• 제목/요약/키워드: KE-T5

검색결과 79건 처리시간 0.032초

텍스트 데이터의 정보 손실을 방지하기 위한 군집화 기반 언더샘플링 기법 (A Clustering-based Undersampling Method to Prevent Information Loss from Text Data)

  • 김종휘;신사임;장진예
    • 한국정보과학회 언어공학연구회:학술대회논문집(한글 및 한국어 정보처리)
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    • 한국정보과학회언어공학연구회 2022년도 제34회 한글 및 한국어 정보처리 학술대회
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    • pp.251-256
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    • 2022
  • 범주 불균형은 분류 모델이 다수 범주에 편향되게 학습되어 소수 범주에 대한 분류 성능을 떨어뜨리는 문제를 야기한다. 언더 샘플링 기법은 다수 범주 데이터의 수를 줄여 소수 범주와 균형을 이루게하는 대표적인 불균형 해결 방법으로, 텍스트 도메인에서의 기존 언더 샘플링 연구에서는 단어 임베딩과 랜덤 샘플링과 같은 비교적 간단한 기법만이 적용되었다. 본 논문에서는 트랜스포머 기반 문장 임베딩과 군집화 기반 샘플링 방법을 통해 텍스트 데이터의 정보 손실을 최소화하는 언더샘플링 방법을 제안한다. 제안 방법의 검증을 위해, 감성 분석 실험에서 제안 방법과 랜덤 샘플링으로 추출한 훈련 세트로 모델을 학습하고 성능을 비교 평가하였다. 제안 방법을 활용한 모델이 랜덤 샘플링을 활용한 모델에 비해 적게는 0.2%, 많게는 2.0% 높은 분류 정확도를 보였고, 이를 통해 제안하는 군집화 기반 언더 샘플링 기법의 효과를 확인하였다.

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ENHANCED ADHESION STRENGTH OF Cu/polyimide AND Cu/Al/polyimide BY ION BEAM MIXING

  • Chang, G.S.;Kim, T.G.;Chae, K.H.;Whang, C.N.;Zatsepin, D.S.;Kurmaev, E.Z.;Choe, H.S.;Lee, Y.P.
    • 한국진공학회지
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    • 제6권S1호
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    • pp.122-126
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    • 1997
  • the Cu/polyimide system is known to be the best candidate for a multilevel interconnection system due to the low resistance of Cu and to the low dielectric constant of polyimide respectively. Ion beam mixing of Cu(40nm)/polyimide was carried out at room temperature with 80 keV Ar+ and N2+ form $1.5\times$1015 to 15$\times$1015 ions/cm2. The quantitative adhesion strength was measured by a standard scratch test. X-ray photoelectron spectroscopy and x-ray emission spectrocopy are employed to investigate the chemical bonds and the interlayer compound formation of the films Cu/Al/polyimide showed more adhesion strength than Cu/polyimide after ion beam mixing and N2+ ions are more effective in the adhesion enhancement than Ar+ with the same sample geometry. The XES results shows the formation of interlayer compound of CuAl2O4 which can reflect more adhesive Cu/Al/polyimide which has not been reported previously. The latter results is understood by the fact that N2+ ions produce more pyridinelike moiety, amide group and tertiary amine moiety whcih are known as adhesion promotors.

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SPECT/CT에서 서로 다른 에너지의 방사성동위원소 사용시 영상보정기법의 유용성 평가 (The Evaluation of Image Correction Methods for SPECT/CT in Various Radioisotopes with Different Energy Levels)

