Adaptive data relay transmission in wireless sensor networks for reliable crop growth monitoring

IF 7.7 1区 农林科学 Q1 AGRICULTURE, MULTIDISCIPLINARY
Irina Samoylenko , Vladimir Fedorenko , Vladimir Samoylenko
{"title":"Adaptive data relay transmission in wireless sensor networks for reliable crop growth monitoring","authors":"Irina Samoylenko ,&nbsp;Vladimir Fedorenko ,&nbsp;Vladimir Samoylenko","doi":"10.1016/j.compag.2025.110367","DOIUrl":null,"url":null,"abstract":"<div><div>The use of a Wireless Sensor Network (WSN) to monitor agricultural plantations is a crucial component in implementing smart agriculture. Strong signal attenuation in wireless communication channels is observed during the vegetation of plants. Therefore, it is important to develop recommendations for ensuring network reliability until the end of the growing season. This study provides an analytical model of energy losses during data packet transmission, factoring in technical characteristics of nodes, communication distance and the signal fading depth (Rician K-factor). To minimize energy losses, we propose adaptive data relay strategies that adjust the communication distance based on the stages of plant growth. Our findings indicate that the proposed adaptive packet relay transmission method successfully reduces node energy losses by 26% compared to traditional fixed transmission scenarios. Additionally, we introduce a criterion for optimal relay options and an algorithm for scheduling node activity modes in response to changing vegetation conditions, resulting in enhanced network reliability throughout the vegetation period. This work represents a promising avenue for future research in agricultural monitoring systems, with the potential to extend these strategies to more complex WSN configurations.</div></div>","PeriodicalId":50627,"journal":{"name":"Computers and Electronics in Agriculture","volume":"234 ","pages":"Article 110367"},"PeriodicalIF":7.7000,"publicationDate":"2025-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computers and Electronics in Agriculture","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0168169925004739","RegionNum":1,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"AGRICULTURE, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0

Abstract

The use of a Wireless Sensor Network (WSN) to monitor agricultural plantations is a crucial component in implementing smart agriculture. Strong signal attenuation in wireless communication channels is observed during the vegetation of plants. Therefore, it is important to develop recommendations for ensuring network reliability until the end of the growing season. This study provides an analytical model of energy losses during data packet transmission, factoring in technical characteristics of nodes, communication distance and the signal fading depth (Rician K-factor). To minimize energy losses, we propose adaptive data relay strategies that adjust the communication distance based on the stages of plant growth. Our findings indicate that the proposed adaptive packet relay transmission method successfully reduces node energy losses by 26% compared to traditional fixed transmission scenarios. Additionally, we introduce a criterion for optimal relay options and an algorithm for scheduling node activity modes in response to changing vegetation conditions, resulting in enhanced network reliability throughout the vegetation period. This work represents a promising avenue for future research in agricultural monitoring systems, with the potential to extend these strategies to more complex WSN configurations.

Abstract Image

可靠作物生长监测的无线传感器网络自适应数据中继传输
利用无线传感器网络(WSN)监测农业种植园是实现智能农业的关键组成部分。在植物生长过程中,无线通信信道的信号衰减较强。因此,重要的是制定建议,以确保网络可靠性,直到生长季节结束。本研究提供了一个考虑节点技术特性、通信距离和信号衰落深度(r k因子)的数据包传输过程中能量损失的分析模型。为了最大限度地减少能量损失,我们提出了基于植物生长阶段调整通信距离的自适应数据中继策略。我们的研究结果表明,与传统的固定传输场景相比,所提出的自适应分组中继传输方法成功地减少了26%的节点能量损失。此外,我们还引入了一个最佳中继选项准则和一个响应不断变化的植被条件调度节点活动模式的算法,从而提高了整个植被期的网络可靠性。这项工作代表了未来农业监测系统研究的一个有希望的途径,有可能将这些策略扩展到更复杂的WSN配置。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Computers and Electronics in Agriculture
Computers and Electronics in Agriculture 工程技术-计算机:跨学科应用
CiteScore
15.30
自引率
14.50%
发文量
800
审稿时长
62 days
期刊介绍: Computers and Electronics in Agriculture provides international coverage of advancements in computer hardware, software, electronic instrumentation, and control systems applied to agricultural challenges. Encompassing agronomy, horticulture, forestry, aquaculture, and animal farming, the journal publishes original papers, reviews, and applications notes. It explores the use of computers and electronics in plant or animal agricultural production, covering topics like agricultural soils, water, pests, controlled environments, and waste. The scope extends to on-farm post-harvest operations and relevant technologies, including artificial intelligence, sensors, machine vision, robotics, networking, and simulation modeling. Its companion journal, Smart Agricultural Technology, continues the focus on smart applications in production agriculture.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信