• 제목/요약/키워드: polynomial growth

검색결과 106건 처리시간 0.033초

Models Describing Growth Characteristics of Holstein Dairy Cows Raised in Korea

  • Vijayakumar, Mayakrishnan;Choy, Yun-Ho;Kim, Tae-Il;Lim, Dong-Hyun;Park, Seong-Min;Alam, Mahboob;Choi, Hee-Chul;Ki, Kwang-Seok;Lee, Hyun-Jeong
    • 한국초지조사료학회지
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    • 제40권3호
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    • pp.167-176
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    • 2020
  • The objective of the present study was to determine the best model to describe and quantify the changes in live body weight, height at withers, height at rump, body length and chest girth of Holstein cows raised under Korean feeding conditions for 50 months. The five standard growth models namely polynomial linear regression models, regression of growth variables on the first and second-order of ages in days (model 1) and regression of growth variables on age covariates from first to the third-order (model 2) as well as non-linear models were fitted and evaluated for representing growth pattern of Holstein cows raised in Korean feeding circumstances. Nonlinear models fitted were three exponential growth curve models; Brody, Gompertz, and von Bertalanffy functional models. For this purpose, a total of 22 Holstein cows raised in Korea used in the period from April 2016 to May 2020. Each model fitted to monthly growth curve records of dairy cows by using PROC NLIN procedure in SAS program. On the basis of the results, nonlinear models showed the lower root mean square of error (RMSE) for live body weight, height at withers, height at rump, body length and chest girth (12.22, 1.95, 1.55, 4.04, 2.06) with higher correlation coefficiency (R2) values for live body weight, height at withers, height at rump, body length and chest girth (0.99, 0.99, 0.99, 1.00, 1.00). Overall, the evaluation of the different growth models indicated that the Gompertz model used in the study seemed to be the most appropriate one for standard growth of Holstein cows raised under Korean feeding system.

여수해만에서 분리한 유독 와편모조류, Gymnodinium catenatum (Graham)의 성장에 미치는 수온, 염분과 광 조건 (Effects of Water Temperature, Salinity and Irradiance on the Growth of the Toxic Dinoflagellate, Gymnodinium catenatum (Graham) Isolated from Yeosuhae Bay, Korea)

  • 오석진;윤양호
    • ALGAE
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    • 제19권4호
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    • pp.293-301
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    • 2004
  • 여수해만에서 분리한 Gymnodinium catenatum의 성장에 있어서 최적 수온과 염분 조건을 파악하기 위해 수온 6단계,염분 5단계의 조합에 의한 30단계의 배치배양을 실시하여, 성장속도를 계산하였다. C. catenatum은 약 18${^{\circ}C}$ 이상의 수온과 전 염분단계에서 0.3day$^{-1}$ 이상의 성장속도를 보였으며 수온의 감소와 함께 성장속도도 감소하였다. 하지만 염분은 성장에 그다지 영향을 미치지 않았다. 최대성장속도(0.5day$^{-1}$)는 수온 25${^{\circ}C}$와 염분 30psu에서 얻어졌다. 따라서, 수온과 염분에 따른 성장속도를 고려할 때, C. catenatum은 이른 여름부터 가을까지 한국남해연안해역에서 서식 가능한 것으로 판단된다 이 종의 출현을 예측하기 위한 모델식은 $\mu$ = 0.005-T$^2$ - 0.0001164 T$^3$ - 0.063-S + 0.005-S$^2$ - 0.00007608-S$^3$ - 0.003-T-S + 0.00005308-T$^2$-S로 나타났다. 한편. 수온 18${^{\circ}C}$와 염분 30psu 조건하에서 6단계의 광도 실험을 실시한 결과, 광량에 따른 C. catenatum의 성장은 $\mu$ = 0.16 (I - 10.4)/(1+21.8), (r=0.96)의 관계식으로 Ks는 42.6$\mu$mol m$^{-2}$s$^{-1}$, I$_0$는 10.4$\mu$mol m$^{-2}$s$^{-1}$이었다. 따라서 수온, 염분과 광 조건만을 고려할 경우 C. catenatum은 고수온기 한국 남해 내만과 연안해역에서 우점종으로 출현할 가능성이 높을 것으로 판단되었다.

