• 제목/요약/키워드: Milking performance

검색결과 44건 처리시간 0.021초

다변량 데이터와 순환 신경망을 이용한 젖소의 유방염 진단예측 방법 (Method for predicting the diagnosis of mastitis in cows using multivariate data and Recurrent Neural Network)

  • 박기철;이성훈;박재화
    • 한국소프트웨어감정평가학회 논문지
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    • 제17권1호
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    • pp.75-82
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    • 2021
  • 젖소에 있어 유방염은 농가의 낙농 생산성을 저해하는 주된 요인이며 이를 해결하기 위해 지난동안 폭넓은 연구가 이루어졌다. 하지만 유방염에 대한 연구는 사후 진단에 국한되어왔으며 이마저도 단일 센서를 활용하는 것이 주류이다. 본 연구에서는 생체 데이터와 환경 데이터를 이용하여 다음 날의 유방염 발병여부를 예측하는 모델을 개발하였다. 데이터는 충청남도 농가에 설치된 착유기와 센서들로부터 수집되었으며 3주간의 데이터를 다변량 데이터로 구성하였다. 유방염 진단예측을 위해 순환 신경망 모델을 사용하였고, 그 결과 유방염을 82.9%의 정확도로 예측하였다. 데이터 수집 기간을 다양하게 하여 예측 성능을 비교하였고 여러 모델과 성능을 비교하여 모델의 우수성을 확인하였다.

Study on Genetic Evaluation for Linear Type Traits in Holstein Cows

  • Lee, Deukhwan;Oh, Sang;Whitley, Niki C.
    • Asian-Australasian Journal of Animal Sciences
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    • 제23권1호
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    • pp.1-6
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    • 2010
  • The objectives of this study were to i) investigate genetic performance for linear type traits of individual Holstein dairy cows, especially focusing on comparative traits, and to estimate genetic variances for these traits using actual data, and ii) compare genetic performance and improvement of progeny by birth country of the cows. Linear type traits defined with five comparative traits on this study were general stature composite (GSC), dairy capacity composite (DCC), body size composite (BSC), foot and leg composite (FLC), and udder composite (UDC). These traits were scored from 1 to 6 with 1 = poor, 2 = fair, 3 = good, 4 = good plus, 5 = very good and 6 = excellent. Final scores (FS) were also included in this study. Data used was collected from the years 2000 to 2004 by the Korea Animal Improvement Association (KAIA). Only data of more than five tested cows by herd appraisal date and by sires having more than ten daughters were included to increase the reliability of the data analyses. A total of 30,204 records of the selected traits, which was collected from 26,701 individuals having pedigree information were used. Herd appraisal date, year of age, lactation stage (grouped by month), and time lagged for milking (in hours) were assumed as fixed effects on the model. Animal additive genetic effects considering pedigree relationship and residual errors were assumed with random effects. Year of age at appraisal date was classified from one to nine years of age, assigning the value of nine years of age for animals that were greater than or equal to nine years of age. From our results, the estimate for heritability was 0.463, 0.346, 0.473, 0.290, and 0.430 on GSC, DCC, BSC, FLC and UDC, respectively. The estimate for FS heritability was 0.539. The greatest breeding values for GSC were estimated for Canada, with the breeding values for American lines increasing for 10 years starting in 1989 but tending to decrease after that until 2004. For DCC, the breeding values for American and Canadian lines showed similar patterns until 1999, after which the breeding values for the American lines declined sharply. For BSC, data from Korea, Canada and the USA followed similar trends overall except when the breeding values of the American lines decreased starting in 1999. Overall, the methods used to evaluate genetic performance in this study were acceptable and allowed for the discovery of differences by country of genetic origin, likely due in part to the American use of selection indexes based primarily on milk yield traits until methods for evaluating other traits began to emerge.

