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Assessing the Acceptance of a Mid-Air Gesture Syntax for Smart Space Interaction: An Empirical Study 评估智能空间交互中空中手势语法的接受程度:实证研究
IF 3.5 Q1 Mathematics Pub Date : 2024-04-09 DOI: 10.3390/jsan13020025
A. Bernardos, Xian Wang, Luca Bergesio, J. Besada, J. Casar
Mid-gesture interfaces have become popular for specific scenarios, such as interactions with augmented reality via head-mounted displays, specific controls over smartphones, or gaming platforms. This article explores the use of a location-aware mid-air gesture-based command triplet syntax to interact with a smart space. The syntax, inspired by human language, is built as a vocative case with an imperative structure. In a sentence like “Light, please switch on!”, the object being activated is invoked via making a gesture that mimics its initial letter/acronym (vocative, coincident with the sentence’s elliptical subject). A geometrical or directional gesture then identifies the action (imperative verb) and may include an object feature or a second object with which to network (complement), which also represented by the initial or acronym letter. Technically, an interpreter relying on a trainable multidevice gesture recognition layer makes the pair/triplet syntax decoding possible. The recognition layer works on acceleration and position input signals from graspable (smartphone) and free-hand devices (smartwatch and external depth cameras), as well as a specific compiler. On a specific deployment at a Living Lab facility, the syntax has been instantiated via the use of a lexicon derived from English (with respect to the initial letters and acronyms). A within-subject analysis with twelve users has enabled the analysis of the syntax acceptance (in terms of usability, gesture agreement for actions over objects, and social acceptance) and technology preference of the gesture syntax within its three device implementations (graspable, wearable, and device-free ones). Participants express consensus regarding the simplicity of learning the syntax and its potential effectiveness in managing smart resources. Socially, participants favoured the Watch for outdoor activities and the Phone for home and work settings, underscoring the importance of social context in technology design. The Phone emerged as the preferred option for gesture recognition due to its efficiency and familiarity. The system, which can be adapted to different sensing technologies, addresses the scalability concerns (as it can be easily extended for new objects and actions) and allows for personalised interaction.
在特定场景中,中手势界面已变得十分流行,例如通过头戴式显示器与增强现实进行交互、通过智能手机进行特定控制或游戏平台。本文探讨了如何使用基于位置感知的半空手势命令三重语法与智能空间进行交互。该语法的灵感来源于人类语言,是一种具有命令式结构的词汇。在 "灯,请打开!"这样的句子中,被激活的对象通过模仿其首字母/首字母缩略词(主语,与句子的省略主语一致)的手势来调用。然后,一个几何手势或方向手势确定了动作(谓语动词),并可能包括一个对象特征或第二个对象,与之联网(补语),这也由首字母或首字母缩略词表示。从技术上讲,解释器依靠可训练的多设备手势识别层实现了对/三重语法解码。该识别层可利用来自可抓握设备(智能手机)和徒手设备(智能手表和外部深度摄像头)的加速度和位置输入信号,以及特定的编译器。在 "生活实验室 "设施的具体部署中,语法已通过使用源自英语(首字母和缩略语)的词典实例化。通过对十二名用户进行主体内分析,分析了三种设备(可抓握设备、可穿戴设备和无设备)对语法的接受程度(可用性、对物体动作的手势同意度和社会接受度)以及对手势语法的技术偏好。与会者对手势语法的易学性及其在管理智能资源方面的潜在有效性达成了共识。在社交方面,参与者更倾向于在户外活动中使用手表,而在家庭和工作环境中使用手机,这说明了社交环境在技术设计中的重要性。手机因其高效和熟悉而成为手势识别的首选。该系统可适用于不同的传感技术,解决了可扩展性的问题(因为它可以很容易地扩展到新的物体和动作),并实现了个性化互动。
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引用次数: 0
Hybrid Adaptive Impedance and Admittance Control Based on the Sensorless Estimation of Interaction Joint Torque for Exoskeletons: A Case Study of an Upper Limb Rehabilitation Robot 基于外骨骼交互关节扭矩无传感器估算的混合自适应阻抗和导纳控制:上肢康复机器人案例研究
IF 3.5 Q1 Mathematics Pub Date : 2024-03-28 DOI: 10.3390/jsan13020024
Auwalu M. Abdullahi, Ado Haruna, R. Chaichaowarat
