Covariance functions under B-spline polynomials to model Polled Nellore cattle growth

被引:0
|
作者
Cavalcante, Diego Helcias [1 ]
Monteiro Luz, Carlos Syllas [1 ]
Alves de Oliveira, Marcelo Richelly [2 ]
Lima Fonseca, Weverton Jose [3 ]
Evangelista, Amauri Felipe [4 ]
Martins Filho, Raimundo [5 ]
Mendes Malhado, Carlos Henrique [6 ]
Machado Ribeiro Azevedo, Danielle Maria [7 ]
dos Santos, Karina Rodrigues [8 ]
de Sousa Junior, Severino Cavalcante [8 ]
机构
[1] Univ Fed Piaui, UFPI, Anim Sci, Teresina, PI, Brazil
[2] Facultyof Anim Sci, Multiple Higher Educ Inst, IESM, Timon, MA, Brazil
[3] Univ Estadual Sudoeste Bahia, Postgrad Program Anim Sci, UESB, Itapetinga, BA, Brazil
[4] Univ Fed Parana, UFPR, Anim Sci, Curitiba, Parana, Brazil
[5] Univ Fed Cariri, UFCA, Juazeiro Do Norte, Ceara, Brazil
[6] Univ Estadual Sudoeste Bahia, Dept Biol Sci, UESB, Jequie, BA, Brazil
[7] Empresa Brasileira Pesquisa Agr, EMBRAPA Meio Norte, Teresina, PI, Brazil
[8] Univ Fed Delta Parnaiba, Fac Med, UFDPar, Parnaiba, PI, Brazil
来源
SEMINA-CIENCIAS AGRARIAS | 2021年 / 42卷 / 06期
关键词
Genetic parameters; Legendre; Random regression; Segmented polynomials; GENETIC EVALUATION; MULTI-TRAIT; WEIGHT; BRAZIL;
D O I
10.5433/1679-0359.2021v42n6Supl2p3977
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
B-spline functions have been used in random regression models (RRM) to model animal weight from birth to adulthood because they are less vulnerable to common difficulties of other methods. However, its application to model growth traits of Polled Nellore cattle has been little studied. Therefore, this study aimed to evaluate polynomial functions of different orders and segment numbers to model effects associated with the Polled Nellore cattle growth curve. For this purpose, we used 15,148 weight records of 3,115 animals aged between 1 and 660 days and reared in northern Brazil and born between 1995 and 2010. Random effects were modeled using B-spline polynomials. As random effects, we considered the direct and maternal genetic additives, as well as direct and maternal permanent environments. As fixed effects were included contemporary group, cow age at calving (linear and quadratic) and fourth-order Legendre polynomials to represent average growth curve. The residue was modeled by considering seven age classes. The bestfitted model was the one that considered cubic B-spline functions with four knots for direct additive genetic effects and three knots for maternal genetic, animal permanent environment, and maternal permanent environment effects (C6555). Therefore, covariance functions under B-spline polynomials are efficient and can be used to model the growth curve of Polled Nellore cattle from birth to 660 days of age.
引用
收藏
页码:3977 / 3989
页数:13
相关论文
共 50 条
  • [1] Random regression analyses using B-spline functions to model growth of Nellore cattle
    Boligon, A. A.
    Mercadante, M. E. Z.
    Lobo, R. B.
    Baldi, F.
    Albuquerque, L. G.
    [J]. ANIMAL, 2012, 6 (02) : 212 - 220
  • [2] Covariance function of Legendre polynomials for the modeling of Polled Nellore cattle growth in northern Brazil
    Cavalcante, Diego Helcias
    Sousa Junior, Severino Cavalcante
    da Silva, Luciano Pinheiro
    Mendes Malhado, Carlos Henrique
    Martins Filho, Raimundo
    Guimaraes Campelo, Jose Elivalto
    dos Santos, Karina Rodrigues
    [J]. SEMINA-CIENCIAS AGRARIAS, 2019, 40 (02): : 781 - 792
  • [3] Polynomials orthogonal with respect to cardinal B-spline weight functions
    Walter Gautschi
    [J]. Numerical Algorithms, 2017, 76 : 1099 - 1107
  • [4] Polynomials orthogonal with respect to cardinal B-spline weight functions
    Gautschi, Walter
    [J]. NUMERICAL ALGORITHMS, 2017, 76 (04) : 1099 - 1107
  • [5] THE CONDITION OF THE B-SPLINE BASIS FOR POLYNOMIALS
    DEBOOR, C
    [J]. SIAM JOURNAL ON NUMERICAL ANALYSIS, 1988, 25 (01) : 148 - 152
  • [6] Digital Apodizing Filters Design by Using B-Spline Functions and Continuous Polynomials
    Stanciu, Lucian
    Stanciu, Valentin
    Stanciu, Cristian
    [J]. 2017 INTERNATIONAL SYMPOSIUM ON SIGNALS, CIRCUITS AND SYSTEMS (ISSCS), 2017,
  • [7] COVARIANCE MATRICES FOR GROWTH TRAITS OF AUSTRALIAN POLLED HEREFORD CATTLE
    MEYER, K
    [J]. ANIMAL PRODUCTION, 1993, 57 : 37 - 45
  • [8] WINDOW FUNCTIONS REPRESENTED BY B-SPLINE FUNCTIONS
    TORAICHI, K
    KAMADA, M
    ITAHASHI, S
    MORI, R
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (01): : 145 - 147
  • [9] Construction of dual B-spline functions
    Wozny, Pawel
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2014, 260 : 301 - 311
  • [10] The product of two B-spline functions
    Che, Xiangjiu
    Farin, Gerald
    Gao, Zhanheng
    Hansford, Dianne
    [J]. NEW TRENDS AND APPLICATIONS OF COMPUTER-AIDED MATERIAL AND ENGINEERING, 2011, 186 : 445 - +