A Multistep Interval Prediction Method Combining Environmental Variables and Attention Mechanism for Egg Production Rate

The egg production rate is a crucial metric in animal breeding, subject to biological and environmental influences and exhibits characteristics of small sample sizes and non-linearity. Currently, egg production rate prediction research predominantly focuses on single-step point prediction, lacking m...

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Bibliographic Details
Published in:	Agriculture (Basel) Vol. 13; no. 6; p. 1255
Main Authors:	Yin, Hang, Wu, Zeyu, Wu, Jun-Chao, Chen, Yalin, Chen, Mingxuan, Luo, Shixuan, Gao, Lijun, Hassan, Shahbaz Gul
Format:	Journal Article
Language:	English
Published:	Basel MDPI AG 01.06.2023
Subjects:	Accuracy agriculture Algorithms Animal breeding Animal culture Animal husbandry Artificial intelligence Breeding data collection Decision trees Decomposition Deep learning Egg industry Egg production egg production rate Eggs Environmental law Environmental regulations environmental variables selection Feasibility studies Feature selection Forecasting GWO-VMD decomposition Humidity interval prediction Long short-term memory Machine learning Mathematical optimization Methods Multiple objective analysis multistep point prediction Neural networks Normal distribution Optimization Optimization algorithms prediction Prediction models Predictions Production processes Seq2seq-Attention Statistical analysis time series analysis trees Variables Waterfowl wolves China
ISSN:	2077-0472, 2077-0472
Online Access:	Get full text
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