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Priority-based fault tolerance mechanism with neighbour candidate node discovery algorithm and task processing by replication and forwarding technique under Fog-IoT wireless computing environments 在 Fog-IoT 无线计算环境下,基于优先级的容错机制与邻居候选节点发现算法,以及通过复制和转发技术进行的任务处理
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-17 DOI: 10.1016/j.simpat.2024.102980
Premalatha B, Prakasam P

The real-world exponential increase in data traffic has brought attention to a new computing paradigm termed Fog Computing (FC), which is intended for task offloading in fault-free fog networks. It is a potential aid which that provides greater processing aids at lower costs and with greater availability, flexibility, and cost. The issue typically arises due to the high task count and impacts task offloading in fog scenarios. In order to address a problem that arises in the Fog-IoT network for providing dependable and error-free transmission, an appropriate technique is required. Based on fault minimization and cost optimisation, the novel FT mechanism is proposed in this research. First, proposed Priority based Task offloading with Fault Tolerance (PToFT) scheme is used to identify the faulty-FNs using FN's remaining residual energy. To find the neighbour candidate Fog access node for replacing the faulty-FNs, the Min-cost Neighbour Candidate Node Discovery based on replication and forwarding (MNCND-RaF) technique is proposed for effective task processing and also tracks the task information towards the new nodes. These proposed methods are simulated, evaluated, and compared with the current Fault Tolerance (FT) techniques. The results shows that the compared results of the proposed methods will outperforms with current approaches like Without FT, NFT-WOA, and DFTLA methods, as 42.3 %, 36.2 %, and 27.7 %, respectively. Additionally, it utilized 1.53 J of residual energy as compared with HBI-LB and 0.84 J without replicas.

现实世界中数据流量的指数级增长使人们开始关注一种新的计算模式,即雾计算(FC),它旨在无故障雾网络中进行任务卸载。它是一种潜在的辅助工具,能以更低的成本、更高的可用性、灵活性和成本提供更强的处理能力。问题通常是由于任务数量较多,影响了雾场景中的任务卸载。为了解决雾物联网网络中出现的问题,提供可靠、无差错的传输,需要一种合适的技术。基于故障最小化和成本优化,本研究提出了新型 FT 机制。首先,提出了基于优先级的容错任务卸载(PToFT)方案,利用 FN 的剩余能量识别故障 FN。为了找到用于替换故障 FN 的邻接候选雾接入节点,提出了基于复制和转发的最小成本邻接候选节点发现(MNCND-RaF)技术,以有效处理任务,并跟踪新节点的任务信息。对所提出的这些方法进行了模拟、评估,并与当前的容错(FT)技术进行了比较。结果显示,所提方法的比较结果优于当前方法,如无 FT、NFT-WOA 和 DFTLA 方法,分别为 42.3%、36.2% 和 27.7%。此外,与 HBI-LB 和 0.84 J(无复制)相比,该方法消耗的剩余能量分别为 1.53 J 和 0.84 J。
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引用次数: 0
Enhancing intelligent transport systems: A cutting-edge framework for context-aware service management with hybrid deep learning 增强智能交通系统:利用混合深度学习实现情境感知服务管理的前沿框架
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-13 DOI: 10.1016/j.simpat.2024.102979
G. Nagappan , K.G. Maheswari , C. Siva

This study presents a comprehensive framework for optimizing intelligent transport systems (ITS) by integrating advanced communication and information technologies into vehicles, roads, and infrastructure. The primary goal is to enhance transportation efficiency, safety, and environmental sustainability while improving overall mobility for people and goods. Leveraging contextual information, the framework offers personalized, proactive services such as real-time traffic updates, route recommendations, and parking availability. Additionally, it enhances safety and security by providing early hazard warnings and adapting to changing road conditions. Our proposed framework utilizes the enhanced coral reef optimization (ECRO) algorithm to efficiently group vehicles for energy-saving data collection, maximizing information gathering efficiency. Collected data is then transmitted to a central data gathering center via a sink node optimized through the modified pelican optimization (MPO) algorithm, considering various vehicle node design constraints. An incident detection module accurately classifies and detects road incidents, enabling timely emergency service requests and alternate route recommendations. To facilitate incident detection, we introduce the deep Rigdelet neural network (DRNN), a novel deep learning technique tailored for decision-making in incident classification. We validate our framework's performance through NS-2 simulations using the SUMO traffic generator, demonstrating its effectiveness in meeting quality of service (QoS) metrics. Through comparative analysis with existing frameworks, our proposed approach stands out for its superior performance and ability to optimize ITS operations.

