화자 겹침 검출 시스템의 프레임워크 전환 연구

김회남,박지수,차신,손경아,윤영선,박전규 한국소프트웨어감정평가학회 2021 한국소프트웨어감정평가학회 논문지 Vol.17 No.1

In this paper, we introduce a speaker overlap system and look at the process of converting the existed system on the specific framework of artificial intelligence. Speaker overlap is when two or more speakers speak at the same time during a conversation, and can lead to performance degradation in the fields of speech recognition or speaker recognition, and a lot of research is being conducted because it can prevent performance degradation. Recently, as application of artificial intelligence is increasing, there is a demand for switching between artificial intelligence frameworks. However, when switching frameworks, performance degradation is observed due to the unique characteristics of each framework, making it difficult to switch frameworks. In this paper, the process of converting the speaker overlap detection system based on the Keras framework to the pytorch-based system is explained and considers components. As a result of the framework switching, the pytorch-based system showed better performance than the existing Keras-based speaker overlap detection system, so it can be said that it is valuable as a fundamental study on systematic framework conversion.

치료방사선과의 전산화 관리 시스템 (LANTIS)

김회남,허윤,오택열 대한방사선치료학회 1995 大韓放射線治療技術學會誌 Vol.7 No.1

뉴로모픽 구조 기반 IoT 통합 개발환경에서 SNN 모델을 지원하기 위한 인코더/디코더 구현

김회남,윤영선 한국소프트웨어감정평가학회 2021 한국소프트웨어감정평가학회 논문지 Vol.17 No.2

Neuromorphic technology is proposed to complement the shortcomings of existing artificial intelligence technology by mimicking the human brain structure and computational process with hardware. NA-IDE has also been proposed for developing neuromorphic hardware-based IoT applications. To implement an SNN model in NA-IDE, commonly used input data must be transformed for use in the SNN model. In this paper, we implemented a neural coding method encoder component that converts image data into a spike train signal and uses it as an SNN input. The decoder component is implemented to convert the output back to image data when the SNN model generates a spike train signal. If the decoder component uses the same parameters as the encoding process, it can generate static data similar to the original data. It can be used in fields such as image-to-image and speech-to-speech to transform and regenerate input data using the proposed encoder and decoder.