Effects of Linseed Oil or Whole Linseed Supplementation on Performance and Milk Fatty Acid Composition of Lactating Dairy Cows

  • Suksombat, Wisitiporn;Thanh, Lam Phuoc;Meeprom, Chayapol;Mirattanaphrai, Rattakorn
    • Asian-Australasian Journal of Animal Sciences
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    • 제27권7호
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    • pp.951-959
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    • 2014
  • The objective of this study was to determine the effects of linseed oil or whole linseed supplementation on performance and milk fatty acid composition of lactating dairy cows. Thirty six Holstein Friesian crossbred lactating dairy cows were blocked by milking days first and then stratified random balanced for milk yields and body weight into three groups of 12 cows each. The treatments consisted of basal ration (53:47; forage:concentrate ratio, on a dry matter [DM] basis, respectively) supplemented with 300 g/d of palm oil as a positive control diet (PO), or supplemented with 300 g/d of linseed oil (LSO), or supplemented with 688 g/d of top-dressed whole linseed (WLS). All cows were received ad libitum grass silage and individually fed according to the treatments. The experiment lasted for 10 weeks including the first 2 weeks as the adjustment period, followed by 8 weeks of measurement period. The results showed that LSO and WLS supplementation had no effects on total dry matter intake, milk yield, milk composition, and live weight change; however, the animals fed WLS had higher crude protein (CP) intake than those fed PO and LSO (p<0.05). To compare with the control diet, dairy cow's diets supplemented with LSO and WLS significantly increased milk concentrations of cis-9,trans-11-conjugated linoleic acid (CLA) (p<0.05) and n-3 fatty acids (FA) (p<0.01), particularly, cis-9,12,15-C18:3, C20:5n-3 and C22:6n-3. Supplementing LSO and WLS induced a reduction of medium chain FA, especially, C12:0-C16:0 FA (p<0.05) while increasing the concentration of milk unsaturated fatty acids (UFA) (p<0.05). Milk FA proportions of n-3 FA remarkably increased whereas the ratio of n-6 to n-3 decreased in the cows supplemented with WLS as compared with those fed the control diet and LSO (p<0.01). In conclusion, supplementing dairy cows' diet based on grass silage with WLS had no effect on milk yield and milk composition; however, trans-9-C18:1, cis-9,trans-11-CLA, n-3 FA and UFA were increased while saturated FA were decreased by WLS supplementation. Therefore, it is recommended that the addition 300 g/d of oil from whole linseed should be used to lactating dairy cows' diets.

Cloning of Farm Animals in Japan; The Present and the Future

  • Shioya, Yasuo
    • 한국발생생물학회:학술대회논문집
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    • 한국발생생물학회 2001년도 발생공학 국제심포지움 및 학술대회 발표자료집
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    • pp.37-43
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    • 2001
  • 1. About fifty thousand of cattle embryos were transferred and 16000 ET-calves were born in 1999. Eighty percents of embryos were collected from Japanese Black beef donors and transferred to dairy Holstein heifers and cows. Since 1985, we have achieved in bovine in vitro fertilization using immature oocytes collected from ovaries of slaughterhouse. Now over 8000 embryos fertilized by Japanese Black bull, as Kitaguni 7~8 or Mitsufuku, famousbulls as high marbling score of progeny tests were sold to dairy farmers and transferred to their dairy cattle every year. 2. Embryo splitting for identical twins is demonstrated an useful tool to supply a bull for semen collection and a steer for beef performance test. According to the data of Dr. Hashiyada(2001), 296 pairs of split-half embryos were transferred to recipients and 98 gave births of 112 calves (23 pairs of identical twins and 66 singletons). 3. A blastomere-nuclear-transferred cloned calf was born in 1990 by a joint research with Drs. Tsunoda, National Institute of Animal Industry (NIAI) and Ushijima, Chiba Prefectural Farm Animal Center. The fruits of this technology were applied to the production of a calf from a cell of long-term-cultured inner cell mass (1988, Itoh et al, ZEN-NOH Central Research Institute for Feed and Livestock) and a cloned calf from three-successive-cloning (1997, Tsunoda et al.). According to the survey of MAFF of Japan, over 500 calves were born until this year and a glaf of them were already brought to the market for beef. 4. After the report of "Dolly", in February 1997, the first somatic cell clone female calves were born in July 1998 as the fruits of the joint research organized by Dr. Tsunoda in Kinki University (Kato et al, 2000). The male calves were born in August and September 1998 by the collaboration with NIAI and Kagoshima Prefecture. Then 244 calves, four pigs and a kid of goat were now born in 36 institutes of Japan. 5. Somatic cell cloning in farm animal production will bring us as effective reproductive method of elite-dairy- cows, super-cows and excellent bulls. The effect of making copy farm animal is also related to the reservation of genetic resources and re-creation of a male bull from a castrated steer of excellent marbling beef. Cloning of genetically modified animals is most promising to making pig organs transplant to people and providing protein drugs in milk of pig, goat and cattle. 6. Farm animal cloning is one of the most dreamful technologies of 21th century. It is necessary to develop this technology more efficient and stable as realistic technology of the farm animal production. We are making researches related to the best condition of donor cells for high productivity of cloning, genetic analysis of cloned animals, growth and performance abilities of clone cattle and pathological and genetical analysis of high rates of abortion and stillbirth of clone calves (about 30% of periparutum mortality). 7. It is requested in the report of Ministry of Health, labor and Welfare to make clear that carbon-copy cattle(somatic cell clone cattle) are safe and heathy for a commercial market since the somatic cell cloning is a completely new technology. Fattened beef steers (well-proved normal growth) and milking cows(shown a good fertility) are now provided for the assessment of food safety.

