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- 저자 : 김운식(Un-Sik Kim) (검색결과 2 건)
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XGBoost를 이용한 교통노드 및 교통링크 기반의 교통사고 예측모델 개발
김운식(Un-Sik Kim),김영규(Young-Gyu Kim),고중훈(Joong-Hoon Ko) 한국산업경영시스템학회 2022 한국산업경영시스템학회지 Vol.45 No.2
This study intends to present a traffic node-based and link-based accident prediction models using XGBoost which is very excellent in performance among machine learning models, and to develop those models with sustainability and scalability. Also, we intend to present those models which predict the number of annual traffic accidents based on road types, weather conditions, and traffic information using XGBoost. To this end, data sets were constructed by collecting and preprocessing traffic accident information, road information, weather information, and traffic information. The SHAP method was used to identify the variables affecting the number of traffic accidents. The five main variables of the traffic node-based accident prediction model were snow cover, precipitation, the number of entering lanes and connected links, and slow speed. Otherwise, those of the traffic link-based accident prediction model were snow cover, precipitation, the number of lanes, road length, and slow speed. As the evaluation results of those models, the RMSE values of those models were each 0.2035 and 0.2107. In this study, only data from Sejong City were used to our models, but ours can be applied to all regions where traffic nodes and links are constructed. Therefore, our prediction models can be extended to a wider range.
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이현도,김운식,박종열,김양,Lee, Hyeon Do,Kim, Un Sik,Park, Jong Yeol,Kim, Yang Korean Chemical Society 1994 대한화학회지 Vol.38 No.3
Three fully dehydrated partially $Ag^+$-exchanged zeolite A(Ag_4Na_8-A, Ag_6Na_6-A, and Ag_8Na_4-A) were treated at $250^{\circ}C$ with 0.1 torr Rb vapor at 4 h. Their structures were determined by singlecrystal X-ray diffraction methods in the cubic space group $Pm{\bar3}m$ (a = 12.264(4) $\AA$, a = 12.269(1) $\AA$, and a= 12.332(3) $\AA$, respectively) at $22(1)^{\circ}C$, and were refined to the final error indices, R(weighed), of 0.056 with 131 reflections, 0.068 with 108 reflections, and 0.070 with 94 reflections, respectively, for which I > $3\sigma(I).$ In these structures, Rb species are found at three different crystallographic sites; three $Rb^+$ ions per unit cell are located at 8-ring centers, ca. 6.0∼6.8 $Rb^+$ ions are found opposite 6-rings on threefold axes in the large cavity, and ca. 2.5 $Rb^+$ ions are found on three fold axes in the sodalite unit. Also, Ag species are found at two different crystallographic sites; ca. 0.6∼1.0 $Ag^+$ ion lies opposite 4-rings and about 1.8∼4.2 Ag atoms are located near the center of the large cavity. In these structures, the numbers of Ag atoms per unit cell are 1.8, 3.0, and 4.2, respectively, and these are likely to form hexasilver clusters at the centers of the large cavities. The $Rb^+$ ions, by blocking 8-rings, may have prevented silver atoms from migrating out of the structure. Each hexasilver cluster is stabilized by coordination to 6-ring, 8-ring $Rb^+$ ions, and also by coordination to a 4-ring $Ag^+$ ion. $Ag^+$이온이 부분적으로 이온 교환된 zeolite A를 완전히 탈수한 결정 Ag_4Na_8-A, Ag_6Na_6-A, 및 Ag_8Na_4-A를 $250^{\circ}C에서$ 4시간 동안 약 0.1 torr의 Rb 증기로 처리하였다. 세 가지의 결정구조는 $22(1)^{\circ}C$에서 입방공간군 $Pm{\bar3}m$ (a = 12.264(4) $\AA$, a = 12.269(1) $\AA$, and a= 12.332(3) $\AA$임)을 이용하여 단결정 X-선회절법으로 해석하였고, Full-matrix 최소 자승법 정밀화 계산에서 각각 I > $3\sigma(I)$인 131개, 108개 및 94개의 독립반사를 사용하여 각각 최종오차인수 R=0.056,0.068 및 0.070까지 정밀화시켰다. 각각의 구조에서 $Rb^+$이온은 3개의 다른 결정학적 위치에서 발견되었다. 단위세포당 3개의 $Rb^+$ 이온은 8-링 중심에 위치하고 있고, 약 6.0 ~ 6.8개의 $Rb^+$ 이온은 큰 동공의 6-링과 마주보는 위치의 3회 회전축상에서 발견되었으며 약 2.5개의 $Rb^+$이온은 큰 소다라이트 동공내에서 발견되었다. 또한 Ag종은 2개의 서로 다른 결정학적 위치에서 발견되었다. 약 0.6~1.0개의 $Ag^+$이온은 4-링과 마주보는 위치에 존재하였고, 약 1.8~4.2개의 Ag원자는 큰 동공의 중심에서 헥사실버 클러스터를 형성하고 있다. 8-링 위치가 $Rb^+$이온으로 모두 차 있어서 $Ag^0$가 골조 밖으로 이동하는 것을 막을 수 있다. 각각의 헥사실버 클러스터는 6-링과 8-링의 $Rb^+$ 이온 및 4-링의 $Ag^+$이온에 의해 안종화된다.
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