6MV 광자선에서 측정 조건의 변화와 측정법의 차이에 의한 절대 선량값의 비교

김회남,박성용,서태석,권수일,윤세철 한국의학물리학회 1997 의학물리 Vol.8 No.2

목적 : 방사선량 측정시 에너지, 매질, 측정기 등의 측정 조건과 측정 프로토콜에 따라 절대 흡수선량값이 결정된다. 본 연구에서는 이러한 측정 조건의 변화와 측정 프로토콜의 차이에 따른 절대 선량 값을 구하여 비교 분석 하고자 한다. 방법 : 시멘스 선형가속기에서 발생하는 6MV 광자선을 이용하여 3개의 다른 매질(물, 고체 물팬텀, 폴리스틸렌팬텀)내에서 2개의 전리함 (PTW ion chamber, NEL ion chamber)과 2개의 전기계(Victoreen electrometer, Keithley electrometer)를 사용하여 흡수선량을 측정하였다. 매질, 전리함, 전기계등의 측정 조건을 달리하여 서로 다른 조합에 대한 측정값을 TG21, IAEA 프로토콜에 의해 각각 분석하였다. 결과 및 결론 : 2개의 전기계와 2개의 전리함 조합에 따른 TG2l 및 IAEA 의 Ngas,, ND값의 비는 평균적으로 1% 이내에서 일치하였다. 3개의 서로 다른 매질, 4개의 서로 다른 전리함 및 전기계 조합에 따른 12 가지 측정조건에 대한 흡수선량의 변화는 평균 0.6%의 차이를 보여 주였으며 임의의 전리함 및 전기계 조합에 대하여 물팬텀 및 고체물팬텀에 대한 TG21, MEA 측정법에 의한 흡수선량비의 변화 양상이 같은 양상을 보여주고 있으나 그 차이가 평균 1.96%를 보임으로서 고체물팬텀이 절대 흡수선량 측정에는 적절치 않은 것으로 사료된다. TG21 측정법에 따른 물팬텀과 폴리스틸렌팬텀을 이용한 절대 흡수선량값이 1.54%의 차이를 보임으로서 팬텀 매질에 대한 비교 factor가 필요할 것으로 사료된다. 측정매질, 전리함, 전기계 등의 여러 조건에 대한 흡수선량값의 차이가 TG21, IAEA 프로토콜에서 1% 이내의 차이를 보여 주고 있으며 상대적인 변화 양상이 측정법에 상관없이 같은 경향으로 변함으로서 측정조건이 측정법에 영향을 주지 않았음을 알 수 있다. 다만 표준 측정법을 사용할 때 팬텀에 의한 차이는 많이 날 수 있으므로 측정법에서 사용하는 표준 팬텀을 사용 할 것을 권장하며 이것이 어려운 경우는 병원에서 사용하는 팬텀에 대한 보정값을 자체적으로 구하여 사용하는 것이 오차를 줄일 수 있을 것으로 사료된다. The absolute absorbed dose can be determined according to the measurement conditions; measurement material, detector, energy and calibration protocols. The purpose of this study is to compare the absolute absorbed dose due to the differences of measurement condition and calibration protocols for photon beams. Dosimetric measurements were performed with a farmer type PTW and NEL ionization chambers in water, solid water, and polystyrene phantoms using 6MV photon beams from Siemens linear accelerator. Measurements were made along the central axis of 10cm $\times$ 10cm field size for constant target to surface distance of 100cm for water, solid water and polystyrene phantom. Theoretical absorbed dose intercomparisons between TG21 and IAEA protocol were performed for various measurement combinations of phantom, ion chamber, and electrometer. There were no significant differences of absorbed dose value between TG21 and IAEA protocol. The differences between two protocols are within 1% while the average value of IAEA protocol was 0.5% smaller than TG21 protocol. For the purpose of comparison, all the relative absorbed dose were nomalized to NEL ion chamber with Keithley electrometer and water phantom, The average differences are within 1%, but individual discrepancies are in the range of - 2.5% to 1.2% depending upon the choice of measurement combination. The largest discrepancy of - 2.5% was observed when NEL ion chamber with Keithley electrometer is used in solid water phantom. The main cause for this discrepancy is due to the use of same parameters of stopping power, absorption coeficient, etc. as used in water phantom. It should be mentioned that the solid water phantom is not recommended for absolute dose calibration as the alternative of water, since absorbed dose show some dependency on phantom material other than water. In conclusion, the trend of variation was not much dependent on calibration protocol. However, it shows that absorbed dose could be affected by phantom material other than water.