Physiotherapy is the treatment to recover a patient’s mobility and limb function after an injury, illness, or disability. Rehabilitation robots can be used to replace human physiotherapists. To ensure safety during robot physical therapy, the patient’s limb needs to be controlled to track a desired joint trajectory, and the torque due to interaction force/torque needs to be measured and regulated. Therefore, hybrid impedance and admittance with position control (HIPC) is required to track the trajectory and simultaneously regulate the contact torque. The literature describes two structures of HIPC: (1) a switched framework between admittance and impedance control operating in parallel (HIPCSW); and (2) a series connection between admittance and impedance control without switching. In this study, a hybrid adaptive impedance and position-based admittance control (HAIPC) in series is developed, which consists of a proportional derivative-based admittance position controller with gravitational torque compensation and an adaptive impedance controller. An extended state observer is used to estimate the interaction joint torque due to human stiff contact with the exoskeleton without the use of force/torque sensor, which is then used in the adaptive algorithm to update the stiffness and damping gains of the adaptive impedance controller. Simulation results obtained using MATLAB show that the proposed HAIPC significantly reduces the mean absolute values of the actuation torques (control inputs) required for the shoulder and elbow joints in comparison with HIPC and HIPCSW.
物理治疗是在病人受伤、生病或残疾后恢复其活动能力和肢体功能的治疗方法。康复机器人可用于替代人类理疗师。为确保机器人物理治疗过程中的安全性,需要控制患者的肢体以跟踪所需的关节轨迹,并测量和调节相互作用力/力矩所产生的扭矩。因此,需要混合阻抗和导纳位置控制(HIPC)来跟踪轨迹,同时调节接触扭矩。文献介绍了两种 HIPC 结构:(1) 并联运行的导纳和阻抗控制之间的切换框架(HIPCSW);(2) 不切换的导纳和阻抗控制之间的串联。本研究开发了一种串联的混合自适应阻抗和基于位置的导纳控制(HAIPC),它由一个基于导纳位置比例控制器(带重力扭矩补偿)和一个自适应阻抗控制器组成。在不使用力/力矩传感器的情况下,使用扩展状态观测器来估计人体与外骨骼刚性接触所产生的交互关节力矩,然后将其用于自适应算法,以更新自适应阻抗控制器的刚度和阻尼增益。使用 MATLAB 获得的仿真结果表明,与 HIPC 和 HIPCSW 相比,拟议的 HAIPC 能显著降低肩关节和肘关节所需的致动扭矩(控制输入)的平均绝对值。
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引用次数: 0
Structured Data Ontology for AI in Industrial Asset Condition Monitoring 工业资产状态监测中的人工智能结构化数据本体
IF 3.5 Q1 Mathematics Pub Date : 2024-03-26 DOI: 10.3390/jsan13020023
Jacob Hendriks, Mana Azarm, Patrick Dumond
This paper proposes an ontology for prognostics and health management (PHM) applications involving sensor networks monitoring industrial machinery. Deep learning methods show promise for the development of autonomous PHM systems but require vast quantities of structured and representative data to realize their potential. PHM systems involve unique and specialized data characterized by time and context, and thus benefit from tailored data management systems. Furthermore, the use of dissimilar standards and practices with respect to database structure and data organization is a hinderance to interoperability. To address this, this paper presents a robust, structured data ontology and schema that is designed to accommodate a wide breadth of PHM applications. The inclusion of contextual and temporal data increases its value for developing and deploying enhanced ML-driven PHM systems. Challenges around balancing the competing priorities of structure and flexibility are discussed. The proposed schema provides the benefits of a relational schema with some provisions for noSQL-like flexibility in areas where PMH applications demand it. The selection of a database engine for implementation is also discussed, and the proposed ontology is demonstrated using a Postgres database. An instance of the database was loaded with large auto-generated fictitious data via multiple Python scripts. CRUD (create, read, update, delete) operations are demonstrated with several queries that answer common PHM questions.
