Research Article

The Evaluation for Recent Growth Performance of Bali Cattle using Non-linear Models

Volume: 35 Number: 2 June 30, 2025
  • Asep Setiaji *
  • Dela Ayu Lestari
  • Maulida Arkaan Muhammad Da’i
  • Putu Novia Gariri
  • Sutopo Sutopo
  • Pupus Galau Prahara
  • Firda Tasya Kamila
  • Syaddad Verahry Philco
  • Fariz Zharfan Haris
EN

The Evaluation for Recent Growth Performance of Bali Cattle using Non-linear Models

Abstract

Growth curve modeling is essential for understanding livestock development, productivity, and efficiency. This study evaluated the growth patterns of Bali cattle, a resilient and economically significant breed in Indonesia, using five non-linear growth models: Brody, Gompertz, Logistic, Von Bertalanffy, and Modified Von Bertalanffy. Body weight data were collected from 256 males and 279 females at key growth stages from birth to 730 days. Goodness-of-fit criteria including Akaike Information Criterion (AIC), Bayesian Information Criterion (BIC), coefficient of determination (R²), and correlation coefficient (r) were applied to identify the most suitable model for describing growth curves. The Gompertz model exhibited the best fit for males, with the lowest AIC (29.76) and BIC (28.58) and highest R² (0.9913) and r (0.9956). For females, the Modified Von Bertalanffy model performed best, with superior goodness-of-fit metrics. Growth parameter analysis revealed that males achieved higher mature weights (A) and slower growth rates (K), whereas females exhibited faster growth rates but matured at smaller sizes. These findings indicate distinct growth dynamics between sexes, influenced by genetic and physiological factors. This research emphasizes the importance of selecting appropriate models to understand critical growth stages, optimize nutrition, and enhance management and breeding strategies. The results offering valuable insights for breeders, farmers, and policymakers aiming to bolster beef production.

Keywords

Ethical Statement

The ethical approval from the committee of Animal Care and Welfare for this research was not necessary due to the use of secondary data only and there was no field experiment conducted.

References

  1. Adinata, Y., Noor, R.R., Priyanto, R., Cyrilla, L., & Sudrajad, S. (2022). Comparison of growth curve models for Ongole Grade cattle. Tropical Animal Health and Production, 54, 252. https://doi.org/10.1007/s11250-022-03254-z
  2. Araujo, J. I. M., Carneiro, P. L. S., Glória, L. S., Filho, R. M., Araujo, A. C., De Rezende, M. P. G., & Malhado, C. H. M. (2023). Strategies for the identification of precocity in zebu beef cattle based on mixed nonlinear models and multivariate approach. Tropical Animal Health and Production, 55(6), 362. https://doi.org/10.1007/s11250-023-03782-2
  3. Azis, R., Ciptadi, G., Wahjuningsih, S., Hariyono, D. N. H., Tribudi, Y. A., & Nurgiartiningsih, V. M. A. (2023). Prediction of body weight from body measurements in bali cattle of indonesia using regression analysis. Adv. Anim. Vet. Sci, 11(9), 1486-1491. https://doi.org/10.17582/journal.aavs/2023/11.9.1486.1491
  4. Bahashwan, S., Alrawas, A. S., Alfadli, S., & Johnson, E. S. (2015). Dhofari cattle growth curve prediction by different non-linear model functions. Livest. Res. Rural Dev, 27(12), 236-244. http://www.lrrd.org/lrrd27/12/baha27236.html
  5. Bahreini, B. M., Aslaminejad, A. A., Sharifi, A. R., & Simianer, H. (2014). Comparison of mathematical models for describing the growth of Baluchi sheep, Journal of Agricultural Science and Technology, 14, 57-68. https://doi.org/20.1001.1.16807073.2014.16.1.2.6
  6. Benvenga, M. A. C., Nääs, I. D. A., Lima, N. D. D. S., & Pereira, D. F. (2022). Hybrid metaheuristic algorithm for optimizing monogastric growth curve (pigs and broilers). AgriEngineering, 4, 1171-1183. https://doi.org/10.3390/ agriengineering4040073
  7. Cano, G., Blanco, M., Casasús, I., Cortés-Lacruz, X., & Villalba, D. (2016). Corrigendum to: Comparison of B-splines and non-linear functions to describe growth patterns and predict mature weight of female beef cattle. Animal Production Science, 56, 2161-2161. https://doi.org/10.1071/AN15089
  8. Cantalapiedra-Hijar, G., Abo-Ismail, M., Carstens, G. E., Guan, L. L., Hegarty, R., Kenny, D. A., ... & Ortigues-Marty, I. (2018). Biological determinants of between-animal variation in feed efficiency of growing beef cattle. Animal, 12, 321-335. https://doi.org/10.1017/S1751731118001489

