Prospect and scope of artificial neural network in livestock farming: a review

IF 1 4区生物学 Q3 BIOLOGY

Biological Rhythm Research Pub Date : 2022-10-31 DOI:10.1080/09291016.2022.2139389

Mokidur Rahman, A. Mandal, I. Gayari, Kangabam Bidyalaxmi, D. Sarkar, Teja Allu, A. Debbarma

引用次数: 2

Abstract

ABSTRACT Early prediction of livestock productivity in any livestock enterprise provides valuable information to adopt strategic farm management for economic and profitable livestock production. Therefore, researchers developed and implemented different mathematical tools to establish the accuracy of prediction. However, due to the complexity of data sets and high-order non-linearity among the individuals concerning different production traits, the accuracy of forecasting livestock productivity is a tedious job. With this context, the artificial neural network (ANN), a machine learning program, gained popularity in the field of animal science due to its robust and effective handling of the complexity of a large datasets. The present review aims to discuss the potential utility of artificial neural networks in the different fields of livestock farming for improving livestock productivity as well as for the efficient farm management practices for economic and sustainable livestock production.

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人工神经网络在畜牧业中的应用前景和范围

任何畜牧企业对牲畜生产力的早期预测都为采取战略性农场管理以实现经济和盈利的畜牧生产提供了有价值的信息。因此，研究人员开发并实施了不同的数学工具来建立预测的准确性。然而，由于数据集的复杂性和不同生产性状个体之间的高阶非线性，预测畜禽生产力的准确性是一项繁琐的工作。在这种背景下，人工神经网络(ANN)，一种机器学习程序，由于其强大而有效地处理大型数据集的复杂性，在动物科学领域获得了普及。本综述旨在讨论人工神经网络在畜牧业不同领域的潜在效用，以提高畜牧业生产力，以及有效的农场管理实践，实现经济和可持续的畜牧业生产。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Biological Rhythm Research 生物-生理学

CiteScore

3.00

自引率

9.10%

发文量

审稿时长

6-12 weeks

期刊介绍： The principal aim of Biological Rhythm Research is to cover any aspect of research into the broad topic of biological rhythms. The area covered can range from studies at the genetic or molecular level to those of behavioural or clinical topics. It can also include ultradian, circadian, infradian or annual rhythms. In this way, the Editorial Board tries to stimulate interdisciplinary rhythm research. Such an aim reflects not only the similarity of the methods used in different fields of chronobiology, but also the fact that many influences that exert controlling or masking effects are common. Amongst the controlling factors, attention is paid to the effects of climate change on living organisms. So, papers dealing with biometeorological aspects can also be submitted. The Journal publishes original scientific research papers, review papers, short notes on research in progress, book reviews and summaries of activities, symposia and congresses of national and international organizations dealing with rhythmic phenomena.