本文为涉及工业机械监测传感器网络的预报与健康管理(PHM)应用提出了一种本体论。深度学习方法为开发自主 PHM 系统带来了希望,但需要大量结构化的代表性数据才能发挥其潜力。PHM 系统涉及以时间和上下文为特征的独特而专业的数据,因此受益于量身定制的数据管理系统。此外,在数据库结构和数据组织方面使用不同的标准和做法也阻碍了互操作性。为了解决这个问题,本文提出了一个强大的结构化数据本体和模式,旨在适应广泛的公共健康管理应用。其中包含的上下文和时间数据提高了其在开发和部署增强型 ML 驱动的 PHM 系统方面的价值。本文讨论了平衡结构和灵活性这两个相互竞争的优先事项所面临的挑战。建议的模式提供了关系模式的优势,并在 PMH 应用需要的领域提供了类似 NoSQL 的灵活性。此外,还讨论了实施数据库引擎的选择,并使用 Postgres 数据库演示了拟议的本体。数据库实例通过多个 Python 脚本加载了大量自动生成的虚构数据。通过几个回答常见 PHM 问题的查询,演示了 CRUD(创建、读取、更新、删除)操作。
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引用次数: 0
An Optimized Link State Routing Protocol with a Blockchain Framework for Efficient Video-Packet Transmission and Security over Mobile Ad-Hoc Networks 基于区块链框架的优化链路状态路由协议,实现移动 Ad-Hoc 网络的高效视频包传输和安全性
IF 3.5 Q1 Mathematics Pub Date : 2024-03-11 DOI: 10.3390/jsan13020022
Huda A. Ahmed, H. Al-Asadi
A mobile ad-hoc network (MANET) necessitates appropriate routing techniques to enable optimal data transfer. The selection of appropriate routing protocols while utilizing the default settings is required to solve the existing problems. To enable effective video streaming in MANETs, this study proposes a novel optimized link state routing (OLSR) protocol that incorporates a deep-learning model. Initially, the input videos are collected from the Kaggle dataset. Then, the black-hole node is detected using a novel twin-attention-based dense convolutional bidirectional gated network (SA_ DCBiGNet) model. Next, the neighboring nodes are analyzed using trust values, and routing is performed using the extended osprey-aided optimized link state routing protocol (EO_OLSRP) technique. Similarly, the extended osprey optimization algorithm (EOOA) selects the optimal feature based on parameters such as node stability and link stability. Finally, blockchain storage is included to improve the security of MANET data using interplanetary file system (IPFS) technology. Additionally, the proposed blockchain system is validated utilizing a consensus technique based on delegated proof-of-stake (DPoS). The proposed method utilizes Python and it is evaluated using data acquired from various mobile simulator models accompanied by the NS3 simulator. The proposed model performs better with a packet-delivery ratio (PDR) of 91.6%, average end delay (AED) of 23.6 s, and throughput of 2110 bytes when compared with the existing methods which have a PDR of 89.1%, AED of 22 s, and throughput of 1780 bytes, respectively.