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Effects of Alfalfa and Brown Mid-rib Corn Silage and Level of Forage Neutral Detergent Fiber on Animal Performance of Lactating Cows in Michigan

  • Min, Doo-Hong;Bucholtz, Herb;Naasz, Paul
    • Asian-Australasian Journal of Animal Sciences
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    • 제20권3호
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    • pp.373-377
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    • 2007
  • Alfalfa silage and corn silage are the major dairy feeds in most dairy operations in Michigan, USA. In recent years, the need to improve digestible fiber and dry matter intake of forages to meet the nutrient requirements of high yielding dairy cows and the willingness to plant corn specifically for silage has led plant breeders to focus on the brown mid-rib (BMR) trait. The objective of this study was to investigate the effect of different ratio of alfalfa to BMR corn silage and ration level of forage neutral detergent fiber (NDF) on animal performance of lactating cows in the Upper Peninsula of Michigan. This study was conducted at the Upper Peninsula Experiment Station of Michigan State University in Chatham, Michigan, USA. Two different ratios of forage type (high alfalfa silage/low BMR corn silage, AS, and high BMR corn silage/low alfalfa silage, BMRCS) and two different dietary NDF contents (27% NDF, 27 = low forage/high grain feeding, and 33% NDF, 33 = high forage/low grain feeding) were used. The experimental design was a $4{\times}4$ Latin Square with 20 milking cows (12 multiparous and 8 primiparous). This trial had four 21-day periods with 14 d adaptation and 7 d data collection. Milk yield and body condition score (BCS) on the AS-27, BMRCS-27 and BMRCS-33 treatments were significantly (p<0.05) higher than on the AS-33 treatment. Dry matter intake of the AS-27 and BMRCS-27 treatments was significantly (p<0.05) higher than for the AS-33 and BMRCS-33 treatments. Milk urea nitrogen (MUN) on the AS-33 treatment was significantly (p<0.05) higher than on the other diet treatments. A key finding of this study was that the BMRCS-33 (higher amounts of brown mid-rib corn silage than alfalfa silage, high forage and low grain feeding diet at 33% NDF) led to the equal highest milk production whilst having the equal lowest dry matter intake. This study demonstrated that the diet with higher ratio of highly digestible NDF forage such as brown mid-rib corn silage to alfalfa silage could lower grain feeding in the ration.