  • 신병호;김승정;윤석환;김태엽;임정진;우재룡;오소원;김유경
    • 핵의학기술
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    • 제17권2호
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    • pp.53-58
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    • 2013
  • 본 연구에서는 각기 다른 에너지의 방사성동위원소를 이용하여 CT를 기초로 한 attenuation correction (AC)과 scatter correction (SC)을 적용했을 때 영상의 질을 비교분석하고 영상보정기법의 유용성에 대해 알아보고자 하였다. Resolution 평가를 위해 사용된 spatial resolution phantom 내부에 물을 채우고 각각의 동위원소 $^{99m}Tc$ (140 keV, 2.22 kBq), $^{201}Tl$ (70 keV, 2.22 kBq), $^{131}I$ (364 keV, 2.22 kBq)을 line에 주입하여 제작하였다. Contrast 평가를 위해 이용한 Jaszczak phantom은 배후방사능과 열소원통의 비율이 1:8이 되도록 각각의 동위원소를 주입하여 제작하였다. GE Infinia Hawkeye4 SPECT/CT (GE Medical System, USA)로 영상을 획득하고, non-correction (NC), AC, SC, AC와 SC가 동시에 적용된(ACSC) 4가지 조건으로 OSEM (2 iterations, 10 subsets)을 이용하여 영상을 각각 재구성하였다. FWHM값은 paired samples t-test를 통하여 유의수준 관계를 분석하였고, percent contrast (%)값은 MATLAB (Ver.7.0)$^{(R)}$과 MRIcro$^{(R)}$를 이용하여 각각의 수치를 비교하였다. $^{99m}Tc$의 resolution test에서 NC, AC, SC, ACSC를 각각 적용했 을 때 FWHM (mm)값은 각각 $4.97{\pm}0.46$, $4.73{\pm}0.27$, $49.7{\pm}0.39$, $4.60{\pm}0.26$, $^{201}Tl$에서는 $5.26{\pm}0.28$, $5.14{\pm}0.21$, $5.25{\pm}0.25$, $5.05{\pm}0.23$, $^{131}I$에서는 $6.24{\pm}0.73$, $5.84{\pm}0.57$, $6.24{\pm}0.69$, $5.98{\pm}0.52$의 값을 얻을 수 있었다. 각 방사성 동위원소의 결과 값에서 NC와 비교하여 AC, ACSC를 적용했을 때 통계적으로 유의한 차이를 보였고(P<0.05), SC만을 적용했을 때는 유의한 차이가 없음을 보여주었다(P>0.05). Contrast test에서는 percent contrast(%) 를 4개의 원통에 대한 값을 구했고, NC와 비교했을 때 AC, SC, ACSC의 percent difference (%)가 $^{99m}Tc$은 24.73, 38.10, 67.31, $^{201}Tl$은 30.90, 51.82, 86.02, $^{131}I$에서는 18.60, 46.26, 73.67의 차이를 보였다. 본 연구의 결과에 따르면 $^{99m}Tc$, $^{201}Tl$ 과 같은 낮은 에너지를 가진 핵종에 대해서는 ACSC를 동시에 적용한 영상에서 resolution 향상이 가장 크게 나타났지만, $^{131}I$ 같은 높은 에너지의 핵종에서는 AC만 적용되었을 때 ACSC를 적용했을 때보다 영상의 질이 더 향상됨을 알 수 있었다. 그러므로 SPECT/CT 검사 시 사용되는 핵종의 에너지에 따라 적절한 영상보정기법을 적용한다면 정확한 진단을 위한 최적의 영상을 얻을 수 있을 것으로 사료된다.

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Predictors of Positive Bone Metastasis in Newly Diagnosed Prostate Cancer Patients

  • Chien, Tsu-Ming;Lu, Yen-Man;Geng, Jiun-Hung;Huang, Tsung-Yi;Ke, Hung-Lung;Huang, Chun-Nung;Li, Ching-Chia;Chou, Yii-Her;Wu, Wen-Jeng;Huang, Shu-Pin
    • Asian Pacific Journal of Cancer Prevention
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    • 제17권3호
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    • pp.1187-1191
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    • 2016
  • Background: The prevalence of prostate cancer (PCa) has been increasing in recent years. Treatment strategies are largely based on the results of bone scan screening. Therefore, our aim was to investigate predictors of positive bone metastasis in newly diagnosed PCa patients. Materials and Methods: After extensive review, 336 consecutive patients newly diagnosed with PCa between April 2010 and November 2013 at our institution were enlisted in the study. Patients were divided into two groups according to bone scan results. Univariate analyses (Chi-square test for discrete variables and independent t-test for continuous variables) were applied to determine the potentially significant risk factors associated with distant bone metastasis. Binary logistic regression analyses were used to further investigate the influence of these factors on bone metastasis. Results: The patient mean age was $71.9{\pm}8.6years$ (range: 48 to 94 years). The mean prostate specific antigen (PSA) level and biopsy Gleason score were $260.2{\pm}1107.8ng/mL$ and $7.4{\pm}1.5$, respectively. The body mass index (BMI) for the series was $24.5{\pm}3.4kg/m^2$. Sixty-four patients (19.0%) had a positive bone scan result. Patients with positive bone scan results had a significantly lower BMI ($23.3{\pm}3.5$ vs. $24.8{\pm}3.3$; p=0.003), a higher Gleason score ($8.5{\pm}1.1$ vs. $7.1{\pm}1.5$; p < 0.001), and a higher PSA level ($1071.3{\pm}2337.1$ vs. $69.4{\pm}235.5$; p < 0.001) than those without bone metastasis. Multivariate logistic regression analysis employing the above independent predictors demonstrated that a Gleason score of ${\geq}7$, clinical stage ${\geq}T3$, $BMI{\leq}22kg/m^2$, and an initial PSA level of ${\geq}20ng/mL$ were all independent predictors of bone metastasis. Conclusions: A bone scan might be necessary in newly diagnosed PCa patients with any of the following criteria: clinical stage T3 or higher, a Gleason score of 7 or higher, BMI equal to or less than 22, and a PSA level of 20 or higher.