本研究提出了一个综合框架,通过将先进的通信和信息技术集成到车辆、道路和基础设施中,优化智能交通系统(ITS)。其主要目标是提高运输效率、安全性和环境可持续性,同时改善人员和货物的整体流动性。利用上下文信息,该框架可提供个性化的主动服务,如实时交通更新、路线推荐和停车场可用性。此外,该框架还能提供早期危险警告并适应不断变化的路况,从而增强安全性。我们提出的框架利用增强型珊瑚礁优化(ECRO)算法对车辆进行有效分组,以节省能源的方式收集数据,最大限度地提高信息收集效率。考虑到各种车辆节点设计限制,收集到的数据会通过通过改进鹈鹕优化(MPO)算法优化的汇节点传输到中央数据收集中心。事故检测模块可准确分类和检测道路事故,从而及时提出紧急服务请求和备用路线建议。为促进事故检测,我们引入了深度里格代勒神经网络(DRNN),这是一种专为事故分类决策定制的新型深度学习技术。我们使用 SUMO 流量生成器通过 NS-2 模拟验证了我们框架的性能,证明了它在满足服务质量(QoS)指标方面的有效性。通过与现有框架的比较分析,我们提出的方法因其卓越的性能和优化 ITS 运营的能力而脱颖而出。
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引用次数: 0
An extended model for crowded evacuation considering stampede on inclined staircases 考虑倾斜楼梯上踩踏事件的拥挤疏散扩展模型
IF 3.5 2区 计算机科学 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2024-06-05 DOI: 10.1016/j.simpat.2024.102978
Changkun Chen, Tong Lu

An extended floor field cellular automata (FFCA) model considering the stampede accidents on inclined staircases is proposed to study shoving behavior and pedestrian dynamics. In this model, two stampede evolution pathways are investigated: Pedestrians falling after losing balance, and falling directly due to being crowded. The results show that this model could trigger some characteristics of real irrational evacuation processes, such as: (1) the mutual crowding and shoving among pedestrians; (2) the unbalance phenomenon on inclined staircases; (3) the effect of pedestrians falling like dominoes, which is consistent with the findings of most stampede investigations to some extent. The proposed model considers the impact of fallen pedestrians on the movement of ordinary pedestrians, which shows a reduction in the overall evacuation efficiency. Moreover, the steeper the slope, the greater the risk and severity of injuries during the crowded evacuation in this scenario. Additionally, falling phenomena of pedestrians show a certain lag related to the state of unbalance. Unbalanced pedestrians tend to appear from the rear to the front successively, and fallings often occur some time later the onset of unbalance, progressing from front to rear. This pattern reflects the “domino effect” among pedestrians. Lastly, unbalanced pedestrians constitute a significant portion of the total injured pedestrians. Considering the time delay of fallings after being unbalanced, the importance of early emergency response and intervention during crowded evacuations is emphasized. It is expected to provide some theoretical support for safety management.

本文提出了一个考虑倾斜楼梯上踩踏事故的扩展楼层场单元自动机(FFCA)模型,以研究推搡行为和行人动力学。在该模型中,研究了两种踩踏演化路径:行人在失去平衡后摔倒,以及因拥挤而直接摔倒。结果表明,该模型可触发真实非理性疏散过程的一些特征,如(1) 行人之间的相互拥挤和推搡;(2) 倾斜楼梯上的失衡现象;(3) 行人像多米诺骨牌一样倒下的影响,这与大多数踩踏事件的研究结果在一定程度上是一致的。建议的模型考虑了倒下的行人对普通行人行动的影响,这表明整体疏散效率会降低。此外,在这种情况下,坡度越陡,拥挤疏散过程中受伤的风险和严重程度就越大。此外,行人的跌倒现象与不平衡状态有一定的滞后性。失衡的行人往往从后方到前方依次出现,而跌倒往往发生在失衡开始后的一段时间,从前方到后方依次进行。这种模式反映了行人之间的 "多米诺骨牌效应"。最后,不平衡的行人占受伤行人总数的很大一部分。考虑到失衡后跌倒的时间延迟,强调了在拥挤疏散过程中早期应急响应和干预的重要性。希望能为安全管理提供一些理论支持。
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引用次数: 0
An HLA-based automated approach for the interoperable simulation of collaborative business processes 基于 HLA 的协作业务流程互操作模拟自动方法
IF 4.2 2区 计算机科学 Q1 Mathematics Pub Date : 2024-06-04 DOI: 10.1016/j.simpat.2024.102977
Mariane El Kassis , Paolo Bocciarelli , François Trousset , Nicolas Daclin , Andrea D’Ambrogio , Gregory Zacharewicz