Cis-9, trans-11-Conjugated Linoleic Acid in Dairy Goat Milk was Increased by High Linoleic (Soybean Oil) or Linolenic (Linseed Oil) Acid Diet

  • Choi, Seong-Ho;Kim, Jong-Kyu;Lee, Hong-Gu;Choi, Chang-Weon;Choi, Yang-Il;Song, Man-Kang
    • 한국축산식품학회지
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    • 제33권4호
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    • pp.487-492
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    • 2013
  • The objective of this study was to examine the effect of supplementation of high linoleic ($C_{18:2}$) oil or high linolenic ($C_{18:3}$) oil to the diet on milking performance and content of conjugated linoleic acid (CLA) isomers in goat milk fat. Forty five dairy goats (Sumnen, 25 d post-partum, $62.5{\pm}1.2kg$) were randomly assigned to three treatment groups with each group of 15 dairy goats. The goats were fed a basal diet (CON) consisting 1.2 kg concentrate and 1.2 kg chopped hay (0.6 chopped alfalfa and 0.6 kg hay) daily with 4% soybean oil (SO) or 4% linseed oil (LO). Daily feed intake was not influenced (p>0.05) but daily milk yield (p<0.001) and milk fat yield (p<0.001) were significantly increased by supplementation of oils. Supplementation of oils decreased the short chain fatty acid, medium-chain fatty acid and saturated fatty acid in goat milk fat while increased trans vaccenic acid (trans-11-$C_{18:1}$, TVA), oleic acid ($C_{18:1}$), $C_{18:2}$, $C_{18:3}$, cis-9, trans-11-CLA (c9, t11-CLA), trans-10, cis- 12-conjugated linoleic acid (t10, c12-CLA), unsaturated fatty acids, mono unsaturated fatty acid and long-chain fatty acid in goat milk fat (p<0.001). Especially, c9, t11-CLA, t10, c12-CLA and ${\omega}-3$ fatty acid ($C_{18:3\;n-3}$) in milk fat were highest when goat fed LO diet. Based on the result, it is suggested that supplementation of linseed oil should be an effective method to increase CLA isomers and ${\omega}-3$ fatty acid in goat milk fat without negative effect on lactating performance.

국내 Holstein종 젖소의 생산수준이 젖소의 수익형질에 미치는 효과 (The Impact of Milk Production Level on Profit Traits of Holstein Dairy Cattle in Korea)

  • 도창희;박수훈;조광현;최연호;최태정;박병호;윤호백;이동희
    • Journal of Animal Science and Technology
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    • 제55권5호
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    • pp.343-349
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    • 2013
  • 농협젖소개량사업소가 1983년부터 2011년까지 산유능력검정 사업을 통해 수집한 438,019두의 산유능력검정자료 1,372,050개의 기록과 유대수입과 수익자료를 개체별로 산정하여 젖소의 초기의 생산수준이 수익에 영향하는 효과를 조사하였다. 초기 (1산과 2산)의 산유능력의 중간 그룹에 해당하는 개체들이 가장 축군내에 오래 머무는 것으로 나타났다. 1산 기준에서는 9,000 kg 이상의 그룹들은 전체 산차 평균 3.13 보다 낮게 나타났으며, 생애착유일에서는 7,000 kg 이하의 그룹과 10,000 kg 이상의 고능력우 그룹에서 평균 1,076.8일 보다 낮게 나타났다. 수명관련 형질에서의 변이를 나타내는 표준편차는 생산수준이 높을수록 적게 나타나고 있다. 2산 기준에서는 11,000 kg 이상의 고능력우들이 전체 평균 3.43산 보다 낮게 나타났다. 착유일수는 12,000 kg 이상 그룹에서 각각 1,212.0일로 가장 높았고, 대체적으로 생산수준과 비례하여 저능력우들이 착유일 수가 낮게 나타났다. 초기 (1산과 2산)의 생산수준에 따른 순수익은 생산수준이 높아짐에 따라 모두 증가하고 있다. 낮은 생산수준에서는 2산보다 1산이 오히려 수익을 더 많이 내는 것으로 나타났다. 그러나 높은 단계에서는 순수익이 역전되어 2산에서 높은 수익을 얻고 있다. 이러한 결과들로 미루어 볼 때 생산수준이 낮은 개체들이 생산 능력의 수준에 기인하는 것 보다는 번식 또는 기타 관리의 문제로 도태의 위험에 많이 노출되는 것으로 판단된다. 또한 1산 보다 2산에서 산유량 측정에 의한 개체의 평가가 정확성에서 보다 낮을 확률이 높게 나타내어, 생산수준에 의한 수익의 예측은 2산에서 하는 것이 바람직하다. 1산의 경우는 도태를 하는 것은 바람직하지 않지만, 부득이 도태가 필요하면 제한적으로 7,000 kg 이하의 그룹에 속한 개체들을 도태하여야 한다. 결론적으로 수익함수에 포함되는 모든 요소들에 대하여 개량목표에 반영하여야 하나, 생산수준을 활용, 제한적으로 생애수익을 늘릴 수 있도록 하는 데에 이용 될 수 있다.

