• 농촌지도와개발
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• 제16권4호
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• pp.939-965
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• 2009

The Machine Learning has been identified as a promising approach to knowledge-based system development. This study aims to examine the ability of machine learning techniques for farmer's decision making and to develop the reference model for using pig farm data. We compared five machine learning techniques: logistic regression, decision tree, artificial neural network, k-nearest neighbor, and ensemble. All models are well performed to predict the sow's productivity in all parity, showing over 87.6% predictability. The model predictability of total litter size are highest at 91.3% in third parity and decreasing as parity increases. The ensemble is well performed to predict the sow's productivity. The neural network and logistic regression is excellent classifier for all parity. The decision tree and the k-nearest neighbor was not good classifier for all parity. Performance of models varies over models used, showing up to 104% difference in lift values. Artificial Neural network and ensemble models have resulted in highest lift values implying best performance among models.

• 농업과학연구
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• 제49권2호
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• pp.297-306
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• 2022

This experiment was conducted to evaluate the effects of δ-aminolevulinic acid (ALA) when added to sows' diet on their reproductive performance and growth performance and on the hematology parameters of the sows and their piglets. Sixteen multiparous sows (Yorkshire × Landrace) were allotted into two treatment groups and fed basal diets (CON, piglets were injected with iron dextran) or the basal diet containing 0.1% ALA (ALA, piglets were not injected with iron dextran) from day 100 of gestation to day 28 of lactation. Supplementation of ALA had no effect on the body weight (BW), backfat thickness (BFT), or litter sizes of sows in the present experiment. However, the average daily feed intake (ADFI) of the sows was significantly improved (p < 0.05) in the ALA group. Supplementation of ALA had no effect on the growth performance or survival of suckling piglets but had a significant effect on the birth weight (p < 0.05). With regard to the blood profiles, serum concentrations of iron were unaffected in sows and piglets as compared to the control group. Red blood cell (RBC) counts were significantly improved (p < 0.05) in sows during late gestation to the time before farrowing period and in piglets at weaning. In summary, these results suggest that dietary supplementation of ALA can have positive effects by improving growth performance and blood RBC in sows and suckling piglets.

• 한국가금학회지
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• 제32권1호
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• pp.43-48
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• 2005

화강암으로부터 추출한 활성 광물질액이 육계의 생산성과 깔짚에서 암모니아 발생, 육계 혈액 성상 및 혈청 내 ND titer, 장내 미생물 변화에 미치는 영향을 조사하기 위해 5주 동안 육계 실험을 실시하였다. 960수의 갓 부화한 육계 병아리를 공시하였고 5처리 4반복으로 반복당 48수씩 배치하여 생산성 및 암모니아 발생에 대해 조사하였다(C; control, zeolite; control + zeolite $1\%$, AM10; control + 활성 미네랄수 $10\%$흡착 zeolite $1\%$, AM20 control + 활성 미네랄수 $20\%$ 흡착 zeolite $1\%$, AM30; control + 활성 미네랄수 $30\%$ 흡착 zeolite $1\%$). 또한 사양 시험과 동시에 48수의 육계 병아리들을 반복당 2수씩 6처리 4반복으로 배치하고 ND 백신을 접종하여 ND titer와 혈액 성상 및 장내 미생물 변화에 대해 조사하였다. 증체와 사료 섭취량, 사료 효율, 폐사율 등은 처리간의 유의적인 차이는 없었다. 그러나 증체량과 사료 섭취 량에서 AM30구가 처리구들 중에서 가장 높았는데 특히 4, 5주간의 증체량이 높았다. 사료 전환율(사료섭취량/증체량)에서 모든 처리구들이 대조구보다 높게 나타났다. 폐사율은 모든 처리구들이 대조구보다 낮았다. 깔짚에서 암모니아 발생은 처리간에 고도의 유의적인 차이(P<0.01)가 있었는데 AM30 구가 가장 낮았다. ND titer는 모든 처리구들간에 유의한 차가 없었다. 혈액 성상에 있어서 처리구들간에는 유의한 차가 없었는데 평균 적혈구 헤모글로빈 농도(MCHC)에 있어서는 zeolite 구가 타 처리구들에 비해 유의하게(P<0.05) 낮았다. 장내 미생물 중에 Clostridium perfringens의 수는 모든 처리구들이 대조구보다 유의하게(P<0.01) 낮았고 Ercherichia coli의 수는 유의한 차이가 없었다. Lactobacilli의 수는AM30구가 대조구보다 유의하게(P<0.05) 높았다. 결론적으로 활성 미네랄수 $30\%$흡착 zeolite의 사료 내 첨가는 대조구에 비하여 육계의 증체율을 개선시키는 경향이 있었으며 깔짚에서 암모니아 가스 발생도 유의하게 감소시켰고 장내 Lactobacilli의 수를 유의하게 증가시켰다.