Details

Primary Language

English

Subjects

Animal Growth and Development, Animal Science, Genetics and Biostatistics

Journal Section

Research Article

Authors

Dela Ayu Lestari This is me
0000-0002-9368-0433
Indonesia

Maulida Arkaan Muhammad Da’i This is me
0009-0000-2748-0241
Indonesia

Putu Novia Gariri This is me
0009-0002-0194-5148
Indonesia

Sutopo Sutopo This is me
0009-0002-7458-7273
Indonesia

Pupus Galau Prahara This is me
0009-0006-3601-2347
Indonesia

Firda Tasya Kamila This is me
0009-0007-3419-1430
Indonesia

Syaddad Verahry Philco This is me
0009-0006-7521-8356
Indonesia

Fariz Zharfan Haris This is me
0009-0002-5517-9047
Indonesia

Early Pub Date

June 20, 2025

Publication Date

June 30, 2025

Submission Date

February 25, 2025

Acceptance Date

April 24, 2025

Published in Issue

Year 2025 Volume: 35 Number: 2

APA
Setiaji, A., Lestari, D. A., Muhammad Da’i, M. A., Gariri, P. N., Sutopo, S., Prahara, P. G., Kamila, F. T., Philco, S. V., & Haris, F. Z. (2025). The Evaluation for Recent Growth Performance of Bali Cattle using Non-linear Models. Yuzuncu Yıl University Journal of Agricultural Sciences, 35(2), 299-308. https://doi.org/10.29133/yyutbd.1646048
AMA
1.Setiaji A, Lestari DA, Muhammad Da’i MA, et al. The Evaluation for Recent Growth Performance of Bali Cattle using Non-linear Models. YYU J AGR SCI. 2025;35(2):299-308. doi:10.29133/yyutbd.1646048
Chicago
Setiaji, Asep, Dela Ayu Lestari, Maulida Arkaan Muhammad Da’i, et al. 2025. “The Evaluation for Recent Growth Performance of Bali Cattle Using Non-Linear Models”. Yuzuncu Yıl University Journal of Agricultural Sciences 35 (2): 299-308. https://doi.org/10.29133/yyutbd.1646048.
EndNote
Setiaji A, Lestari DA, Muhammad Da’i MA, Gariri PN, Sutopo S, Prahara PG, Kamila FT, Philco SV, Haris FZ (June 1, 2025) The Evaluation for Recent Growth Performance of Bali Cattle using Non-linear Models. Yuzuncu Yıl University Journal of Agricultural Sciences 35 2 299–308.
IEEE
[1]A. Setiaji et al., “The Evaluation for Recent Growth Performance of Bali Cattle using Non-linear Models”, YYU J AGR SCI, vol. 35, no. 2, pp. 299–308, June 2025, doi: 10.29133/yyutbd.1646048.
ISNAD
Setiaji, Asep - Lestari, Dela Ayu - Muhammad Da’i, Maulida Arkaan - Gariri, Putu Novia - Sutopo, Sutopo - Prahara, Pupus Galau - Kamila, Firda Tasya - Philco, Syaddad Verahry - Haris, Fariz Zharfan. “The Evaluation for Recent Growth Performance of Bali Cattle Using Non-Linear Models”. Yuzuncu Yıl University Journal of Agricultural Sciences 35/2 (June 1, 2025): 299-308. https://doi.org/10.29133/yyutbd.1646048.
JAMA
1.Setiaji A, Lestari DA, Muhammad Da’i MA, Gariri PN, Sutopo S, Prahara PG, Kamila FT, Philco SV, Haris FZ. The Evaluation for Recent Growth Performance of Bali Cattle using Non-linear Models. YYU J AGR SCI. 2025;35:299–308.
MLA
Setiaji, Asep, et al. “The Evaluation for Recent Growth Performance of Bali Cattle Using Non-Linear Models”. Yuzuncu Yıl University Journal of Agricultural Sciences, vol. 35, no. 2, June 2025, pp. 299-08, doi:10.29133/yyutbd.1646048.
Vancouver
1.Asep Setiaji, Dela Ayu Lestari, Maulida Arkaan Muhammad Da’i, Putu Novia Gariri, Sutopo Sutopo, Pupus Galau Prahara, Firda Tasya Kamila, Syaddad Verahry Philco, Fariz Zharfan Haris. The Evaluation for Recent Growth Performance of Bali Cattle using Non-linear Models. YYU J AGR SCI. 2025 Jun. 1;35(2):299-308. doi:10.29133/yyutbd.1646048
Creative Commons License
Yuzuncu Yil University Journal of Agricultural Sciences by Van Yuzuncu Yil University Faculty of Agriculture is licensed under a Creative Commons Attribution 4.0 International License.