Age of Information minimization in UAV-aided data collection for WSN and IoT applications: A systematic review

计算机科学 无线传感器网络 背景(考古学) 数据收集 公制(单位) 物联网 实时计算 缩小 数据科学 分布式计算 计算机网络 嵌入式系统 万维网 数学 生物 统计 古生物学 经济 运营管理
作者
Oluwatosin Ahmed Amodu,Umar Ali Bukar,Rosli Mahmood,Chedia Jarray,Mohamed Othman
出处
期刊:Journal of Network and Computer Applications [Elsevier]
卷期号:216: 103652-103652 被引量:5
标识
DOI:10.1016/j.jnca.2023.103652
摘要

The use of unmanned aerial vehicles (UAVs) for data gathering in wireless sensor networks (WSNs) and Internet of Things (IoT) applications has significantly gained interest in recent years. This shift is mainly attributed to the fast mobility and manoeuvrability of UAVs to deliver sensed data (by sensors and/or IoT devices) in remote, rural, or urban areas to the required destination (such as base stations or data centers). Age of Information (AoI) is a recent metric that measures the degree of freshness of information collected in data gathering applications, and in this context, data sensed by terrestrial sensing devices and transported by the UAV. Many researchers have thus focused on techniques to minimize AoI, mainly using machine learning and optimization methods. The research in this area is fast-growing, and some of the models studied are becoming more fine-grained, thus increasing the need for a comprehensive review of the proposed solutions, peculiar aspects, and diverse assumptions to draw lessons, identify challenges, and map out future considerations. This motivates the comprehensive study conducted in this paper, whereby 45 articles were meticulously selected from the Scopus database and systematically filtered to the 20 most relevant articles on AoI minimization for UAV-assisted data gathering in WSN and IoT applications. This paper provides a comprehensive review of problems and problem-solving solutions, detailed assumptions, algorithms, constraints, joint optimization objectives, metrics, and influencing factors on information freshness in UAV-assisted WSN/IoT. Optimal design of UAV trajectory, efficient UAV and sensor node/IoT device scheduling, and improved UAV energy source acquisition were also identified as some of the most preponderant themes surrounding AoI minimization. Consequently, a comprehensive discussion on AoI-optimal trajectory designs in different WSN/IoT architectural setups, namely clustered and non-clustered environments, has been presented. The outcomes of this systematic review include the categorization of the issues and proposed solutions, as well as tools and methods, joint optimization approaches, metrics, and UAV/SN-related assumptions from the reviewed articles. Finally, lessons learned, design considerations, challenges, and future directions have also been discussed.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
大幅提高文件上传限制,最高150M (2024-4-1)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
李珂应助开心采纳,获得20
刚刚
Brian完成签到,获得积分10
1秒前
Gauss完成签到,获得积分0
1秒前
经竺完成签到,获得积分10
1秒前
2秒前
kailash发布了新的文献求助10
2秒前
2秒前
敏感的飞绿完成签到,获得积分10
2秒前
GH给GH的求助进行了留言
2秒前
3秒前
纪不愁完成签到,获得积分10
4秒前
羊羊羊完成签到,获得积分10
5秒前
5秒前
5秒前
Jerry发布了新的文献求助10
5秒前
Karma应助woshiwuziq采纳,获得100
6秒前
孤岛发布了新的文献求助10
7秒前
情怀应助平常山河采纳,获得10
7秒前
7秒前
自由的凡白完成签到,获得积分20
7秒前
8秒前
8秒前
危机的麦片完成签到,获得积分10
8秒前
坚定语蕊发布了新的文献求助10
8秒前
Ava应助panpan采纳,获得10
9秒前
9秒前
9秒前
9秒前
婧zz完成签到,获得积分10
10秒前
妮妮发布了新的文献求助10
10秒前
在水一方应助lsy采纳,获得10
10秒前
meimei完成签到 ,获得积分10
11秒前
佟靖宇发布了新的文献求助20
11秒前
兜兜揣满糖完成签到 ,获得积分10
12秒前
Windintone发布了新的文献求助10
13秒前
刘浩然发布了新的文献求助10
14秒前
mxq完成签到,获得积分10
14秒前
14秒前
一个Circle完成签到,获得积分10
14秒前
高分求助中
One Man Talking: Selected Essays of Shao Xunmei, 1929–1939 1000
Yuwu Song, Biographical Dictionary of the People's Republic of China 800
Multifunctional Agriculture, A New Paradigm for European Agriculture and Rural Development 600
Division and square root. Digit-recurrence algorithms and implementations 500
Hemerologies of Assyrian and Babylonian Scholars 500
Bernd Ziesemer - Maos deutscher Topagent: Wie China die Bundesrepublik eroberte 500
Chemistry and biology of antigen presentation in celiac sprue 430
热门求助领域 (近24小时)
化学 材料科学 医学 生物 有机化学 工程类 生物化学 纳米技术 物理 内科学 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 电极 光电子学 量子力学
热门帖子
关注 科研通微信公众号,转发送积分 2490808
求助须知:如何正确求助?哪些是违规求助? 2149929
关于积分的说明 5488635
捐赠科研通 1870850
什么是DOI,文献DOI怎么找? 930028
版权声明 563358
科研通“疑难数据库(出版商)”最低求助积分说明 497434