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A Model of Honeybee Population Dynamics and Pollination Prediction
Jing, Kaifeng1; Liu, Zhenpeng1; Liu, Zihan1; Yang, Jingtong1; Yang, Kai2,3
2023
会议名称3rd Asia-Pacific Conference on Communications Technology and Computer Science (ACCTCS)
会议录名称2023 3RD ASIA-PACIFIC CONFERENCE ON COMMUNICATIONS TECHNOLOGY AND COMPUTER SCIENCE, ACCTCS
页码335-342
会议日期2023-02-25
会议地点Shenyang, PEOPLES R CHINA
出版者IEEE COMPUTER SOC
产权排序3
摘要

Honeybee population dynamics and prediction is the core content of honeybee population ecology research, which is closely related to the development of agriculture, economy and other industries. This paper aims to study honeybee population dynamics and pollination prediction. Firstly, a differential equation model is proposed to analyze the number of bees in a single beehive in detail, and the Elman model is used to further validate it. Then, through a sensitivity analysis of bee colony size, the main factors affecting hive colony size were identified: the egg-laying rate and the number of varroa mites. Furthermore, combined with the differential equation model, a beehive prediction model for crop pollination was constructed, which can predict the number of beehives required for crop pollination on a 20-acre (81,000) land. At the same time, the effect of initial beehive colony size on the number of beehives required for pollination of different plants in a given area was studied in depth. The usefulness and applicability of our model is well demonstrated by the reasonable trend and prediction results of colony size obtained by applying the model to real data. Finally, the paper provides an outlook on future research and improvement directions in this field.

关键词Honeybee Population Differential Equation Model Elman Neural Network Sensitivity Analysis Pollination Optimization Model
作者部门光谱成像技术研究室
DOI10.1109/ACCTCS58815.2023.00051
收录类别CPCI
ISBN号979-8-3503-1080-1
语种英语
WOS记录号WOS:001031393400062
引用统计
文献类型会议论文
条目标识符http://ir.opt.ac.cn/handle/181661/96673
专题光谱成像技术研究室
通讯作者Yang, Kai
作者单位1.Amazingx Acad, Foshan, Peoples R China
2.Wuhan Univ Technol, Sanya Sci & Educ Innovat Pk, Sanya, Peoples R China
3.Chinese Acad Sci, Xian Inst Optic & Precis Mech, Xian, Peoples R China
推荐引用方式
GB/T 7714
Jing, Kaifeng,Liu, Zhenpeng,Liu, Zihan,et al. A Model of Honeybee Population Dynamics and Pollination Prediction[C]:IEEE COMPUTER SOC,2023:335-342.
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