korean Physical Therapy
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• 제27권6호
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• pp.386-391
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• 2015

Purpose: This study investigated whether the strength imbalance between two muscles can affect the score of EMG based biofeedback game, and whether the EMG based biofeedback game score can be used as predictable indicator of the degree of muscle balance alternating the conventional strength measuring equipment. Methods: 40 participated in this study. Biodex was used to measure the peak torque/weight in order to calculate the muscle strength balance index between plantar flexor and dorsiflexor of ankle joint. And muscle balance index (MBI) was calculated. The EMG biofeedback game scores of dorsiflexor and plantar flexor were acquired, so that the EMG electrodes were attached at tibialis anterior and gastrocnemius. The relationship between the game score and the muscle balance index were analyzed. Results: There was negative correlation between the muscle balance index between plantar flexor and dorsiflexor and the peak torque/weight of plantar flexor (r=-0.70). And there was negative correlation between the muscle balance index between plantar flexor and dorsiflexor and the game score of plantar flexor (r=-0.83). Conclusion: The EMG biofeedback game score had significant relationship with muscle imbalance at ankle joint, so it seems that the game score can be used for predicting the degree of muscle imbalance as a parameter.

• Journal of Information Processing Systems
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• 제10권4호
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• pp.628-645
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• 2014

In past few years, distributed hash table (DHT)-based P2P systems have been proven to be a promising way to manage decentralized index information and provide efficient lookup services. However, the skewness of users' preferences regarding keywords contained in a multi-keyword query causes a query load imbalance that combines both routing and response load. This imbalance means long file retrieval latency that negatively influences the overall system performance. Although index replication has a great potential for alleviating this problem, existing schemes did not explicitly address it or incurred high cost. To overcome this issue, we propose, in this paper, an integrated solution that consists of three replication schemes to alleviate query load imbalance while minimizing the cost. The first scheme is an active index replication that is used in order to decrease routing load in the system and to distribute response load of an index among peers that store replicas of the index. The second scheme is a proactive pointer replication that places location information of each index to a predetermined number of peers for reducing maintenance cost between the index and its replicas. The third scheme is a passive index replication that guarantees the maximum query load of peers. The result of simulations indicates that the proposed schemes can help alleviate the query load imbalance of peers. Moreover, it was found by comparison that our schemes are more cost-effective on placing replicas than PCache and EAD.

• 한국정밀공학회지
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• 제21권6호
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• pp.117-121
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• 2004

Injection molding is the one of the most important processes for mass production of plastic parts. Usually injection molds for mass production are constituted to multi-cavity runner system to manufacture the more parts at a time. Multi-cavity molds are designed to geometrically balanced runner system to uniformly fill to each cavity. But, when injection molding is performed using a mold with balanced runner system filling imbalances are occurred between the cavity to cavity. The previous studies by Beaumont at. all reported that filling imbalance occurred by thermal unbalance on the mold and viscosity variation of resins and so on. In this study, we conducted experiments in order to know the causes of filling imbalance for 3 plate type mold with 8 cavities. And we exhibited a new so called 4BF mold (4 plate type Balanced Filling Mold) to be possible filling balance. We conducted a experimental injection molding to verify the efficiency of the 4BF mold. In the results of the experiment, we could confirmed the balanced filling possibility of the 4BF mold.

• 한국군사과학기술학회지
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• 제25권2호
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• pp.144-150
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• 2022

The on-board processor of satellite synthetic aperture radar(SAR) generates transmission signal by digital signal processing, converts it into an analog signal. At this time, the transmission signal generated from the baseband requires the frequency modulation to convert it to the high-frequency band in order to improve the stability. General frequency modulation method using local oscillator(LO) causes IQ imbalance due to phase error/magnitude error and these error reduce performance of SAR. To generate transmission signal without phase/magnitude error, this paper suggests design method of the frequency modulation method using digital to analog converter(DAC) at on-board SAR. For design, this paper analyzes the characteristic of DAC mode and uses pre-compensation filter. To analyze the proposed method performance, performance index are compared with IQ imbalance signals. This method is suitable for on-board SAR using fast sampling DAC and has the advantage of being able to solve IQ imbalances.

• 지능정보연구
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• 제28권4호
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• pp.179-190
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• 2022

데이터 불균형은 한 분류의 데이터 수가 다른 분류에 비해 지나치게 크거나 작은 현상을 의미하며. 이로 인해 분류 알고리즘을 활용하는 기계학습에서 성능을 저하시키는 주요 요인으로 제기되고 있다. 데이터 불균형 문제 해결을 위해서 소수 분포 데이터를 증폭하는 다양한 오버 샘플링(Over Sampling) 방법들이 제안되고 있다. 이 가운데 SMOTE는 가장 대표적인 방법으로 소수 분포 데이터의 증폭 효과를 극대화하기 위해 데이터에 포함된 잡음을 제거(SMOTE-IPF)하거나, 경계선만을 강화(Borderline SMOTE) 시키는 다양한 방법들이 출현하였다. 이 논문은 소수분류 데이터를 증폭하는 전통적인 SMOTE 방법에서 이상데이터(Anomaly Data)에 대한 처리방법개선을 통해 궁극적으로 분류성능을 높이는 방법을 제안한다. 제안 방법은 실험을 통해 기존 방법에 비해 상대적으로 높은 분류성능을 일관성 있게 제시하였다.

• 한국정밀공학회:학술대회논문집
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• 한국정밀공학회 2006년도 춘계학술대회 논문집
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• pp.407-408
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• 2006

Almost all injection molds have multi-cavity, which are designed with geometrically balanced runner system in order to made filling balance between cavity to cavity during injection molding. However, filling imbalance has been existed in the geometrically balanced runner system. In this study, we made an experiment and surveyed that are filling balanced variation according to molding condition with thermoplastic vulcanizate (TPV). Also, we conducted experiments in order to know the influence of filling balance for runner core pin (RC pin).