As collaborative simulations gain prominence, there is a pressing need for methodologies that seamlessly integrate interoperability while safeguarding intellectual property. This paper presents a novel approach rooted in Model-Driven Architecture and combined with the High-Level Architecture standard. This approach expedites the simulation process by automating the generation of Federation Object Model files and federate codes. Distinctly, we produce two federates: one exclusively in Java and another integrating Java with the Discrete Event System Specification, addressing diverse simulation paradigms. Utilizing the Unified Modeling Language and the Business Process Model and Notation standards, we devise a systematic procedure for modeling business operations while maintaining confidentiality. While our automation framework is robust, certain intricacies of federate behavior necessitate manual adjustments to ensure secure data transmission and protection of proprietary knowledge. The efficacy of our approach, striking a balance between interoperability and confidentiality in High-Level Architecture-based simulations, is demonstrated through a comprehensive experiment.

随着协作模拟的日益突出,迫切需要一种既能无缝集成互操作性,又能保护知识产权的方法。本文介绍了一种植根于模型驱动架构并与高级架构标准相结合的新方法。这种方法通过自动生成联盟对象模型文件和联盟代码,加快了仿真过程。与众不同的是,我们生成了两个联合体:一个完全使用 Java,另一个将 Java 与离散事件系统规范相结合,解决了不同的仿真范例问题。利用统一建模语言和业务流程模型与符号标准,我们设计了一套系统的程序,用于在保持机密性的同时对业务操作进行建模。虽然我们的自动化框架非常强大,但某些错综复杂的联合行为仍需要人工调整,以确保数据传输的安全性和专有知识的保护。我们的方法在基于高级架构的模拟中实现了互操作性和保密性之间的平衡,其功效通过一个综合实验得到了证明。
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引用次数: 0
Optimizing cutter wear in TBM operations through numerical analysis of enhanced rock-cutting interaction 通过加强切岩相互作用的数值分析优化隧道挖掘机作业中的铣刀磨损
IF 4.2 2区 计算机科学 Q1 Mathematics Pub Date : 2024-06-02 DOI: 10.1016/j.simpat.2024.102976
Xiuwei Wang , Shuchen Li , Zhen Li , Chao Yuan , Shisen Zhao , Kefeng Peng

The inevitable wear and degradation of disc cutters during the rock-crushing process significantly impacts the efficacy, timeline, and cost-effectiveness of tunnel construction. Optimizing cutter arrangements and adjusting suitable excavation parameters are crucial to reducing cutter wear in Tunnel Boring Machine (TBM) operations. This study probes the interaction between disc cutters and rock, employing an enhanced Bonding model to more accurately depict the failure behavior of rock specimens. Numerical simulations of the rock-breaking process using two disc cutters were conducted, focusing on highly influential excavation parameters—penetration depth (3, 5, 7, 9 mm) and cutter arrangements—tip width (14, 17, 20, 23 mm) and cutter spacing (50, 65, 80, 95, 110 mm). These simulations analyzed the impact of various factors on cutter force, wear, specific energy of rock breaking, and crushing unit rock cutter wear. The results show that increased penetration depth leads to higher cutter force and wear, with specific energy and unit wear remaining low when penetration is less than 5 mm. A larger cutter tip width incurs higher forces and wear of the first cutter, but when the tip width exceeds 20 mm, the force and wear of the second cutter will be reduced. Optimal specific energy for rock breaking and unit wear of rock volume were identified within a cutter spacing range of 80 to 95 mm. These findings can facilitate the analysis of how excavation parameters and cutter arrangements affect wear behavior, offering superior construction recommendations.

在岩石破碎过程中,圆盘铣刀不可避免地会出现磨损和退化,这严重影响了隧道施工的效率、工期和成本效益。在隧道掘进机(TBM)作业中,优化铣挖机布置和调整合适的挖掘参数对于减少铣挖机磨损至关重要。本研究探讨了圆盘铣刀与岩石之间的相互作用,采用了增强型粘结模型,以更准确地描述岩石试样的破坏行为。使用两个圆盘铣挖机对岩石破碎过程进行了数值模拟,重点关注影响较大的挖掘参数--穿透深度(3、5、7、9 毫米)和铣挖机排列--刀尖宽度(14、17、20、23 毫米)和铣挖机间距(50、65、80、95、110 毫米)。这些模拟分析了各种因素对切刀力、磨损、岩石破碎比能量和破碎单元岩石切刀磨损的影响。结果表明,穿透深度增加会导致更高的切刀力和磨损,而穿透深度小于 5 毫米时,比能量和单位磨损仍然较低。刀尖宽度越大,第一把刀的作用力和磨损就越大,但当刀尖宽度超过 20 毫米时,第二把刀的作用力和磨损就会减小。在切刀间距为 80 至 95 毫米的范围内,确定了岩石破碎的最佳比能量和岩石体积的单位磨损。这些发现有助于分析挖掘参数和铣挖机排列对磨损行为的影响,从而提供更优越的施工建议。
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引用次数: 0
Three-dimensional finite element simulation and reconstruction of jointed rock masses for bench blasting 三维有限元模拟和重建用于台阶爆破的节理岩块
IF 4.2 2区 计算机科学 Q1 Mathematics Pub Date : 2024-05-29 DOI: 10.1016/j.simpat.2024.102975
Xiaofeng Huo , Yuanjian Jiang , Wenpeng Wei , Xianyang Qiu , Zhi Yu , Junnian Nong , Qinghua Li

