Study of the Agricultural Applications of the PageRank Algorithm

Authors

  • Tianqi Liu
  • Mingqiang Gao

DOI:

https://doi.org/10.54097/3tedw266

Keywords:

PageRank Algorithm, Nodal, Graph Theory, Crops.

Abstract

As a traditional agricultural country, agriculture is the foundation of China's economic and social development. Therefore, promoting the development of agriculture is a necessary way to realize common prosperity. Applying the PageRank algorithm to agriculture can not only liberate the labor force, but also improve the crop yield to achieve economic optimization and promote social development and progress. By exploring the advantages and disadvantages of the PageRank algorithm, based on the concept of graph theory, different weights are assigned to the links according to the attribute characteristics of the links themselves. Then according to the data validation, experimental analysis, and the results of weight size, match and screen the corresponding web pages, and according to the matching degree and importance of the sequential order, and then collect data. Then the relevant knowledge of graph theory is used to illustrate the crop growth environment and growth factors, and the growth status of the target crops is observed in real-time to optimize the growth conditions at any time. Thus, the optimal growing environment is determined, and the yield of crops is improved to promote economic development.

Downloads

Download data is not yet available.

References

Mouha R A. Internet of things (IoT) [J]. Journal of Data Analysis and Information Processing, 2021, 9(2): 77-101.

Sarker I H, Khan A I, Abushark Y B, et al. Internet of things (IoT) security intelligence: a comprehensive overview, machine learning solutions and research directions [J]. Mobile Networks and Applications, 2023, 28(1): 296-312.

Kaur B, Dadkhah S, Shoeleh F, et al. Internet of things (IoT) security dataset evolution: Challenges and future directions [J]. Internet of Things, 2023: 100780.

Ystgaard K F, Atzori L, Palma D, et al. Review of the theory, principles, and design requirements of human-centric Internet of Things (IoT) [J]. Journal of Ambient Intelligence and Humanized Computing, 2023, 14(3): 2827-2859.

Chen Xiaohong, He Caicai, Chen Yan, Xie Zhiyuan. Internet of Things (IoT)-blockchain-enabled pharmaceutical supply chain resilience in the post-pandemic era [J]. Frontiers of Engineering Management, 2023, 10(1): 82-95.

Madakam S, Ramaswamy R, Tripathi S. Internet of Things (IoT): A literature review [J]. Journal of Computer and Communications, 2015, 3(5): 164-173.

Dou F, Ye J, Yuan G, et al. Towards artificial general intelligence (AGI) in the internet of things (IoT): Opportunities and challenges [J]. 2023, 2309: 07438.

Chen Zijun, Ma Delong, Wang Yishu, Yuan Ye. GPPR:Cross-geo-distributed Personalized PageRank Algorithm [J]. Journal of Software, 2024,35(03):1090-1106.

Berkhin P. A survey on PageRank computing [J]. Internet mathematics. 2005, 2(1): 73-120.

Xing W, Ghorbani A. Weighted pagerank algorithm. In Proceedings. Second Annual Conference on Communication Networks and Services Research, 2004, (pp. 305-314). IEEE.

Boldi P, Santini M, Vigna S. PageRank as a Function of the Damping Factor. In Proceedings of the 14th International Conference on World Wide Web. 2005, (pp. 557-566).

Rogers, I. The Google Pagerank algorithm and how it works [J]. 2002.

Sumberg J, Giller K E. What is ‘conventional’agriculture? [J]. Global Food Security, 2022, 32: 100617.

Jiang Meng, Song Yue, Kanwar M K, et al. Phytonanotechnology applications in modern agriculture [J]. Journal of Nanobiotechnology, 2021, 19: 1-20.

Khan N, Ray R L, Sargani G R, et al. Current Progress and Future Prospects of Agriculture Technology: Gateway to Sustainable Agriculture [J]. Sustainability, 2021, 13(9): 4883.

Chhipa H. Nanofertilizers and Nanopesticides for Agriculture [J]. Environmental chemistry letters. 2017, 15, 15-22.

Dethier J J, Effenberger A. Agriculture and Development: A Brief Review of the Literature [J]. Economic systems. 2012, 36(2), 175-205.

Qiu Lingyun, Wang Ming, Zhao Weidong. Improvement Research of PageRank Algorithm [J]. Software Guide, 2017, 16(02): 74-76.

Huang Yan, Li Chaorong. Analysis of Web Page Importance Based on Improved PageRank Algorithm [J]. Journal of Yibin University, 2022, 22(06): 6-8+41.

Su Wei. Agricultural Internet of Things platformV1.0 [Z]. Hefei Huangxin Technology Co., LTD. 2023.

Downloads

Published

15-04-2024

Issue

Section

Articles