• 제목/요약/키워드: Mixed support

검색결과 456건 처리시간 0.025초

Comparison of survival prediction models for pancreatic cancer: Cox model versus machine learning models

  • Kim, Hyunsuk;Park, Taesung;Jang, Jinyoung;Lee, Seungyeoun
    • Genomics & Informatics
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    • 제20권2호
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    • pp.23.1-23.9
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    • 2022
  • A survival prediction model has recently been developed to evaluate the prognosis of resected nonmetastatic pancreatic ductal adenocarcinoma based on a Cox model using two nationwide databases: Surveillance, Epidemiology and End Results (SEER) and Korea Tumor Registry System-Biliary Pancreas (KOTUS-BP). In this study, we applied two machine learning methods-random survival forests (RSF) and support vector machines (SVM)-for survival analysis and compared their prediction performance using the SEER and KOTUS-BP datasets. Three schemes were used for model development and evaluation. First, we utilized data from SEER for model development and used data from KOTUS-BP for external evaluation. Second, these two datasets were swapped by taking data from KOTUS-BP for model development and data from SEER for external evaluation. Finally, we mixed these two datasets half and half and utilized the mixed datasets for model development and validation. We used 9,624 patients from SEER and 3,281 patients from KOTUS-BP to construct a prediction model with seven covariates: age, sex, histologic differentiation, adjuvant treatment, resection margin status, and the American Joint Committee on Cancer 8th edition T-stage and N-stage. Comparing the three schemes, the performance of the Cox model, RSF, and SVM was better when using the mixed datasets than when using the unmixed datasets. When using the mixed datasets, the C-index, 1-year, 2-year, and 3-year time-dependent areas under the curve for the Cox model were 0.644, 0.698, 0.680, and 0.687, respectively. The Cox model performed slightly better than RSF and SVM.

탄소나노튜브가 첨가된 폴리술폰 지지체가 폴리아미드 역삼투막의 성능에 미치는 영향 (Effect of MWCNTs/PSf support layer on the performance of polyamide reverse osmosis membrane)

  • 민충식;김승현
    • 상하수도학회지
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    • 제34권2호
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    • pp.127-137
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    • 2020
  • In this study, a MWCNT(multi-wall carbon nanotube) was added to polysulfone(PSf) support layer to improve flux of TFC(thin film composite) RO(reverse osmosis) membrane. Two different kinds of MWCNT were used. Surfaces of some MWCNTs were modified hydrophilically through acid treatment, while those of other MWCNTs were modified through heat treatment to maintain their hydrophobicity. MWCNT/PSf support layer was prepared by adding PSf to the NMP mixed solvent containing 0.1 wt% MWCNTs using a phase inversion method. The surface porosity of the MWCNT/PSf support increased by 42~46% while its surface pore size being maintained. The TFC RO membrane made of MWCNT/PSf support layer showed a 20% flux increase while its salt rejection characteristics is sustained. In addition, the MWCNT/PSf support layer has better mechanical stability than the PSf support layer, there resulting in an increased resistance of flux reduction due to physical pressure.

Influene of aquatic macrophytes on the interactions among aquatic organisms in shallow wetlands (Upo Wetland, South Korea)

  • Jeong, Keon-Young;Choi, Jong-Yun;Jeong, Kwang-Seuk
    • Journal of Ecology and Environment
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    • 제37권4호
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    • pp.185-194
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    • 2014
  • Seasonal monitoring was implemented to understand the influence of macrophyte bed structure on the composition and trophic interaction of aquatic organisms (algae, zooplankton, macro-invertebrate, and fish) in a shallow wetland (Upo Wetland, South Korea). Distinct division of the plant assemblage (reed zone and mixed plant zone) was observed. The reed zone was composed solely of Phragmites communis, whereas the mixed plant zone comprised a diverse macrophyte assemblage (Salvinia natans, Spirodela polyrhiza, Trapa japonica, Ceratophyllum demersum, and Hydrilla verticillata). Most of the aquatic organisms were more abundant in the mixed plant zone than in the reed zone, and this was positively associated with the seasonal development of macrophyte cover. Stable isotope analysis showed seasonal interactions among aquatic organisms. The majority of aquatic animal (zooplankton, Odonata, and Ephemeroptera) were dependent on epiphytic particulate organic matter (EPOM), and the dependence on EPOM gradually increased toward autumn. Interestingly, Lepomis macrochirus consumed Ephemeroptera and zooplankton in both macrophyte zones, but Micropterus salmoides depended on different food items in the reed zone and the mixed plant zone. Although, M. salmoides in the reed zone showed food utilization similar to L. macrochirus, it consumed Odonata or small L. macrochirus in the mixed plant zone. Based on these results, it appears that differences in the structure of the two macrophyte zones support different assemblages of aquatic organisms, strongly influencing the trophic interactions between the aquatic organisms.