• Reproductive and Developmental Biology
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• 제37권3호
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• pp.117-122
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• 2013

The aim of this study was to investigate the effects of dietary supplementation of pelleted-Italian Ryegrass (IRG) as a source of fiber on reproduction performance in pregnant sows. A total of 24 pregnant sows were randomly assigned to four dietary treatments, which was given a corn-soybean diet with 0%, 10%, 20%, and 30% pelleted-IRG from 105 days prepartum to 7 days postpartum. During experimental period, the sows fed the IRG supplemented diet showed the lower feed intake than the sows fed the control diet (p<0.05). The changes of body weight in sows from initial to pre- and/or post-partum was significantly smaller in sows fed the IRG supplemented diet than control group. It is thought that the lower weight gain in IRG supplemented groups is caused by low feed intake. Although there was no significant difference, sows fed the IRG supplemented diet tended to increase the litter size and birth weight in piglets compared with sows fed the control diet. This result suggests that the dietary supplementation of IRG has the positive effects to improve the reproductive performance in sows. But, the excessive feeding of IRG to sows might cause to retard the days of return to estrus, and decrease the contents of solid, milk protein, and milk fat in colostrum. Thus, the addition of about 10% IRG is desirable to increase the reproductive performance. Meanwhile, the feeding energy diet is better effective than feeding the fiber diets to improve overall productivity in sows after postpartum.

• 한국가금학회지
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• 제42권2호
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• pp.125-132
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• 2015

원적외선은 자연계의 태양에너지의 한 부분으로 가시광선의 적색영역보다 파장이 월등히 길어서 열작용이 크며, 생체 내 침투력이 강한 파장으로 알려져 있다. 본 연구에서는 육계를 사육하는 과정에서 일정량의 원적외선을 조사하는 방법으로 육계의 건강 증진은 물론, 사육환경의 개선 효과의 가능성을 검정하고자 하였다. 세미브로(Ross ♂ ${\times}$ Hyline ♀) 암수 무감별추 200수를 공시하여 흰색조명, White구(5,000~5,700 K), 흰색조명+원적외선 조사(White+FIR구), 녹색조명, Green구(525~570 nm) 녹색조명+원적외선(Green+FIR구)의 4처리, 처리당 2반복으로 실험을 실시하였다. 전 사육기간 중 증체량과 사료효율은 녹색조명 환경이 백색조명 환경보다 높게 나타나는 경향이 인정되었다. 이러한 증가는 두 조명 모두 원적외선 조사에 의해서 더 증가되는 경향이 인정되었다. 사육장 바닥 깔짚 내 ammonia 및 저급탄화수소의 발생량은 조명의 색깔에 따른 차이는 인정되지 않았지만, 두 조명 모두 원적외선 조사에 의해서 ammonia 및 저급탄화수소의 발생량이 감소하는 경향이 인정되었다. 혈장 내 AST의 농도는 녹색조명 처리구가 백색조명 처리구보다 낮게 나타났으며, 이러한 경향은 두 조명 모두 원적외선의 조사에 의해서 더 감소되어서 백색조명 처리구보다 녹색조명에 원적외선을 조사한 처리구에서 유의하게 낮게 나타났다(P<0.05). 혈액 중 albumin 및 각종 면역 글로블린(LgA, lgG 및 lgM)의 농도는 조명의 차이에 따른 변화는 인정되지 않았지만, 흰색조명, 녹색조명 모두 원적외선 조사에 따라서 증가하는 경향이 나타났다. 결론적으로 육계 사육과정에 원적외선의 조사는 사육환경 개선 및 생리활성물질의 증가에 영향을 미쳐서 생산성을 증가시킬 가능성이 있다고 생각되어진다.