샐러드용 신선 채소에서의 Listerio monocytogenes 성장예측모델 개발 (Development of a Predictive Model Describing the Growth of Listeria Monocytogenes in Fresh Cut Vegetable)

  • 조준일;이순호;임지수;곽효선;황인균
    • 한국식품위생안전성학회지
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    • 제26권1호
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    • pp.25-30
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    • 2011
  • 본 연구에서는 식중독 예방과 식품의 안전성 확보 및 정량적 미생물 위해평가에 활용하기위하여, Gompertz model과 Baranyi model을 이용하여 샐러드용 신선채소에서 L. monocytogenes의 SGR에 관한 성징예측모델(SGR by Gompertz equation=-0.1606+$0.0574^*Temp$+$0.0009^*Temp^*Temp$, SGR by Baranyi equation=0.3502-$0.0496^*Temp$+$0.0022^*Temp^*Temp$)을 개발하였다. 개발된 모델의 적합성 평가를 위해 MSE, Bf, 및 Af factor를 산출하였다. 샐러드용 신선 채소의 MSE, Bf, Af는 Gompertz model식을 적용한 경우 0.002718, 1.050084, 1.160767, Baranyi model 식을 적용한 경우 0.055186, 1.931472, 2.137181으로 나타나 Gompertz model식을 적용하여 개발한 예측모델이 Baranyi model 식을 이용하여 개발한 예측모델에 비해 적합성이 높은 것으로 나타났다. Gompertz model식을 활용하여 본 연구에서 개발된 샐러드용 신선 채소에서의 L. monocytogenes 성장 예측모델은 신선 채소류를 생산, 가공, 보관 및 판매하는 산업체에서 널리 활용 가능할 것으로 판단되며, 더욱 정확한 예측모델 개발을 위해서는 pH 및 수분활성도 등 다양한 변수에 따른 미생물의 성장패턴 변화 등에 관한 연구가 추가적으로 시행되어야 할 것으로 생각되어 진다.

난백과 난황에서 Salmonella Enteritidis 와 Salmonella Typhimurium 수 변화 비교연구 (Comparative Study of Change in Salmonella Enteritidis and Salmonella Typhimurium Populations in Egg white and Yolk)

  • 문혜진;임정규;윤기선
    • 한국식품위생안전성학회지
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    • 제31권5호
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    • pp.342-348
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    • 2016
  • 본 연구는 계란을 난백과 난황으로 분리하여, 액란 상태에서 8, 10, 15, 25, $35^{\circ}C$의 보관온도가 S. Enteritidis와 S. Typhimurium 두 혈청 형의 증식 또는 사멸패턴에 미치는 영향을 비교 분석하였다. 난백에서는 8, 10, 15, $35^{\circ}C$에서 두 혈청 형 모두 감소하였으나 $25^{\circ}C$에서는 두 혈청 형 모두 증식 하여 상온에서의 관리에 대한 주의가 필요한 것으로 나타났다. 반면 10, 15, 25, $35^{\circ}C$ 난황에서는 두 혈청 형 모두 성장하였으나 $8^{\circ}C$에서는 감소하여 유통 판매시 난황으로 준비된 액란을 냉장온도로 철저하게 관리해야 할 것으로 판단된다. 난황에서 증식한 S. Enteritidis와 S. Typhimurium의 성장곡선을 Modified Gompertz model에 적용하여 산출된 유도기(LT)와 최대증식속도(SGR) 및 최대개체군밀도(MPD)값을 Davey model과 Square-root model 및 Polynomial second order model을 이용하여 각각 온도의 영향을 나타내는 2차 모델을 개발하였다. 모든 온도에서 S. Enteritidis가 S. Typhimurium보다 유도기가 짧고 최대증식속도가 빠르게 나타나 액란 제품에서의 S. Enteritidis에 대한 위험성이 더 큰 것으로 나타났다.

Seasonal variation in growth of Berkshire pigs in alternative production systems

  • Park, Hyeon-Suk;Oh, Sang-Hyon
    • Asian-Australasian Journal of Animal Sciences
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    • 제30권5호
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    • pp.749-754
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    • 2017
  • Objective: The objective of the present study was to investigate the effects of farrowing month (FM), parity and sex on the growth performance of Berkshire swine raised in alternative production systems. Methods: A total of 40 farrowing records from 27 sows and 1,258 body weight (BW) records from 274 piglets collected over a two-year period were used for the analysis. The BWs were recorded at birth, weaning (28 d), 56, 84, 112, and 140 days. Any BW not recorded on schedule was recalculated to conform the days of age among corresponding BW records, using growth curves drawn with polynomial functions whose power was determined by the number of existing observations for each individual. Results: The mean parity (${\pm}$standard deviation) of the sows was $3.42{\pm}2.14$. The sows that farrowed in June had the lowest number of total born with an average of $6.25{\pm}2.22$ piglets per sow. However, the lowest average number of piglets weaned at day 28 was found in sows that farrowed in May, as well as the highest number recorded for the stillborn piglets with an average of 2.67 piglets per sow. Moreover, the smallest increase in weight from birth to weaning occurred in piglets that were farrowed in May, which also corresponds with the average daily gain (ADG) of 0.29 kg and the last recorded weight measurement on day 140 of $41.69{\pm}1.45kg$. Contrastingly, the highest growth rate was found among pigs farrowed in June, with the largest increase in weight of 7.55 kg from birth to weaning, the highest ADG of 0.51 kg from birth to 140 day of age and the highest BW of $74.70{\pm}1.86kg$ recorded on day 140. Conclusion: Pigs farrowed in June also had the least number of piglets that died between birth and weaning. The zone of thermal comfort found in sows reared in indoor confinement systems did not improve the reproductive performance of the sows reared in an outdoor, alternative production system, while the growth performance of the piglets was improved when the ambient temperature was consistently hot or consistently cold.