혼합형 감각조절장애 아동에 대한 단기집중 감각통합치료 프로그램의 효과-사례보고 (The Effect of Short-Term Intensive Sensory Integration Therapy Program on a Child with Sensory Modulation Disorder(Mixed Pattern) : Case Study)

  • 김은영;지석연
    • 대한감각통합치료학회지
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    • 제4권1호
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    • pp.37-46
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    • 2006
  • Objective : This single-subject study explored the effect of short-term intensive sensory integration therapy program which was provided in a 2006 sensory integration treatment course on adaptive response of a four-year-girl with sensory modulation disorder(mixed pattern). Method : Based on results of the assessment to the child, her therapist offers an organized sensory integration program during four days. Results : Improvement of child's movement quality and variety in physical environment in therapy rooms and interaction with her therapist were observed. Conclusions : This report of the case will be helpful for occupational therapists who plan to intervent with a short-term intensive sensory integration therapy program. In addition, the need for consideration of consultation with the child's parents is discussed.

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A Low-Complexity 128-Point Mixed-Radix FFT Processor for MB-OFDM UWB Systems

  • Cho, Sang-In;Kang, Kyu-Min
    • ETRI Journal
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    • 제32권1호
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    • pp.1-10
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    • 2010
  • In this paper, we present a fast Fourier transform (FFT) processor with four parallel data paths for multiband orthogonal frequency-division multiplexing ultra-wideband systems. The proposed 128-point FFT processor employs both a modified radix-$2^4$ algorithm and a radix-$2^3$ algorithm to significantly reduce the numbers of complex constant multipliers and complex booth multipliers. It also employs substructure-sharing multiplication units instead of constant multipliers to efficiently conduct multiplication operations with only addition and shift operations. The proposed FFT processor is implemented and tested using 0.18 ${\mu}m$ CMOS technology with a supply voltage of 1.8 V. The hardware- efficient 128-point FFT processor with four data streams can support a data processing rate of up to 1 Gsample/s while consuming 112 mW. The implementation results show that the proposed 128-point mixed-radix FFT architecture significantly reduces the hardware cost and power consumption in comparison to existing 128-point FFT architectures.

HYBRID DIFFERENCE SCHEMES FOR SINGULARLY PERTURBED PROBLEM OF MIXED TYPE WITH DISCONTINUOUS SOURCE TERM

  • Priyadharshini, R. Mythili;Ramanujam, N.;Valanarasu, T.
    • Journal of applied mathematics & informatics
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    • 제28권5_6호
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    • pp.1035-1054
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    • 2010
  • We consider a mixed type singularly perturbed one dimensional elliptic problem with discontinuous source term. The domain under consideration is partitioned into two subdomains. A convection-diffusion and a reaction-diffusion type equations are posed on the first and second subdomains respectively. Two hybrid difference schemes on Shishkin mesh are constructed and we prove that the schemes are almost second order convergence in the maximum norm independent of the diffusion parameter. Error bounds for the numerical solution and its numerical derivative are established. Numerical results are presented which support the theoretical results.

저면적 Mixed-radix MDC FFT 프로세서를 위한 효율적인 스케줄링 기법 (Efficient Scheduling Schemes for Low-Area Mixed-radix MDC FFT Processor)