1MeV 인 이온 주입시 RTA에 의한 미세결함 특성과 latch-up 면역에 관한 구조 연구 (A Study on the Micro-defects Characteristics and Latch-up Immune Structure by RTA in 1MeV P Ion Implantation)

  • 노병규;윤석범
    • 전기전자학회논문지
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    • 제2권1호
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    • pp.101-107
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    • 1998
  • 인(Phosphorus)을 1MeV로 이온 주입한 후 RTA를 실시하여 미세결함의 특성을 조사하고, 면저항, SRP, SIMS, XTEM 분석과 CMOS 구조에서 래치업 특성을 모의 실험하였다. 도즈량이 증가할수록 면저항은 낮아지고, Rp값은 도즈량이 $1{\times}10^{13}/cm^2,\;5{\times}10^{13}/cm^2,\;1{\times}10^{14}/cm^2$일때 각각 $1.15{\mu}m,\;1.15{\mu},\;1.10{\mu}m$로 나타났다. SIMS 측정결과는 열처리 시간이 길수록 농도의 최대치가 표면으로부터 깊어지고, 농도 또한 낮아짐을 확인하였다. XTEM 분석 결과는 열처리 전에는 결함측정이 불가능했으나, 측정되지 많은 미세결함이 열처리 후 이차결함으로 성장한 것으로 조사되었다. 모의 실험은 buried layer와 connecting layer 구조를 사용하였으며, buried layer보다 connecting layer가 래치업 특성이 우수함을 확인하였다. Connecting layer의 도즈량이 $1{\times}10^{14}/cm^2$이고 이온주입 에너지가 500KeV일 때 trigger current는 $0.6mA/{\mu}m$이상이었고, trigger voltage는 약 6V로 나타났다. Connecting layer의 이온주입 에너지가 낮을수록 래치업 저감효과가 더욱 우수함을 알 수 있었다.

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Side-Wall 공정을 이용한 WNx Self-Align Gate MESFET의 제작 및 특성