6MV 광자선에서 측정조건의 변화와 측정법의 차이에 의한 절대 선량값의 비교

김회남,Kim, Hoi-Nam 대한방사선치료학회 1998 大韓放射線治療技術學會誌 Vol.10 No.1

The absolute absorbed dose can be determined according to the measurement conditions ; measurement material, detector, energy and calibration protocols. The purpose of this study is to compare the absolute absorbed dose due to the differences of measurement condition and calibration protocols for photon beams. Dosimetric measurements were performed with a farmer type PTW and NEL ionization chambers in water, solid water, and polystyrene phantoms using 6MV photon beams from Siemens linear accelerator. Measurements were made along the central axis of $10{\times}10cm$ field size for constant target to surface distance of 100cm for water, solid water and polystyrene phantom. Theoretical absorbed dose intercomparisons between TG21 and IAEA protocol were performed for various measurement combinations on phantom, ion chamber, and electrometer. There were no significant differences of absorbed dose value between TG2l and IAEA protocol. The differences between two protocols are within $1\%\;while\;the\;average\;value\;of\;IAEA\;protocol\;was\;0.5\%$ smaller than TG2l protocol. For the purpose of comparison, all the relative absorbed dose were nomalized to NEL ion chamber with Keithley electrometer and water phantom, The average differences are within $1\%,\;but\;individual\;discrepancies\;are\;in\;the\;range\;of\;-2.5\%\;to\;1.2\%$ depending upon the choice of measurement combination. The largest discrepancy of $-25\%$ was observed when NEL ion chamber with Keithley electrometer is used in solid water phantom. The main cause for this discrepancy is due to the use of same parameters of stopping power, absorption coefficient, etc. as used in water phantom. It should be mentioned that the solid water phantom is not recommended for absolute dose calibration as the alternative of water, since absorbed dose show some dependency on phantom material other than water. In conclusion, the trend of variation was not much dependent on calibration protocol. However, It shows that absorbed dose could be affected by phantom material other than water.

Spiking Neural Network을 위한 스파이크 입력 모델 설계

김회남(Hoinam Kim),차신(Shin Cha),윤영선(Young- Sun Yun) 한국정보과학회 2021 한국정보과학회 학술발표논문집 Vol.2021 No.6

뉴로모픽 기반 기계학습을 지원하는 플로우 에디터 설계 및 구현

김회남(Hoinam Kim),김경수(Kyeongsoo Kim),정진만(JinMan Jung),윤영선(Young-Sun Yun) 한국정보과학회 2020 한국정보과학회 학술발표논문집 Vol.2020 No.12

뉴로모픽 아키텍처 기반 통합 개발환경에서 SNN모델의 입력 데이터 디코딩 설계 및 구현

김회남(Hoinam Kim),최승호(Seungho Choi),윤영선(YoungSun-Yun) 한국정보과학회 2021 한국정보과학회 학술발표논문집 Vol.2021 No.12

전산화 단층 촬영 장치를 이용한 뇌척수 조사의 치료 계획

이충일,김회남,오택열,황도성,박남수,계철승,김연실,Lee CI,Kim HN,Oh TY,Hwang DS,Park NS,Kye CS,Kim YS 대한방사선치료학회 1999 大韓放射線治療技術學會誌 Vol.11 No.1

The aim of this study is to improve the accuracy of field placement and junction between adjacent fields and block shielding through the use of a computed tomography(CT) simulator and virtual simulation. The information was acquired by assessment of Alderson Rando phantom image using CT simulator (I.Q. Xtra - Picker), determination of each field by virtual fluoroscopy of voxel IQ workstation AcQsim and colored critical structures that were obtained by contouring in virtual simulation. And also using a coronal, sagittal and axial view can determine the field and adjacent field gap correctly without calculation during the procedure. With the treatment planning by using the Helax TMS 4.0, the dose in the junction among the adjacent fields and the spinal cord and cribriform plate of the critical structure was evaluated by the dose volume histogram. The pilot image of coronal and sagittal view took about 2minutes and 26minutes to get 100 images. Image translation to the virtual simulation workstation took about 6minutes. Contouring a critical structure such as cribriform plate, spinal cord using a virtual fluoroscopy were eligible to determine a correct field and shielding. The process took about 20 minutes. As the result of the Helax planning, the dose distribution in adjacent field junction was ideal, and the dose level shows almost 100 percentage in the dose volume histogram of the spinal cord and cribriform plate CT simulation can get a correct therapy area due to enhancement of critical structures such as spinal cord and cribriform plate. In addition, using a Spiral CT scanner can be saved a lot of time to plan a simulation therefore this function can reduce difficulties to keep the patient position without any movements to the patient, physician and radiotherapy technician.

소 조사면 X선의 선량분포 측정

황도성,김회남,나수경,박병섭 대한방사선치료학회 1998 大韓放射線治療技術學會誌 Vol.10 No.1