• Asian-Australasian Journal of Animal Sciences
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• 제29권7호
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• pp.1004-1012
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• 2016

This experiment was conducted to investigate the effects of dietary energy levels on the physiological parameters and reproductive performance of gestating first parity sows. A total of 52 F1 gilts ($Yorkshire{\times}Landrace$) were allocated to 4 dietary treatments using a completely randomized design. Each treatment contained diets with 3,100, 3,200, 3,300, or 3,400 kcal of metabolizable energy (ME)/kg, and the daily energy intake of the gestating gilts in each treatment were 6,200, 6,400, 6,600, and 6,800 kcal of ME, respectively. During gestation, the body weight (p = 0.04) and weight gain (p = 0.01) of gilts linearly increased with increasing dietary energy levels. Backfat thickness was not affected at d110 of gestation by dietary treatments, but increased linearly (p = 0.05) from breeding to d 110 of gestation. There were no significant differences on the litter size or litter birth weight. During lactation, the voluntary feed intake of sows tended to decrease when the dietary energy levels increased (p = 0.08). No difference was observed in backfat thickness of the sows within treatments; increasing energy levels linearly decreased the body weight of sows (p<0.05) at d 21 of lactation and body weight gain during lactation (p<0.01). No significant differences were observed in the chemical compositions of colostrum and milk. Therefore, these results indicated that high-energy diets influenced the bodyweight and backfat thickness of sows during gestation and lactation. NRC (2012) suggested that the energy requirement of the gestation gilt should be between 6,678 and 7,932 kcal of ME/d. Similarly, our results suggested that 3,100 kcal of ME/kg is not enough to maintain the reproductive performance for gilts during gestation with 2 kg feed daily. Gilts in the treatment 3,400 kcal of ME/kg have a higher weaning number of piglets, but bodyweight and backfat loss were higher than other treatments during lactation. But bodyweight and backfat loss were higher than other treatments during lactation. Consequently, an adequate energy requirement of gestating gilts is 6,400 kcal of ME/d.

• Asian-Australasian Journal of Animal Sciences
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• 제11권4호
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• pp.381-384
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• 1998

Twenty-three crossbred (Yorkshire $\times$ Duroc $\times$ Hampshire $\times$ Chester White) primiparous sows were used to evaluate the effects of the mineral-salt laxative in lactation diets on sow and litter performance. The sows were fed a sorghum-extruded soybean-based diet with .85% lysine, .90% Ca, .80% P, and 3.2 Mcal ME/kg. Sow body weight (p > .54) and backfat loss (p > .61), average daily feed intake (p > .42), and litter weight gain (p > .74) were not affected by the mineral-salt laxative in the diet. However, survivability of piglets was greater (p < .06) for sows with the mineral-salt laxative in their diet and, thus, number of pigs weaned was increased. As expected, fecal moisture was increased (p < .09) in sows fed the mineral-salt laxative. Apparent digestibilities of DM, N, and GE were not affected by treatment (p > .26). After weaning, stomachs were collected and scored for ulcers and keratinization using a scoring system of 0 = normal to 3 = severe. Severity of ulceration and keratinization was not significantly affected by treatment (row mean scores differ test p > .25), but scores for sows fed the diet containing the mineral-salt laxative were numerically lower than sows fed the control diet. Thus, our data indicate that sows fed the mineral-salt laxative during lactation had improved piglet survivability, greater fecal moisture, and tended to have fewer lesions in the mucosa of the stomach.