시중 유통판매 중인 편육에서의 Staphylococcus aureus 성장예측모델 개발 (Development of a Predictive Model Describing the Growth of Staphylococcus aureus in Pyeonyuk marketed)

  • 김안나;조준일;손나리;최원석;윤상현;서수환;곽효선;주인선
    • 한국식품위생안전성학회지
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    • 제32권3호
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    • pp.206-210
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    • 2017
  • 본 연구에서는 축산식품인 편육을 대상으로 황색포도상구균의 성장예측모델을 개발하였다. 편육에서 황색포도상구균의 성장패턴은 4, 10, 20, $37^{\circ}C$의 보관온도에서 측정되었으며, 황색포도상구균은 각각의 저장 온도에서 모두 증가하는 것으로 나타났다. 편육에 오염된 황색포도상구균의 생육결과를 토대로 Baranyi model을 이용하여 유도기(LPD)와 최대성장률(${\mu}_{max}$)을 산출한 결과, 유도기는 4, 10, 20, $37^{\circ}C$에서 212.81, 79.67, 3.12, 2.21 h으로 온도에 반비례한 것으로 나타났고 최대성장률은 같은 보관온도에서 0.004, 0.009, 0.130, 0.568 log CFU/g/h으로 온도에 비례한 것으로 조사되었다. 2차 모델은 ${\mu}_{max}$의 경우, square root model, LPD는 polynomial equation을 사용하여 산출하였고, 개발한 모델의 적합성을 평가하기 위해 통계적 지표인 RMSE 값을 계산한 결과, 비교적 0에 가까운 0.42로 도출되어 모델이 적합한 것으로 확인되었다. 따라서 개발된 모델이 편육에 대한 황색포도상구균의 성장 예측모델로 사용 가능하다고 판단되어지며, 편육에서의 식중독을 예방하고 미생물학적 위생관리기준을 설정하는데 기초자료로 활용될 수 있을 것으로 사료된다.

Effect of water temperature on protein requirement of Heteropneustes fossilis (Bloch) fry as determined by nutrient deposition, hemato-biochemical parameters and stress resistance response

  • Fatma, Shabihul;Ahmed, Imtiaz
    • Fisheries and Aquatic Sciences
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    • 제23권1호
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    • pp.1.1-1.14
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    • 2020
  • Background: Dietary protein requirements are dependent on a variety of factors and water temperature is one of the most important abiotic factors affecting protein requirement of fish. This study was, therefore, conducted to investigate effects of water temperature on dietary protein requirement of fry Heteropneustes fossilis which has high demand in most of the Asian markets. Methods: Quadruplicate groups of 30 fish per treatment (2.97 ± 0.65 cm; 5.11 ± 0.34 g) were fed seven isoenergetic diets (17.9 kJ g-1 gross energy; 14.99 kJ g-1 digestible energy) containing dietary protein levels ranging from 28 to 52% at two water temperatures (18 and 26 ℃). Experimental diets were fed to apparent satiation as semi-moist cakes thrice daily at 17:00, 12:00, and 17:30 h for 12 weeks. For precise information, various growth parameters, protein deposition, hematological parameters, metabolic enzymes, and stress response were analyzed, and effects of water temperature on dietary protein requirement was recommended on the basis of response from above parameters. Results: Groups held at 26 ℃ attained best growth, feed conversion, and protein deposition at 44% dietary protein indicating that temperature affected dietary protein requirement for optimum growth of H. fossilis fry and protein requirement seems to be satisfied with 44% dietary protein. Interestingly, interactive effects of both dietary protein levels and temperature were not found (P > 0.05). Fish reared at 18 ℃ had comparatively higher values for aspartate and alanine transferases than those reared at 26 ℃ water temperature which exhibited normal physiological value for these enzymes indicating that body metabolism was normal at this temperature. Hematological parameters also followed same pattern. Furthermore, fish reared at 26 ℃ water temperature exhibited more resistant to thermal stress (P < 0.05). The 95% maximum plateau of protein deposition data using second-degree polynomial regression analyses exhibited dietary protein requirement of fry H. fossilis between 40.8 and 41.8% of diet at 26 ℃ water temperature. The recommended range of dietary protein level and protein/digestible energy ratio for fry H. fossilis is 40.8-41.8% and 27.21-27.88 mg protein kJ-1 digestible energy, respectively. Conclusions: Information developed is of high significance for optimizing growth potential by making better utilization of nutrient at 26 ℃ and, to develop effective management strategies for mass culture of this highly preferred fish species.