  • 문재경;김해천;곽명현;임종원;이재진
    • 한국진공학회:학술대회논문집
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    • 한국진공학회 1999년도 제17회 학술발표회 논문개요집
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    • pp.162-162
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    • 1999
  • 초고주파 집적회로의 핵심소자로 각광을 받고 있는 GaAs MESFET(MEtal-emiconductor)은 게이트 형성 공정이 가장 중요하며, WNx 내화금속을 이용한 planar 게이트 구조의 경우 임계전압(Vth:threshold voltage)의 균일도가 우수할 뿐만 아니라 특히 Side-wall을 이용한 self-align 게이트는 소오스 저항을 줄일 수 있어 고성능의 소자 제작을 가능하게 한다.(1) 본 연구의 핵심이 되는 Side-wall을 형성하기 위하여 PECVD법에 의한 SiOx 박막을 증착하고, 건식식각법을 이용하여 SiOx side-wall을 형성하였다. 이 공정을 이용하여 소오스 저항이 낮고 임계전압의 균일도가 우수한 고성능의 self-aligned gate MESFET을 제작하였다. 3inch GaAs 기판상에 이온주입법에 의한 채널 형성, d.c. 스퍼터링법에 의한 WNx 증착, PECVD법에 의한 SiOx 증착, MERIE(Magnetic Enhanced Reactive Ion Etcing)에 의한 Side-wall 형성, LDD(Lightly Doped Drain)와 N+ 이온주입, 그리고 RTA(Rapid Thermal Annealing)를 사용하여 활성화 공정을 수행하였다. 채널은 40keV, 4312/cm2로, LDD는 50keV, 8e12/cm2로 이온주입하였고, 4000A의 SiOx를 증착한 후 2500A의 Side-wall을 형성하였다. 옴익 접촉은 AuGe/Ni/Au 합금을 이용하였고, 소자의 최종 Passivation은 SiNx 박막을 이용하였다. 제작된 소자의 전기적 특성은 hp4145B parameter analyzer를 이용한 전압-전류 측정을 통하여 평가하였다. Side-wall 형성은 0.3$\mu\textrm{m}$ 이상의 패턴크기에서 수직으로 잘 형성되었고, 본 연궁에서는 게이트 길이가 0.5$\mu\textrm{m}$인 MESFET을 제작하였다. d.c. 특성 측정 결과 Vds=2.0V에서 임계전압은 -0.78V, 트랜스컨덕턴스는 354mS/mm, 그리고 포화전류는 171mA/mm로 평가되었다. 특히 본 연구에서 개발된 트랜지스터의 게이트 전압 변화에 따른 균일한 트랜스 컨덕턴스의 특성은 RF 소자로 사용할 때 마이크로 웨이브의 왜곡특성을 없애주기 때문에 균일한 신호의 전달을 가능하게 한다. 0.5$\mu\textrm{m}$$\times$100$\mu\textrm{m}$ 게이트 MESFET을 이용한 S-parameter 측정과 Curve fitting 으로부터 차단주파수 fT는 40GHz 이상으로 평가되었고, 특히 균일한 트랜스컨덕턴스의 경향과 함께 차단주파수 역시 게이트 바이어스, 즉 소오스-드레스인 전류의 변화에 따라 균일한 값을 보였다. 본 연구에서 개발된 Side-wall 공정은 게이트 길이가 0.3$\mu\textrm{m}$까지 작은 경우에도 사용가능하며, WNx self-align gate MEESFET은 낮은 소오스저항, 균일한 임계전압 특성, 그리고 높고 균일한 트랜스 컨덕턴스 특성으로 HHP(Hend-Held Phone) 및 PCS(Personal communication System)와 같은 이동 통신용 단말기의 MMICs(Monolithic Microwave Integrates Circuits)의 제작에 활용될 것으로 기대된다.

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Models of Pseudomonas Growth Kinetics and Shelf Life in Chilled Longissimus dorsi Muscles of Beef

  • Zhang, Yimin;Mao, Yanwei;Li, Ke;Dong, Pengcheng;Liang, Rongrong;Luo, Xin
    • Asian-Australasian Journal of Animal Sciences
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    • 제24권5호
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    • pp.713-722
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    • 2011
  • The aim of this study was to confirm Pseudomonas spp. as the specific spoilage organism (SSO) of chilled beef during aerobic storage and to establish a model to predict the shelf life of beef. Naturally contaminated beef was stored at $4^{\circ}C$, and the spoilage limit of Pseudomonas organisms was determined by measuring several quality indicators during storage, including the number of Pseudomonas organisms, total number of bacteria, total volatile basic nitrogen (TVBN) values, L value color scale scores and sensory evaluation scores. The beef was then stored at 0, 4, 7, 10, 15 or $20^{\circ}C$ for varying amounts of time, and the number of Pseudomonas organisms were counted, allowing a corresponding growth model to be established. The results showed that the presence of Pseudomonas spp. was significantly correlated to each quality characteristic (p<0.01), demonstrating that Pseudomonas spp. are the SSO of chilled beef and that the spoilage limit was $10^{8.20}$ cfu/g. The Baranyi and Roberts equation can predict the growth of Pseudomonas spp. in beef, and the $R^2$ value of each model was greater than 0.95. The square root model was used as follows, and the absolute values of the residuals were less than ${0.05:\;{\mu_{max}}^{1/2}$ = 0.15604 [T+(-0.08472)] (p<0.01), $R^2$ = 0.98, $\lambda^{-1/2}$ = 0.0649+0.0242T (p<0.01, $R^2$ = 0.94). The model presented here describes the impact of different temperatures on the growth of Pseudomonas spp., thereby establishing a model for the prediction of the shelf life of beef stored between 0 to $20^{\circ}C$.

