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 |
DOI | 10.1109/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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
A Model of Honeybee (1504KB) | 会议论文 | 限制开放 | CC BY-NC-SA | 请求全文 |
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