Social-Aware Collaborative Caching Based on User Preferences for D2D Content Sharing

  • Zhang, Can;Wu, Dan;Ao, Liang;Wang, Meng;Cai, Yueming
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권3호
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    • pp.1065-1085
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    • 2020
  • With rapid growth of content demands, device-to-device (D2D) content sharing is exploited to effectively improve the service quality of users. Considering the limited storage space and various content demands of users, caching schemes are significant. However, most of them ignore the influence of the asynchronous content reuse and the selfishness of users. In this work, the user preferences are defined by exploiting the user-oriented content popularity and the current caching situation, and further, we propose the social-aware rate, which comprehensively reflects the achievable contents download rate affected by the social ties, the caching indicators, and the user preferences. Guided by this, we model the collaborative caching problem by making a trade-off between the redundancy of caching contents and the cache hit ratio, with the goal of maximizing the sum of social-aware rate over the constraint of limited storage space. Due to its intractability, it is computationally reduced to the maximization of a monotone submodular function, subject to a matroid constraint. Subsequently, two social-aware collaborative caching algorithms are designed by leveraging the standard and continuous greedy algorithms respectively, which are proved to achieve different approximation ratios in unequal polynomial-time. We present the simulation results to illustrate the performance of our schemes.

Image Processing Methods for Measurement of Lettuce Fresh Weight

  • Jung, Dae-Hyun;Park, Soo Hyun;Han, Xiong Zhe;Kim, Hak-Jin
    • Journal of Biosystems Engineering
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    • 제40권1호
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    • pp.89-93
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    • 2015
  • Purpose: Machine vision-based image processing methods can be useful for estimating the fresh weight of plants. This study analyzes the ability of two different image processing methods, i.e., morphological and pixel-value analysis methods, to measure the fresh weight of lettuce grown in a closed hydroponic system. Methods: Polynomial calibration models are developed to relate the number of pixels in images of leaf areas determined by the image processing methods to actual fresh weights of lettuce measured with a digital scale. The study analyzes the ability of the machine vision- based calibration models to predict the fresh weights of lettuce. Results: The coefficients of determination (> 0.93) and standard error of prediction (SEP) values (< 5 g) generated by the two developed models imply that the image processing methods could accurately estimate the fresh weight of each lettuce plant during its growing stage. Conclusions: The results demonstrate that the growing status of a lettuce plant can be estimated using leaf images and regression equations. This shows that a machine vision system installed on a plant growing bed can potentially be used to determine optimal harvest timings for efficient plant growth management.

GMAW 공정 중 용접 변수들이 용접 폭에 미치는 영향에 관한 연구 (The Effects of Welding Process Parameters on Weld bead Width in GMAW Processes)

  • 김일수;권욱현;박창언
    • Journal of Welding and Joining
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    • 제14권4호
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    • pp.33-42
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    • 1996
  • In recent years there has been a significant growth in the use of the automated and/or robotic welding system, carried out as a means of improving productivity and quality, reducing product costs and removing the operator from tedious and potentially hazardous environments. One of the major difficulties with the automated and/or robotic welding process is the inherent lack of mathematical models for determination of suitable welding process parameters. Partial-penetration, single-pass bead-on-plate welds were fabricated in 12mm AS 1204 mild steel flats employing five different welding process parameters. The experimental results were used to develop three empirical equations: curvilinear; polynomial; and linear equations. The results were also employed to find the best mathematical equation under weld bend width to assist in the process control algorithms for the Gas Metal Arc Welding(GMAW) process and to correlate welding process parameters with weld bead width of bead-on-plates deposited. With the help of a standard statistical package program. SAS, multipe regression analysis was undertaken for investigating and modeling the GMAW process, and significance test techniques were applied for the interpretation of the experimental data.

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