  • 장정근;선우명훈
    • 전자공학회논문지
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    • 제54권7호
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    • pp.29-35
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    • 2017
  • 본 논문에서는 고속 데이터 전송을 위해 orthogonal frequency division multiplexing (OFDM) 시스템에 적용 가능한 고속 fast Fourier transform (FFT) 프로세서를 제안하였다. 제안하는 FFT 프로제서는 높은 처리율을 만족하기 위해 mixed-radix 알고리즘과 8개의 병렬 경로를 가지는 multipath delay commutator (MDC) 파이프라인 구조를 채택하였다. 하드웨어 복잡도를 줄이기 위해서 새로운 스케줄링 기법들을 적용하여 twiddle factor 연산을 위한 read-only memories (ROM)의 크기를 줄이는 구조와 복소 상수 곱셈기의 수를 줄이는 구조를 제안한다. 제안하는 구조는 지연 소자와 연산 사이클의 증가 없이 하드웨어 복잡도를 줄일 수 있다. 또한, IEEE 802.11 ac/ad와 같은 고속 OFDM 시스템을 위해 64/128/256/512-포인트 FFT 연산이 가능하다. 제안하는 FFT 프로세서는 Verilog-HDL로 모델링하여 Samsung 65nm 공정 라이브러리로 합성하여 0.36mm2의 면적과 330MHz의 동작 주파수에서 2.64 GSample/s를 보이고 있다.

중국 전문대학의 혼합소유제 개혁에 관한 연구 (A Study on the Mixed Ownership Reform in Vocational Colleges in China)

  • 조원;임령;이도
    • 디지털융복합연구
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    • 제20권1호
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    • pp.87-94
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    • 2022
  • 중국 직업대학의 혼합소유제 개혁은 직업교육 발전의 중요한 원동력이다. 본 논문의 목적은 중국 직업교육개혁의 지침에 따라 현 단계의 전문대학 혼합소유제 개편의 운영방향을 논의하는 것이다. 따라서 본 연구는 문헌연구방법을 활용하여 전문대학의 혼합소유제 개혁의 필요성과 존재하는 문제점을 분석하였다. 연구결과, 전문대학의 혼합소유제 개혁은 법률지원, 인센티브 제공, 평가제도 개선 등 측면에서 대책을 마련하여 지속적으로 발전시켜야 한다는 것을 발견하였다. 본 연구는 중국 전문대학의 혼합소유제 개혁의 필요성을 시사하고 문제점을 분석하였으며 정책적 대책을 마련하였다는 점에서 학술적×실무적 의의가 있다.

초고층 주상복합 건물의 입주자관리, 공유공간 만족도와 지역공동체의식의 관계 (Relationship between Satisfaction Degree on Management for Residents, Common Spaces and Sense of Community in High Rise Mixed-use Residential Building)

  • 홍형옥;채혜원
    • 가정과삶의질연구
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    • 제22권3호
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    • pp.95-105
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    • 2004
  • The purpose of this study was to identify the relations among management for residents, sense of community and common space for residents which provided in high rise mixed-use residential building constructed at the end of 1990s. Research method was social survey with questionnaire from 178 subjects collected by the snow ball sampling. Statistical analysis was done by the SPSS 10 for Windows program using frequency, percentage, t-test, one-way ANOVA. Research results showed high degree of residents' management satisfaction in the area of fitness space and business service. And they also showed high degree of residents' satisfaction in common space which include swimming pool, shower and sauna facilities. Satisfaction degree of management for residents became high with the support of residents' common space, so the management of residents' common space might be important in the management of high rise mixed-use residential building. Finally, residents' management and residents' common spaces have an important role to enhance the sense of community.

A study of an Architecture of Digital Twin Ship with Mixed Reality

  • Lee, Eun-Joo;Kim, Geo-Hwa;Jang, Hwa-Sup
    • 한국항해항만학회지
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    • 제46권5호
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    • pp.458-470
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    • 2022
  • As the 4th industrial revolution progresses, the application of several cutting-edge technologies such as the Internet of Things, big data, and mixed reality (MR) in relation to autonomous ships is being considered in the maritime logistics field. The aim of this study was to apply the concept of a digital twin model based on Human Machine Interaction (HMI) including a digital twin model and the role of an operator to a ship. The role of the digital twin is divided into information provision, support, decision, and implementation. The role of the operator is divided into operation, decision-making, supervision, and standby. The system constituting the ship was investigated. The digital twin system that could be applied to the ship was also investigated. The cloud-based digital twin system architecture that could apply investigated applications was divided into ship data collection (part 1), cloud system (part 2), analysis system/ application (part 3), and MR/mobile system (part 4). A Mixed Reality device HoloLens was used as an HMI equipment to perform a simulation test of a digital twin system of an 8 m battery-based electric propulsion ship.