Effect of Medicated Block Licks on the Performance of Indigenous Dairy Cows of Bangladesh

  • Rafiq, K.;Mostofa, M.;Awal, M.A.;Hossain, M.M.
    • Asian-Australasian Journal of Animal Sciences
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    • 제13권6호
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    • pp.774-780
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    • 2000
  • For this study three types of block such as medicated urea-molasses-mineral block (MUMMB, 7% urea), urea-molasses-mineral blocks ($UMMB_a$ 7% urea) and urea-molasses-mineral blocks ($UMMB_b$ 21% urea) were prepared. Naturally infested 24 indigenous dairy cows with gastrointestinal nematodes were used to study the effect of MUMMB, $UMMB_a$ and $UMMB_b$ on different parameters (body weight, milk yield, serum urea level, milk urea level). The cows were offered normal diet added with 250 g block per cow for every day. Straw and green grasses were used as basal diet in the ration. The managemental facilities for all cows of each group were similar. Cows were stall fed, calves were tied up at night and had free access to their dam during day time. Milking was done once daily in the morning. The daily average live weight gains by MUMMB, $UMMB_a$, $UMMB_b$, and control group (no block) were 52.08 g, 44.44 g, 48.58 g, and 1.41 g respectively. The live weight gain were statistically significant (p<0.01) in comparison to control group. The highest daily milk yield was observed in MUMMB treated cows (2.39 L/d); followed by $UMMB_b$ treated cows (1.82 L/d) and $UMMB_a$ treated cows (2.16 L/d). The lowest milk yield was found in control group (1.54 L/d). This result differs significantly (p<0.05) between treated groups and also with control group. During urea-molasses-mineral blocks $UMMB_a$, $UMMB_b$ licking milk urea level increased from initial $22.76{\pm}2.35mg/dl$ to $35.46{\pm}4.80mg/dl$ and initial $22.86{\pm}2.96mg/dl$ to $40.66{\pm}0.87mg/dl$ respectively. This variation of milk urea level was statistically significant (p<0.001). Similarly during $UMMB_a$, and $UMMB_b$ blocks licking, serum urea level increased in both treated groups from initial $22.76{\pm}2.60mg/dl$ to $32.68{\pm}2.21$ and initial $23.70{\pm}2.78mg/dl$ to $40.48{\pm}3.24mg/dl$, respectively. This variation of serum urea level was also statistically significant (p<0.001). Use of MUMMB instead of UMMB was proved better for milk production and live weight gain in dairy cows under the village condition of Bangladesh where balanced ration for dairy cows are a major scarcity. And various concentration of urea in blocks positively affect milk and serum urea levels of indigenous dairy cows.

Effects of Fermented Soybean Meal on Immune Response of Weaned Calves with Experimentally Induced Lipopolysaccharide Challenge