During the numerical simulation of blasting in jointed rock masses, the accuracy of joint geometric parameters is one of the key factors affecting the numerical results. To facilitate the numerical simulation, most of the previous studies on blasting in jointed rock masses were conducted on regular jointed rocks, which is not conducive to fully revealing the dynamic responses and blast-induced damage characteristics of jointed rock mass. In this study, scanline sampling and borehole sampling were employed to obtain the surface and internal joint structures of the rock bench. To represent the joint geometry, a reconstruction technique for three-dimensional (3D) jointed rock masses in LS-DYNA was proposed utilizing MATLAB code. In the process, the elements on joint surfaces were identified and assigned mechanical parameters of joints to construct the 3D jointed rock model, where the geometrical properties of generated joints obey the statistical distribution obtained from the scanline survey. Taking an open-pit limestone mine as an example, a statistical analysis of the 3D distribution of joints was carried out and used to construct a 3D jointed rock numerical model for bench blasting. Comparisons between the bench slope extracted from the numerical model and the actual joint trace mapping from a rock exposure are performed, and the similarity between the two contour plots of joint orientations reaches 91.6 %. For comparison tests, the bench blasting was simulated by an intact rock model and the jointed rock model. The results indicate that the dynamic responses and blast-induced damage characteristics of jointed rocks are significantly affected by the geometry of joints. Compared with the intact rock model, the presence of joints causes stress concentration and local strengthening of rock damage between adjacent joints, which results in a 30.5 % increase in the damage volume. Furthermore, a field blasting test was conducted to analyze the accuracy of the jointed rock model. The results show that the fragment size distributions obtained from the jointed rock numerical model and the filed test are generally consistent, and the error between them in the proportion of rock fragments with a size of 0 ∼ 100 mm is only 12.8 %. These findings indicate that the proposed reconstruction method of the jointed rock model is considerably robust for characterizing the joint geometry of in situ rock masses and simulating the bench blasting in jointed rock masses.

在节理岩体爆破数值模拟过程中,节理几何参数的精度是影响数值结果的关键因素之一。为了便于数值模拟,以往关于节理岩体爆破的研究大多是在规则节理岩体上进行的,不利于全面揭示节理岩体的动态响应和爆破诱发的破坏特征。本研究采用扫描线取样和钻孔取样来获取岩台的表面和内部节理结构。为了表示节理几何形状,利用 MATLAB 代码提出了一种在 LS-DYNA 中重建三维(3D)节理岩体的技术。在此过程中,对节理表面上的元素进行识别,并分配节理的力学参数,从而构建三维节理岩体模型,其中生成的节理几何属性符合扫描线测量所获得的统计分布。以露天石灰石矿为例,对节理的三维分布进行了统计分析,并用于构建台阶爆破的三维节理岩石数值模型。将从数值模型中提取的台阶坡度与实际岩石裸露的节理轨迹图进行了比较,结果表明两种节理方向等高线图的相似度达到 91.6%。在对比试验中,用完整岩石模型和节理岩石模型模拟了台阶爆破。结果表明,节理岩的动态响应和爆破引起的破坏特征受节理几何形状的影响很大。与完整岩石模型相比,节理的存在会导致相邻节理之间的应力集中和岩石破坏的局部强化,从而使破坏体积增加 30.5%。此外,还进行了现场爆破试验,以分析节理岩模型的准确性。结果表明,从节理岩数值模型和锉刀试验中得到的碎块大小分布基本一致,两者之间在 0 ∼ 100 毫米大小的岩石碎块比例上的误差仅为 12.8%。这些研究结果表明,所提出的节理岩模型重构方法在表征原位岩体的节理几何特征和模拟节理岩体的台阶爆破方面具有很强的鲁棒性。
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引用次数: 0
Study on meso-deformation and failure mechanism of rock mass with micro-cracks under freeze-thaw loading 冻融加载下微裂缝岩体的中观变形和破坏机理研究
IF 4.2 2区 计算机科学 Q1 Mathematics Pub Date : 2024-05-29 DOI: 10.1016/j.simpat.2024.102974
Liewang Qiu , Chong Shi , Lingkai Zhang , Fuhai Zhang