移动 ad-hoc 网络(MANET)需要适当的路由技术来实现最佳数据传输。要解决现有问题,必须在利用默认设置的同时选择合适的路由协议。为了在城域网中实现有效的视频流,本研究提出了一种新颖的优化链路状态路由(OLSR)协议,该协议结合了深度学习模型。首先,从 Kaggle 数据集中收集输入视频。然后,使用基于双注意的新型密集卷积双向门控网络(SA_ DCBiGNet)模型检测黑洞节点。接着,使用信任值分析邻近节点,并使用扩展的鱼鹰辅助优化链路状态路由协议(EO_OLSRP)技术执行路由选择。同样,扩展鱼鹰优化算法(EOOA)根据节点稳定性和链路稳定性等参数选择最优特征。最后,区块链存储利用星际文件系统(IPFS)技术提高了城域网数据的安全性。此外,提议的区块链系统还利用基于委托权益证明(DPoS)的共识技术进行了验证。所提议的方法使用 Python,并通过 NS3 模拟器从各种移动模拟器模型中获取的数据对其进行了评估。与 PDR 为 89.1%、AED 为 22 秒、吞吐量为 1780 字节的现有方法相比,拟议模型性能更佳,数据包交付率 (PDR) 为 91.6%,平均终端延迟 (AED) 为 23.6 秒,吞吐量为 2110 字节。
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引用次数: 0
Interconnected Smart Transactive Microgrids—A Survey on Trading, Energy Management Systems, and Optimisation Approaches 互联智能交易微电网--关于交易、能源管理系统和优化方法的调查
IF 3.5 Q1 Mathematics Pub Date : 2024-03-01 DOI: 10.3390/jsan13020020
I. L. Machele, A. Onumanyi, A. Abu-Mahfouz, A. Kurien
The deployment of isolated microgrids has witnessed exponential growth globally, especially in the light of prevailing challenges faced by many larger power grids. However, these isolated microgrids remain separate entities, thus limiting their potential to significantly impact and improve the stability, efficiency, and reliability of the broader electrical power system. Thus, to address this gap, the concept of interconnected smart transactive microgrids (ISTMGs) has arisen, facilitating the interconnection of these isolated microgrids, each with its unique attributes aimed at enhancing the performance of the broader power grid system. Furthermore, ISTMGs are expected to create more robust and resilient energy networks that enable innovative and efficient mechanisms for energy trading and sharing between individual microgrids and the centralized power grid. This paradigm shift has sparked a surge in research aimed at developing effective ISTMG networks and mechanisms. Thus, in this paper, we present a review of the current state-of-the-art in ISTMGs with a focus on energy trading, energy management systems (EMS), and optimization techniques for effective energy management in ISTMGs. We discuss various types of trading, architectures, platforms, and stakeholders involved in ISTMGs. We proceed to elucidate the suitable applications of EMS within such ISTMG frameworks, emphasizing its utility in various domains. This includes an examination of optimization tools and methodologies for deploying EMS in ISTMGs. Subsequently, we conduct an analysis of current techniques and their constraints, and delineate prospects for future research to advance the establishment and utilization of ISTMGs.
隔离微电网的部署在全球呈指数级增长,尤其是在许多大型电网面临普遍挑战的情况下。然而,这些孤立的微电网仍然是独立的实体,因此限制了它们对更广泛的电力系统的稳定性、效率和可靠性产生重大影响和改善的潜力。因此,为了弥补这一差距,互联智能微电网(ISTMGs)的概念应运而生,促进了这些孤立微电网的互联,每个微电网都有其独特的属性,旨在提高更广泛电网系统的性能。此外,ISTMGs 预计将创建更稳健、更有弹性的能源网络,在单个微电网和集中电网之间实现创新、高效的能源交易和共享机制。这种模式的转变引发了旨在开发有效的 ISTMG 网络和机制的研究热潮。因此,在本文中,我们回顾了当前 ISTMG 的最新进展,重点介绍了 ISTMG 中的能源交易、能源管理系统 (EMS) 以及有效能源管理的优化技术。我们讨论了 ISTMG 中涉及的各种交易类型、架构、平台和利益相关者。接下来,我们将阐明 EMS 在此类 ISTMG 框架中的适当应用,强调其在各个领域的实用性。这包括研究在 ISTMG 中部署 EMS 的优化工具和方法。随后,我们对当前的技术及其制约因素进行了分析,并描绘了未来研究的前景,以推动建立和利用综合安全管理小组。
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引用次数: 0
Low-Cost Internet of Things Solution for Building Information Modeling Level 3B—Monitoring, Analysis and Management 面向建筑信息模型 3B 级--监测、分析和管理的低成本物联网解决方案
IF 3.5 Q1 Mathematics Pub Date : 2024-02-29 DOI: 10.3390/jsan13020019
A. Borkowski
