• 제목/요약/키워드: Pig performance

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기계학습을 이용한 돈사 급수량 예측방안 개발 (Prediction of Water Usage in Pig Farm based on Machine Learning)

  • 이웅섭;류종열;반태원;김성환;최희철
    • 한국정보통신학회논문지
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    • 제21권8호
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    • pp.1560-1566
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    • 2017
  • 최근 사물 인터넷 센서가 설치된 스마트 돈사의 보급을 통해 돈사 관련 빅데이터 축적이 가능해졌고, 다양한 기계 학습방안들이 수집된 데이터에 적용되어 축산농가의 생산성을 향상시키고 있다. 본 연구에서는 다양한 기계학습 방안을 이용하여 돈사관리에서 가장 중요한 요소 중 하나인 급수량을 예측하였다. 구체적으로 실제 돈사에서 수집된 데이터에 회귀 방안인 선형회귀, 회귀트리 및 아다부스트 회귀 방안과 분류 방안인 로지스틱 분류, 결정트리 및 서포트 벡터 머신 (SVM) 분류방안을 적용하여 돈사의 온도와 습도를 기반으로 급수량을 예측하였다. 성능 분석을 통해서 제안한 방안이 높은 정확도로 급수량을 예측하는 것을 확인할 수 있었다. 제안한 방안은 돈사의 급수시설 이상을 조기에 파악하는데 활용되어 가축을 폐사를 막고 돈사 생산성을 높이는데 활용될 수 있다.

무창돈사의 환경제어 시스템 개발 (I) - 제어성능의 평가 - (Development of Environmental Control Systems for Windowless Pig-housing (I) - Assessment of Control Performance -)

  • 장홍희;장동일;임영일
    • Journal of Biosystems Engineering
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    • 제24권5호
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    • pp.415-424
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    • 1999
  • This study was conducted to assess performances of the developed environmental control systems under various seasons of Korea. In all trials for the environmental control systems, the manure pit ventilation system in the windowless pig-housing with partly slatted floor was used. Consequently, under all seasons of Korea, the complex environmental control systems could comfortably maintain the indoor temperature (14.8~27.2$^{\circ}C$) , concentrations of noxious gases (CO2 gas : 631~1,874ppm, NH3 gas : 0.3~3.2ppm), air velocity (0.11~0.23m/s), air movement, and so on. Therefore, the performances of the complex environmental control systems were evaluated as proper as the intended.

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Stage specific transcriptome analysis of liver tissue from a crossbred Korean Native Pig (KNP × Yorkshire)

  • Kumar, Himansu;Srikanth, Krishnamoorthy;Park, Woncheol;Lee, Kyung-Tai;Choi, Bong-Hwan;Kim, Jun-Mo;Lim, Dajeong;Park, Jong-Eun
    • Journal of Biomedical and Translational Research
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    • 제19권4호
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    • pp.116-124
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    • 2018
  • Korean Native Pig (KNP) has a uniform black coat color, excellent meat quality, white colored fat, solid fat structure and good marbling. However, its growth performance is low, while the western origin Yorkshire pig has high growth performance. To take advantage of the unique performance of the two pig breeds, we raised crossbreeds (KNP ${\times}$ Yorkshire to make use of the heterotic effect. We then analyzed the liver transcriptome as it plays an important role in fat metabolism. We sampled at two stages: 10 weeks and at 26 weeks. The stages were chosen to correspond to the change in feeding system. A total of 16 pigs (8 from each stage) were sampled and RNA sequencing was performed. The reads were mapped to the reference genome and differential expression analysis was performed with edgeR package. A total of 324 genes were found to be significantly differentially expressed (${\left|log2FC\right|}$ > 1 & q < 0.01), out of which 180 genes were up-regulated and 144 genes were down-regulated. Principal Component Analysis (PCA) showed that the samples clustered according to stages. Functional annotation of significant DEGs (differentially expressed genes) showed that GO terms such as DNA replication, cell division, protein phosphorylation, regulation of signal transduction by p53 class mediator, ribosome, focal adhesion, DNA helicase activity, protein kinase activity etc. were enriched. KEGG pathway analysis showed that the DEGs functioned in cell cycle, Ras signaling pathway, p53 signaling pathway, MAPK signaling pathway etc. Twenty-nine transcripts were also part of the DEGs, these were predominantly Cys2His2-like fold group (C2H2) family of zinc fingers. A protein-protein interaction (PPI) network analysis showed that there were three highly interconnected clusters, suggesting an enrichment of genes with similar biological function. This study presents the first report of liver tissue specific gene regulation in a cross-bred Korean pig.

