Time series based behavior pattern quantification analysis and prediction - A study on animal behavior

doi:10.1016/j.physa.2019.122884

CASISD OpenIR

	Time series based behavior pattern quantification analysis and prediction - A study on animal behavior
	Jiang, Wuhao; Wang, Kai; Lv, Yan; Guo, Jianfeng; Ni, Zhongjin; Ni, Yihua
发表期刊	PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS
摘要	The behavior pattern has regularity, reflecting the behavior feature and logic of the research object, and has a great influence on the prediction of the future state of the research object. However, the extant literature focuses on identification and classification of behavior pattern, lack of description and quantification research on behavior pattern. Behavior pattern quantified data can provide a good data foundation for behavior pattern prediction, further improving the accuracy of prediction. In this paper, we use the quantification algorithm based on Perceptually Important Point(PIP-QA) to analyze the time series, extract the hidden behavior pattern from the time series, and obtain the quantification description of the behavior pattern. A behavior pattern prediction model based on LSTM(BPPM) is also proposed to predict behavior pattern. Finally, the feeding behavior data of laying hen is used to carry out the experiment. The experimental results show the feasibility of the PIP-QA. And the BPPM model has good predictive ability and generalization ability. (C) 2019 Elsevier B.V. All rights reserved.
	2020
卷号	540
DOI	10.1016/j.physa.2019.122884
语种	英语
引用统计
文献类型	期刊论文
条目标识符	http://ir.casisd.cn/handle/190111/9819
专题	中国科学院科技战略咨询研究院智库建设研究部
推荐引用方式 GB/T 7714	Jiang, Wuhao,Wang, Kai,Lv, Yan,et al. Time series based behavior pattern quantification analysis and prediction - A study on animal behavior[J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,2020,540.
APA	Jiang, Wuhao,Wang, Kai,Lv, Yan,Guo, Jianfeng,Ni, Zhongjin,&Ni, Yihua.(2020).Time series based behavior pattern quantification analysis and prediction - A study on animal behavior.PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS,540.
MLA	Jiang, Wuhao,et al."Time series based behavior pattern quantification analysis and prediction - A study on animal behavior".PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS 540(2020).