The integration of the Internet of Things (IoT) and Building Information Modeling (BIM) is progressing. The use of microcontrollers and sensors in buildings is described as a level 3B maturity in the use of BIM. Design companies, contractors and building operators can use IoT solutions to monitor, analyze or manage processes. As a rule, solutions based on original Arduino boards are quite an expensive investment. The aim of this research was to find a low-cost IoT solution for monitoring, analysis and management, and integrate it with a BIM model. In the present study, an inexpensive NodeMCU microcontroller and a temperature and pressure sensor were used to study the thermal comfort of users in a single-family home. During the summer season, analysis of the monitored temperature can contribute to installation (HVAC) or retrofit work (for energy efficiency). The article presents a low-cost solution for studying the thermal comfort of users using a digital twin built-in BIM. Data obtained from sensors can support both the design and management processes. The main contribution of the article enables the design, construction and use of low-cost circuits (15.57 USD) even in small developments (single-family houses, semi-detached houses, terraced houses, atrium buildings). Combining IoT sensor telemetry with BIM (maturity level 3C) is a challenge that organizations will face in the near future.
物联网 (IoT) 与建筑信息模型 (BIM) 的整合正在取得进展。在建筑中使用微控制器和传感器被描述为 BIM 应用的 3B 级成熟度。设计公司、承包商和建筑运营商可以使用物联网解决方案来监控、分析或管理流程。一般来说,基于原始 Arduino 板的解决方案投资相当昂贵。本研究的目的是找到一种用于监控、分析和管理的低成本物联网解决方案,并将其与 BIM 模型集成。在本研究中,使用了一个廉价的 NodeMCU 微控制器和一个温度与压力传感器来研究独户住宅中用户的热舒适度。在夏季,对监测到的温度进行分析有助于安装(暖通空调)或改造工作(提高能效)。文章介绍了一种使用内置 BIM 的数字孪生系统研究用户热舒适度的低成本解决方案。从传感器获得的数据可为设计和管理过程提供支持。文章的主要贡献在于,即使在小型开发项目(独栋住宅、半独立式住宅、排屋、中庭建筑)中,也能设计、建造和使用低成本电路(15.57 美元)。将物联网传感器遥测与 BIM(成熟度等级 3C)相结合,是企业在不久的将来将面临的一项挑战。
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引用次数: 0
UAV-Assisted Cooperative NOMA and OFDM Communication Systems: Analysis and Optimization 无人机辅助合作 NOMA 和 OFDM 通信系统:分析与优化
IF 3.5 Q1 Mathematics Pub Date : 2024-02-19 DOI: 10.3390/jsan13010018
Thuc Kieu-Xuan, Anh Le-Thi
Utilizing unmanned aerial vehicles (UAVs) to facilitate wireless communication has emerged as a viable and promising strategy to enhance current and prospective wireless systems. This approach offers many advantages by establishing line-of-sight connections, optimizing operational efficiency, and enabling flexible deployment capabilities in various terrains. Thus, in this paper, we investigate UAV communication in a relaying network in which a UAV helps communication between a source and two destination users while flying to a location. To have a complete view of our proposed system, we consider both orthogonal multiple access, such as OFDMs and non-orthogonal multiple access (NOMA) scenarios. Moreover, we apply successive convex optimization (SCO) and the block-coordinate gradient descent (BCGD) for the sum-rate optimization problems to improve the system performance under constraints of total bandwidth and total power at the ground base station and UAV. The experimental results validate that the achievable secrecy rates are notably enhanced using our proposed algorithms and show optimal trends for critical parameters, such as transmit powers, the flight trajectory and speed of the UAV, and resource allocation of OFDM and NOMA.