돈방바닥 면적과 형태가 비육돈의 생산과 행동 및 도체품질에 미치는 영향 (Effects of Different Floor Space and Type on Performance, Behaviour and Carcass Quality of Finishing Pig)

  • 김두환;하덕민;송준익;전중환
    • 한국축산시설환경학회지
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    • 제18권3호
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    • pp.165-172
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    • 2012
  • 비육돈사의 돈방 바닥면적과 형태가 체중 80 kg 이상 버크셔종 비육돈의 생산효율과 행동특성 및 도체품질에 미치는 영향을 조사하기 위하여 총 336두를 공시하여 시험을 수행하였다. 비육돈사 돈방바닥 형태는 콘크리트 슬랏 바닥과 톱밥바닥으로 하여 비교하였으며, 두당 바닥면적은 $1.0m^2$$2.5m^2$를 비교하였는데, 사료섭취량, 증체량 및 사료요구율 등 생산효율과 눕고, 걷고 먹는 등의 동작으로 보낸 시간의 비율 등 행동특성 및 부분육 생산량 비교, 등심근 pH, 보수성, 육즙손실, 전단력과 같은 도체품질 특성을 조사, 비교하였으며 그 결과를 요약하면 다음과 같다. 비육돈의 두당 바닥면적과 바닥형태 차이는 사료섭취량과 증체량 및 사료요구율 등 생산효율에 영향을 미치지 않는 것으로 나타나 두당 바닥 면적을 증가시키거나 돈방바닥을 톱밥으로 처리하여도 생산효율 차이는 인정되지 않았다. 두당 바닥면적과 바닥형태 차이는 옆으로 누운 자세와 걷는 동작으로 보낸 시간 비율에 영향을 미치지만, 앉고 걷고 먹고 마시는 행동에는 영향을 미치지 않았다. 두당 바닥면적과 바닥형태 차이는 돈육 등심근의 수분함량, pH, 보수성, 육즙손실 및 전단력에 영향을 미치지 않는 것으로 나타났으며, $1.0m^2$$2.5m^2$의 두당 바닥면적 및 콘크리트 슬랏 바닥과 톱밥바닥 간에 등심근의 육질특성 차이는 인정되지 않았다.

Polymorphism of Insulin-like Growth Factor Binding Protein-4 Gene in 17 Pig Breeds and Its Relationship with Growth Traits

  • Wang, Wenjun;Hu, Xiaoxiang;Fei, Jin;Meng, Qinyong;Li, Ning
    • Asian-Australasian Journal of Animal Sciences
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    • 제20권10호
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    • pp.1490-1495
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    • 2007
  • Insulin-like growth factor binding protein-4 (IGFBP-4) is a member of the IGF super family, and regulates the action of IGFs. The polymorphism of porcine IGFBP-4 gene in 17 pig breeds (total n = 570) was detected by PCR-SSCP, and alleles A and B were detected. In these pig breeds, it was found that exotic pig breeds carried high frequencies of allele A, while Chinese native pig breeds carried high frequencies of allele B. The role of porcine IGFBP-4 was investigated in 172 F2 offspring of a $Lantang{\times}Lantang $ population. Forty eight growth traits were recorded for analyzing the association between IGFBP-4 gene polymorphism and quantitative performance traits. In this resource family, pigs with AA genotype had higher fore-body weight, bone weight of mid-body, bone weight of rear-body, fore-leg weight and rear-leg weight than those pigs with BB genotype (p<0.05); while pigs which carried BB genotype had higher back-fat thickness at C point and lard weight than those pigs with AA genotype (p<0.05); pigs with AA genotype had higher body weight than those with BB genotype; for meat quality traits, pigs with AA genotype had higher meat color than those of BB genotype (p<0.01), and pigs with BB genotype had higher marbling than those of AA and AB genotypes (p<0.01 and p<0.05, respectively).Based on these results, it is necessary to do more studies on IGFBP-4 before using the IGFBP-4 locus for the application of marker-assisted selection programs.