Effect of Cisplatin on the Frequency and Immuno-inhibitory Function of Myeloid-derived Suppressor Cells in A375 Melanoma Model

  • Huang, Xiang;Guan, Dan;Shu, Yong-Qian;Liu, Lian-Ke;Ni, Fang
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권10호
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    • pp.4329-4333
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    • 2015
  • Background: To investigate the change of frequency and immuno-inhibitory function of myeloid-derived suppressor cells (MDSCs) after treatment of cisplatin (DDP) in A375 human melanoma model. Materials and Methods: BALB/c nude mice were inoculated with A375 cells to establish the human melanoma model and randomly divided into control group given normal saline (NS) and experimental group treated with DDP (5 mg/kg). The percentages of MDSCs in the tumor tissue and peripheral blood after DDP treatment were detected by flow cytometry. The proliferation and interferon-${\gamma}$ (IFN-${\gamma}$) secretion of T cells co-cultured with MDSCs were analyzed through carboxyfluorescein succinimidyl ester (CFSE) labeling assay and enzyme-linked immunospot (ELISPOT) assay, respectively. Results: In A375 human melanoma model, DDP treatment could significantly decrease the percentage of MDSCs in the tumor tissue, but exerted no effect on the level of MDSCs in peripheral blood. Moreover, DDP treatment could attenuate the immuno-inhibitory function of MDSCs. T cells co-cultured with DDP-treated MDSCs could dramatically elevate the proliferation and production of INF-${\gamma}$. Conclusions: DDP can decrease the frequency and attenuate immuno-inhibitory function of MDSCs in A375 melanoma model, suggesting a potential strategy to augment the efficacy of combined immunotherapy.

Wind-induced responses and equivalent static wind loads of tower-blade coupled large wind turbine system

  • Ke, S.T.;Wang, T.G.;Ge, Y.J.;Tamura, Y.
    • Structural Engineering and Mechanics
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    • 제52권3호
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    • pp.485-505
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    • 2014
  • This study aimed to develop an approach to accurately predict the wind models and wind effects of large wind turbines. The wind-induced vibration characteristics of a 5 MW tower-blade coupled wind turbine system have been investigated in this paper. First, the blade-tower integration model was established, which included blades, nacelle, tower and the base of the wind turbine system. The harmonic superposition method and modified blade element momentum theory were then applied to simulate the fluctuating wind field for the rotor blades and tower. Finally, wind-induced responses and equivalent static wind loads (ESWL) of the system were studied based on the modified consistent coupling method, which took into account coupling effects of resonant modes, cross terms of resonant and background responses. Furthermore, useful suggestions were proposed to instruct the wind resistance design of large wind turbines. Based on obtained results, it is shown from the obtained results that wind-induced responses and ESWL were characterized with complicated modal responses, multi-mode coupling effects, and multiple equivalent objectives. Compared with the background component, the resonant component made more contribution to wind-induced responses and equivalent static wind loads at the middle-upper part of the tower and blades, and cross terms between background and resonant components affected the total fluctuation responses, while the background responses were similar with the resonant responses at the bottom of tower.

남강 및 금호강에서 유기탄소 존재형태와 분해속도와의 관계 (The Relationship between the Fractionation Characteristics and Decomposition Rate of Organic Carbon in Nam River and Geumho River)

  • 김호섭;김석규;오승영
    • 한국물환경학회지
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    • 제39권2호
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    • pp.131-141
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    • 2023
  • In this study, the relationship between organic carbon distribution characteristics and decomposition rate classified according to the particle size and biological degradation characteristics in water was investigated for the Nam river and Geumho river. The average concentrations of TOC in the Nam river and Geumho river were 2.7±1.2 mg/L and 5.0±1.2 mg/L, respectively, but the composition ratios for each type of organic carbon were similar. An average value of 80.9% of TOC was present as DOC and 72.8% of DOC consisted of Refractory-DOC (RDOC). In addition, the change in the RDOC composition ratio according to temporal and spatial distribution was the smallest. There was no difference in the decomposition rate of organic carbon except for TOC by the site (p≥0.108, one-way ANOVA), and the decomposition rates of Labile-POC (LPOC) and LDOC were similar at 0.139±0.102 and 0.137±0.149 day-1, respectively (p=0.110, paired t-test). The coefficient of variation (CV) of the decomposition rate of DOC (average 8.1%), which had the smallest composition ratio of organic carbon, was 1.1, showing the largest temporal variation. The TOC, POC, and DOC decomposition rates showed a significant correlation with the ratio of the initial concentration to the concentration after 25 days of decomposition (OC25/OC0) (r2=0.89~0.94, p<0.001), and the decomposition rates of LPOC and LDOC were significantly correlated with the ratio of the initial concentration to the concentration after 5 days of decomposition (LOC5/LOC0) (r2=0.67~0.75). This suggests that it is possible to estimate the decomposition rate through the concentration of each type of organic carbon.