利用无人驾驶飞行器(UAV)促进无线通信已成为增强当前和未来无线系统的一项可行且前景广阔的战略。这种方法通过建立视距连接、优化运行效率以及在各种地形中实现灵活部署能力,提供了许多优势。因此,在本文中,我们研究了无人机在中继网络中的通信,其中无人机在飞往一个地点时帮助源用户和两个目的地用户之间进行通信。为了全面了解我们提出的系统,我们考虑了正交多址接入(如 OFDM)和非正交多址接入(NOMA)两种情况。此外,在地面基站和无人机的总带宽和总功率的约束下,我们应用连续凸优化(SCO)和块坐标梯度下降(BCGD)来解决总速率优化问题,以提高系统性能。实验结果验证了我们提出的算法显著提高了可实现的保密率,并显示出发射功率、无人机飞行轨迹和速度以及 OFDM 和 NOMA 资源分配等关键参数的最佳趋势。
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引用次数: 0
Build–Launch–Consolidate Framework and Toolkit for Impact Analysis on Wireless Sensor Networks 无线传感器网络影响分析的构建-启动-整合框架和工具包
IF 3.5 Q1 Mathematics Pub Date : 2024-02-18 DOI: 10.3390/jsan13010017
Rakan Alghofaili, Hussah Albinali, Farag Azzedin
The Internet of Things (IoT) and wireless sensor networks (WSNs) utilize their connectivity to enable solutions supporting a spectrum of industries in different and volatile environments. To effectively enhance the security and quality of the service of networks, empirical research should consider a variety of factors and be reproducible. This will not only ensure scalability but also enable the verification of conclusions, leading to more reliable solutions. Cooja offers limited performance analysis capabilities of simulations, which are often extracted and calculated manually. In this paper, we introduce the Build–Launch–Consolidate (BLC) framework and a toolkit that enable researchers to conduct structured and conclusive experiments considering different factors and metrics, experiment design, and results analysis. Furthermore, the toolkit analyzes diverse network metrics across various scenarios. As a proof of concept, this paper studies the flooding attacks on the IoT and illustrates their impact on the network, utilizing the BLC framework and toolkit.
物联网(IoT)和无线传感器网络(WSN)利用其连接性,在不同的多变环境中为各行各业提供解决方案。为有效提高网络的安全性和服务质量,实证研究应考虑各种因素并具有可重复性。这不仅能确保可扩展性,还能验证结论,从而制定出更可靠的解决方案。Cooja 提供的模拟性能分析功能有限,通常需要手动提取和计算。在本文中,我们介绍了构建-发射-巩固(BLC)框架和工具包,使研究人员能够在考虑不同因素和指标、实验设计和结果分析的基础上,进行结构化和结论性的实验。此外,该工具包还能分析各种场景下的各种网络指标。作为概念验证,本文利用 BLC 框架和工具包研究了对物联网的泛洪攻击,并说明了它们对网络的影响。
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引用次数: 0
Reliability of LoRaWAN Communications in Mining Environments: A Survey on Challenges and Design Requirements 采矿环境中 LoRaWAN 通信的可靠性:挑战与设计要求调查
IF 3.5 Q1 Mathematics Pub Date : 2024-02-09 DOI: 10.3390/jsan13010016
Sonile K. Musonda, Musa Ndiaye, H. M. Libati, A. Abu-Mahfouz
While a robust and reliable communication network for monitoring the mining environment in a timely manner to take care of people, the planet Earth and profits is key, the mining environment is very challenging in terms of achieving reliable wireless transmission. This survey therefore investigates the reliability of LoRaWAN communication in the mining environment, identifying the challenges and design requirements. Bearing in mind that LoRaWAN is an IoT communication technology that has not yet been fully deployed in mining, the survey incorporates an investigation of LoRaWAN and other mining IoT communication technologies to determine their records of reliability, strengths and weaknesses and applications in mining. This aspect of the survey gives insight into the requirements of future mining IoT communication technologies and where LoRaWAN can be deployed in both underground and surface mining. Specific questions that the survey addresses are: (1) What is the record of reliability of LoRaWAN in mining environments? (2) What contributions have been made with regard to LoRa/LoRaWAN communication in general towards improving reliability? (3) What are the challenges and design requirements of LoRaWAN reliability in mining environments? (4) What research opportunities exist for achieving LoRaWAN communication in mining environments? In addition to recommending open research opportunities, the lessons learnt from the survey are also outlined.