무창자돈사의 환경요인 개선을 위한 변형환기시스템의 현장 평가 연구 (A Farm Scale Study on the Modified Ventilation System for Improving Environmental Factors in a Confined Nursery Pig Building)

  • 김헌태;고한종;김기연;서진귀구;최홍림
    • Journal of Biosystems Engineering
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    • 제31권3호
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    • pp.175-181
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    • 2006
  • Nursery pig building is imperative to provide environmental conditions favorable to maintenance of piglet health and the efficiency of growth rate. To meet the ultimate goal, it is necessary to apply proper ventilation design and construction to a confinement livestock building. This study was conducted to investigate the performance of a modified ventilation system in terms of devised slot-inlet (modification I) and exhaust fan (modification II) to improve air change rate in a confined nursery pig building, with dimension of 5.9 m(W) ${\times}$ 12.6 m(L) ${\times}$ 2.2 m(H) in an Darby Genetic Station. The experiment was carried out in August, especially when the outdoor peak temperature were above $30^{\circ}C$ and the measured indoor environmental factors were temperature, air velocity, humidity and ammonia concentration which have been known to affect the piglet health and growth. There was no difference in indoor temperature between the original and modified ventilation systems, however the air velocity and ammonia concentration in confined nursery pig building with modified ventilation system were, in most cases, better performance than original ventilation system. Therefore, it was concluded that the slot-inlet system that kept indoor environmental factors pertinent and had an economic advantage, should be considered as a ventilation system for decreasing sensible heat from piglet in confined nursery pig building during extreme summer season.

Enhanced pig production: potential use of insect gut microbiota for pig production

  • Shin, Jiwon;Kim, Bo-Ra;Guevarra, Robin B.;Lee, Jun Hyung;Lee, Sun Hee;Kim, Young Hwa;Wattanaphansak, Suphot;Kang, Bit Na;Kim, Hyeun Bum
    • 농업과학연구
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    • 제45권4호
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    • pp.655-663
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    • 2018
  • The insect gut microbiome is known to have important roles in host growth, development, digestion, and resistance against pathogens. In addition, the genetic diversity of the insect gut microbiota has recently been recognized as potential genetic resources for industrial bioprocessing. However, there is limited information regarding the insect gut microbiota to better help us understand their potential benefits for enhanced pig production. With the development of next-generation sequencing methods, whole genome sequence analysis has become possible beyond traditional culture-independent methods. This improvement makes it possible to identify and characterize bacteria that are not cultured and located in various environments including the gastrointestinal tract. Insect intestinal microorganisms are known to have an important role in host growth, digestion, and immunity. These gut microbiota have recently been recognized as potential genetic resources for livestock farming which is using the functions of living organisms to integrate them into animal science. The purpose of this literature review is to emphasize the necessity of research on insect gut microbiota and their applicability to pig production or bioindustry. In conclusion, bacterial metabolism of feed in the gut is often significant for the nutrition intake of animals, and the insect gut microbiome has potential to be used as feed additives for enhanced pig performance. The exploration of the structure and function of the insect gut microbiota needs further investigation for their potential use in the swine industry particularly for the improvement of growth performance and overall health status of pigs.

돼지 분뇨와 sPAES 막을 이용한 미생물 연료전지의 특성 (Characteristics of Microbial Fuel Cells Using Pig Waste and sPAES Membrane)

  • 이세훈;문지윤;김영숙;추천호;나일채;이정훈;이무석;이동훈;박권필
    • Korean Chemical Engineering Research
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    • 제54권4호
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    • pp.453-458
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    • 2016
  • 고분자전해질 연료전지용 MEA (Membrane and Electrode Assembly)와 돼지분뇨를 이용해 미생물연료전지(MFC)를 구동하였다. 미생물 연료전지에서 과불소계막과 탄화수소막의 성능을 비교하였다. 탄화수소막으로 sPAES 막을 사용하였고 과불소계막은 Gore 막을 사용했다. sPAES MEA가 Gore MEA보다 OCV는 50mV 높았고 출력 밀도는 비슷했다. sPAES 막을 강화시킴으로써 성능을 안정시킬 수 있었다. 미생물 연료전지의 셀 온도 $45^{\circ}C$에서 최고의 성능을 얻었고 배양액 순환속도 50 ml/min에서 최고의 성능을 얻었다. 최적 조건에서 돼지 분뇨를 이용한 미생물연료전지에서 최고 $1,100mW/m^2$의 출력 밀도가 발생하였다.