• Asian-Australasian Journal of Animal Sciences
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• 제17권6호
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• pp.737-742
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• 2004

Garole, a prolific small sized sheep breed of West Bengal, was introduced in the Mutton project of the Institute in 1997 to explore the possibility of incorporating fecundity gene(s) into monotocus Malpura sheep of Rajasthan. Results of reproduction and production traits in respect of Garole${\times}$Malpura (G${\times}$M) half-breds have been obtained. Of 35 lambing obtained so far from the ewes of Garole${\times}$Malpura, 45.71% were twin lambing, whereas, Malpura sheep produced mostly single lamb except 2.55% twin lambing on an average. Other reproduction traits in G${\times}$M ewes such as lambing rate, litter size at birth and weaning were considerably improved over Malpura ewes. Results revealed that the fecundity genes responsible for increasing ovulation rate and litter size have been incorporated in to the G${\times}$M genotype and it might prove a valuable germ plasm towards evolving a new prolific strain of sheep. Interestingly, survivability of G${\times}$M half-breds was almost at par with the local Malpura sheep in harsh climatic conditions of semi-arid tropics. The body weights at different ages of G${\times}$M half-breds were on little lower side compared to contemporary Malpura lambs. Average kilogram of lambs weaned/ewe lambed in Malpura and G${\times}$M genetic group was 11.86 and 11.07 kg respectively. In view of minimizing the differences in body weights and kg of lambs weaned/ewe lambed between the two genetic groups, G${\times}$M ewes has to be backcrossed with Malpura rams to raise the inheritance of latter up to 75% level. However, further research is needed to reach on certain conclusions regarding net returns from such crosses.

• Asian-Australasian Journal of Animal Sciences
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• 제14권8호
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• pp.1157-1163
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• 2001

First-litter gilts were used to determine how different dietary treatments during gestation affect the reproductive performance of gilts and immunity development of their piglets. Twenty-two crossbred $Landrace{\times}Yorkshire$ gilts were randomly assigned to three dietary treatments, Following conception, the gilts were fed experimental diets until farrowing occurred. The diet for treatment I was low protein diet (8% CP), treatment 2 had an additional supplement of 0.14% threonine that was added to the low protein diet, and treatment 3 was a control diet containing 12% CP. During gestation, net body weight gain of sows in treatment group 2 was higher than in treatment group 1 (p=0,075), However, during lactation there was no difference between all treatments groups on body weight loss and their live piglets at birth. Although milk IgG between treatments did not differ, treatment groups 2 and 3 were slightly higher than treatment group I was, Plasma IgG concentrations in piglets were however equal within all treatment groups at birth and at 7 days of age, at 21 days of age, it was higher in treatment group I than it was in the other two groups (p<0.01), Threonine supplementation to a low protein diet during gestation slightly increases milk IgG of sows, It is beneficial for piglets to acquire more passive immunity, but a suppressive effect was also noted on the endogenous IgG synthesis in piglets. A gestation diet of 8% CP for gilts can stimulate immuno-system of her piglets.

• Asian-Australasian Journal of Animal Sciences
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• 제15권8호
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• pp.1186-1190
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• 2002

One hundred and twenty nine primiparous sows were used to determine the effects of alternative processing procedures and feeding systems on the nutritional value of sorghum grain-based diets for lactating sows. Treatments were a ground sorghum control, steam-flaked sorghum and extruded sorghum fed in meal form and the ground sorghum control given as pellets or gruel (1:1 ratio of water and feed on a volume:volume basis). Average daily feed intake was greater for sows fed pelleted and gruel diet forms than sow fed the diets with steam-flaked and extruded sorghum (p<0.04). However, no differences occurred in sow weight or backfat losses among the treatments (p>0.14). Number of pigs weaned and livability rates were similar among treatments except that steam-flaked sorghum supported greater litter weight gains than extruded sorghum (p<0.02). Apparent digestibilities of DM, N and GE in sows fed steam-flaked and extruded sorghum were greater (p<0.001) than in sows fed pelleted or gruel diets. Of the various treatments, sows fed extruded sorghum tended to have the highest digestibilities of DM, N and GE, and lowest excretions of DM and N in the faeces. Severity of ulceration was not significantly affected by treatments (p>0.35), but keratinization was greatest for sows fed extruded sorghum (p<0.01). In conclusion, the alternative processing methods (steam-flaking and extrusion) and feeding system (pellets and gruel) had little effect on sow and litter performance. However, nutrient digestibilities were improved for all treatments that involved heating (steam flaking, extrusion and pelleting) and, thus, these treatments resulted in less fecal excretion of DM and N.