为及时监测采矿环境以保护人类、地球和利润,建立一个稳健可靠的通信网络是关键所在,但采矿环境在实现可靠的无线传输方面极具挑战性。因此,本研究调查了采矿环境中 LoRaWAN 通信的可靠性,确定了挑战和设计要求。考虑到 LoRaWAN 是一种物联网通信技术,尚未在采矿领域全面部署,本调查纳入了对 LoRaWAN 和其他采矿物联网通信技术的调查,以确定其可靠性记录、优缺点以及在采矿领域的应用。这项调查有助于深入了解未来采矿物联网通信技术的要求,以及 LoRaWAN 在地下和地面采矿中的应用。调查涉及的具体问题包括(1) LoRaWAN 在采矿环境中的可靠性记录如何?(2)LoRa/LoRaWAN 通信在提高可靠性方面做出了哪些贡献?(3) 采矿环境中 LoRaWAN 可靠性的挑战和设计要求是什么?(4) 在采矿环境中实现 LoRaWAN 通信有哪些研究机会?除了推荐开放式研究机会外,还概述了从调查中汲取的经验教训。
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引用次数: 0
Reliability of LoRaWAN Communications in Mining Environments: A Survey on Challenges and Design Requirements 采矿环境中 LoRaWAN 通信的可靠性:挑战与设计要求调查
IF 3.5 Q1 Mathematics Pub Date : 2024-02-09 DOI: 10.3390/jsan13010016
Sonile K. Musonda, Musa Ndiaye, H. M. Libati, A. Abu-Mahfouz
While a robust and reliable communication network for monitoring the mining environment in a timely manner to take care of people, the planet Earth and profits is key, the mining environment is very challenging in terms of achieving reliable wireless transmission. This survey therefore investigates the reliability of LoRaWAN communication in the mining environment, identifying the challenges and design requirements. Bearing in mind that LoRaWAN is an IoT communication technology that has not yet been fully deployed in mining, the survey incorporates an investigation of LoRaWAN and other mining IoT communication technologies to determine their records of reliability, strengths and weaknesses and applications in mining. This aspect of the survey gives insight into the requirements of future mining IoT communication technologies and where LoRaWAN can be deployed in both underground and surface mining. Specific questions that the survey addresses are: (1) What is the record of reliability of LoRaWAN in mining environments? (2) What contributions have been made with regard to LoRa/LoRaWAN communication in general towards improving reliability? (3) What are the challenges and design requirements of LoRaWAN reliability in mining environments? (4) What research opportunities exist for achieving LoRaWAN communication in mining environments? In addition to recommending open research opportunities, the lessons learnt from the survey are also outlined.
为及时监测采矿环境以保护人类、地球和利润,建立一个稳健可靠的通信网络是关键所在,但采矿环境在实现可靠的无线传输方面极具挑战性。因此,本研究调查了采矿环境中 LoRaWAN 通信的可靠性,确定了挑战和设计要求。考虑到 LoRaWAN 是一种物联网通信技术,尚未在采矿领域全面部署,本调查纳入了对 LoRaWAN 和其他采矿物联网通信技术的调查,以确定其可靠性记录、优缺点以及在采矿领域的应用。这项调查有助于深入了解未来采矿物联网通信技术的要求,以及 LoRaWAN 在地下和地面采矿中的应用。调查涉及的具体问题包括(1) LoRaWAN 在采矿环境中的可靠性记录如何?(2)LoRa/LoRaWAN 通信在提高可靠性方面做出了哪些贡献?(3) 采矿环境中 LoRaWAN 可靠性的挑战和设计要求是什么?(4) 在采矿环境中实现 LoRaWAN 通信有哪些研究机会?除了推荐开放式研究机会外,还概述了从调查中汲取的经验教训。
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Journal of Sensor and Actuator Networks
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