Evaluation of brown rice to replace corn in weanling pig diet

  • Kim, Sheena;Cho, Jin Ho;Kim, Hyeun Bum;Song, Minho
    • Journal of Animal Science and Technology
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    • 제63권6호
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    • pp.1344-1354
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    • 2021
  • This study was conducted to evaluate the effects of brown rice (Japonica) on growth performance, nutrient digestibility, and blood parameters of weanling pigs. A total of 60 weanling pigs (28-day-old, 30 barrows and 30 gilts, 6.73 ± 0.77 kg body weight [BW]) were randomly allotted to 2 dietary treatments (6 pigs per pen; 5 replicates per treatment) in a randomized complete block design with the initial BW and sex as blocks. The dietary treatments were a typical nursery diet based on corn and soybean meal (CON) and the CON replaced 50% of corn with brown rice (BR). Pigs were fed respective dietary treatments for 5 weeks. For the last week of experiment period, pigs were fed respective dietary treatments containing 0.2% chromic oxide as an indigestible marker. Fecal samples were collected from randomly selected 1 pig in each pen daily for the last 3 d after the 4-d adjustment period. Blood was collected from randomly selected 1 pig in each pen on d 0, 3, 7, and 14 after weaning. Compared with pig fed CON diet, pigs fed the BR diet were found to have higher (p < 0.05) final BW, overall average daily gain, and apparent ileal digestibility (AID) and apparent total tract digestibility (ATTD) of dry matter and energy. However, there were no significant differences between the groups with respect to average daily feed intake, gain to feed ratio, frequency of diarrhea, and the AID and ATTD of crude protein during overall experimental period. Similarly, there were no significant differences on blood parameters between the groups. Thus, the findings of this study indicate that brown rice (Japonica) can be used to replace 50% of corn in the diet of pigs during the nursery period without negatively affecting growth performance, nutrient digestibility, or blood parameters.

Influence of various levels of milk by-products in weaner diets on growth performance, blood urea nitrogen, diarrhea incidence, and pork quality of weaning to finishing pigs

  • Yoo, S.H.;Hong, J.S.;Yoo, H.B.;Han, T.H.;Jeong, J.H.;Kim, Y.Y.
    • Asian-Australasian Journal of Animal Sciences
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    • 제31권5호
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    • pp.696-704
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    • 2018
  • Objective: This study was conducted to evaluate various levels of milk by-product in weaning pig diet on growth performance, blood profiles, carcass characteristics and economic performance for weaning to finishing pigs. Methods: A total of 160 weaning pigs ([Yorkshire${\times}$Landrace]${\times}$Duroc), average $7.01{\pm}1.32kg$ body weight (BW), were allotted to four treatments by BW and sex in 10 replications with 4 pigs per pen in a randomized complete block design. Pigs were fed each treatment diet with various levels of milk by-product (Phase 1: 0%, 10%, 20%, and 30%, Phase 2: 0%, 5%, 10%, and 15%, respectively). During weaning period (0 to 5 week), weaning pigs were fed experimental diets and all pigs were fed the same commercial feed during growing-finishing period (6 to 14 week). Results: In the growth trial, BW, average daily gain (ADG), and average daily feed intake (ADFI) in the nursery period (5 weeks) increased as the milk by-product level in the diet increased (linear, p<0.05). Linear increases of pig BW with increasing the milk product levels were observed until late growing period (linear, p = 0.01). However, there were no significant differences in BW at the finishing periods, ADG, ADFI, and gain:feed ratio during the entire growing-finishing periods. The blood urea nitrogen concentration had no significant difference among dietary treatments. High inclusion level of milk by-product in weaner diet decreased crude protein (quadratic, p = 0.05) and crude ash (Linear, p = 0.05) of Longissimus muscle. In addition, cooking loss and water holding capacity increased with increasing milk product levels in the weaner diets (linear, p<0.01; p = 0.05). High milk by-product treatment had higher feed cost per weight gain compared to non-milk by-products treatment (linear, p = 0.01). Conclusion: Supplementation of 10% to 5% milk by-products in weaning pig diet had results equivalent to the 30% to 15% milk treatment and 0% milk by-product supplementation in the diet had no negative influence on growth performance of finishing pigs.