  • Kwon, In-Hyuk;Kim, Myung-Hoo;Yun, Cheol-Heui;Go, Jong-Yeol;Lee, Chan-Ho;Lee, Hyun-June;Phipek, Wisut;Ha, Jong-K.
    • Asian-Australasian Journal of Animal Sciences
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    • 제24권7호
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    • pp.957-964
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    • 2011
  • The present study was conducted to evaluate the effects of fermented soybean meal (FSBM) on the level of cortisol hormone and immune-related serum proteins in weaned calves after experimentally induced lipopolysaccharide (LPS) challenge. Holstein neonatal calves (n = 21; 8 males and 13 females, BW = $42.2{\pm}6.15$ kg) were randomly allocated to one of two dietary treatments: SBM (control calf starter having soybean meal (SBM) as a main protein source) and FSBM (substitute SBM in control diet with FSBM) groups. All calves were fed milk replacer using an automatic milk-feeder according to step-down milking method and weaned at 7 weeks old. Experimental diets were given to calves ad libitum throughout the experimental period. For LPS challenge, all calves except negative control animals given phosphate buffered saline (PBS), were injected subcutaneously with Salmonella typhimurium LPS on day 7 (D7) after weaning (D0). No significant difference in growth performance and milk intake was observed between SBM and FSBM calves. Feeding FSBM diet resulted in significantly (p<0.05) higher LPS-specific IgG at D12 and D19 and LPS-specific IgA at D19 in peripheral blood. Calves fed with FSBM diet also had significantly (p<0.05) higher concentration of serum haptoglobin (Hp) at D8. Overall concentration of cortisol in FSBM group was considerably lower than that of SBM group. Results from current study indicate that FSBM may provide beneficial effects in alleviating weaning stress and enhance immune status of weaned calves.

Holstein 젖소의 선형심사형질과 등급형질에 대한 환경효과 분석 (Analysis of Environmental Effects for Linear Type Traits and Scoring Traits on Holstein Cows)

  • 이득환;김은길
    • Journal of Animal Science and Technology
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    • 제48권6호
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    • pp.767-776
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    • 2006
  • 젖소의 강건성 및 생산수명과 밀접한 관련성이 있는 선형심사형질들에 대한 여러가지 환경요인들의 효과를 알아보고 측정치에 영향하는 환경요인들에 대한 효과를 추정함으로써 통계적 유전분석을 위한 기초자료를 제공하고자 한국종축개량협회에서 2000년부터 2004년까지 국 Holstein 젖소 115,646두를 대상으로 측정한 15개의 선형심사 1차형질과 5개의 선형심사 2차형질에 대한 통계분석모형을 찾고 해당요인들에 대한 효과를 제시하였다. 모형설정을 위한 1차 연구로써 농가(H), 심사년도(Y), 심사월(M) 심사자(A)에 따라 분석에 고려된 대분분의 형질에서 고도의 유의적인 차이가 있었기 때문에 해당요인들을 결합한 HYMA 효과를 고려하고 산차, 비유기간, 등록구분 및 착유개시 후 심사시까지의 시간을 주 요인으로 하는 분산분석을 실시하였다. HYMA 효과에 대한 보정을 실시한 후 산차 및 비유기간은 분석에 고려된 1차 심사형질 및 2차 심사형질 전체에 있어서 고도의 유의적인 차이가 있는 것으로 분석되었고 등록구분은 유방부위의 심사점수 등 일부의 형질에서 유의적인 차이가 있는 것으로 분석된 반면에 심사시간은 대부분의 형질에서 유의적인 차이를 보이지 않았다. 유방부위의 심사점수, 유두배열 및 발굽각도 등은 산차가 증가할수록 심사점수가 감소하는 경향을 보인 반면에 기타 형질들은 산차가 증가할수록 점차 증가하는 경향을 보였다. 2~3산에서 최대의 최종심사점수를 보였는데 이는 우리나라 착유우의 생산수명이 짧고 다산우가 적은 것과 관련이 있는 것으로 추론된다. 비유기간에 따라 예각성, 뒷유방의 부착높이, 뒷유방의 너비 및 최종점수는 비유곡선과 유사한 경향치를 보이는 것으로 평가되었다. 2차 선형심사형질에 있어서는 산차가 증가하거나 비유기간이 증가할수록 지제 및 비유기관의 점수가 낮아지고 있는 경향을 보였으며 유용특질은 비유기간에 따라 비유곡선과 유사한 경향치를 보였다. 따라서 최종심사점수는 비유기간에 따른 보정을 실시함이 바람직할 것으로 사료된다.