The long-term freeze-thaw effect leads to the development of rock fractures and strength degradation in cold region engineering construction, which poses a serious challenge to the stability of the project. In this paper, the microscopic model of sandstone freeze-thaw cycles was established using a particle flow code (PFC2D). Through numerical simulation, the variation law of mechanical properties of rock mass with micro-cracks is systematically studied from the aspects of displacement, crack development, strain and strength. The results show that: (i) The freeze-thaw loading displacement is concentrated on both sides of the initial micro-cracks, and the crack development is not controlled by it. When the number of freeze-thaw cycles is greater than 17, the displacement and crack development are significant. The crack increases with the increase of the crack distance ratio. (ii) When the number of freeze-thaw cycles is less than 15, the compressive crack develops at the end of the initial micro-crack, and the development is controlled by it. When the number of freeze-thaw cycles is greater than 21, the crack increases sharply, and the development is no longer controlled by the initial micro-cracks. When the number of freeze-thaw cycles is less than 15, the damage strain shows minimal variation but decreases sharply with the increase of freeze-thaw cycles. (iii) Under each crack distance ratio, the strength changes in three stages: when the number of freeze-thaw cycles is less than 15, the strength changes little, and the strength decreases sharply with the increase of freeze-thaw cycles. With the increase of the crack distance ratio, it increases first and then decreases. And it is more significant when the number of freeze-thaw cycles is greater than 17. The research results can provide theoretical support for the influence and evaluation of rock freeze-thaw action in cold regions.

在寒冷地区的工程建设中,长期的冻融效应导致岩石裂缝发育、强度下降,对工程的稳定性提出了严峻的挑战。本文利用粒子流代码(PFC2D)建立了砂岩冻融循环的微观模型。通过数值模拟,从位移、裂缝发展、应变和强度等方面系统研究了微裂缝岩体力学性能的变化规律。结果表明(i) 冻融荷载位移集中在初始微裂缝两侧,裂缝发展不受其控制。当冻融循环次数大于 17 次时,位移和裂纹发展显著。裂纹随着裂纹间距比的增大而增大。(ii) 当冻融循环次数小于 15 次时,压缩裂纹在初始微裂纹的末端发展,裂纹的发展受其控制。当冻融循环次数大于 21 次时,裂纹急剧增加,其发展不再受初始微裂纹的控制。当冻融循环次数小于 15 次时,破坏应变变化极小,但随着冻融循环次数的增加而急剧下降。(iii) 在每个裂缝间距比下,强度变化分为三个阶段:当冻融循环次数小于 15 次时,强度变化很小,随着冻融循环次数的增加,强度急剧下降。随着裂距比的增大,强度先增大后减小。而当冻融循环次数大于 17 次时,这种变化更为明显。研究结果可为寒冷地区岩石冻融作用的影响和评价提供理论支持。
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引用次数: 0
Hybrid trigger cooperative control of six-wheeled commercial vehicles with multiple sub-systems based on sub-regional linearization model 基于子区域线性化模型的多子系统六轮商用车辆混合触发器协同控制
IF 4.2 2区 计算机科学 Q1 Mathematics Pub Date : 2024-05-29 DOI: 10.1016/j.simpat.2024.102973
Xuanyu Shi , Hai Wang , Long Chen , Xiaoqiang Sun , Chao Yang , Yingfeng Cai

In the context of distributed driving six-wheel steering (DD-6WS) commercial vehicles, the integration of auxiliary steering systems and direct yaw moment control (DYC) is critical for improving maneuverability and stability while driving. However, the nonlinear dynamic characteristics of vehicles under high-speed conditions make it difficult to fully exploit the benefits of multi-subsystem functionality. To address this issue, a sub-regional linearization (SRL) theory is proposed that uses nonlinear tire dynamic data to accurately capture the dynamics of commercial vehicle models. Additionally, a nonlinear stability criterion (the Lyapunov exponent) and a Mixed-Logic Dynamic (MLD) approach are used to create an intervention mechanism for multiple subsystems. Furthermore, hysteresis control is incorporated to mitigate frequent subsystem interventions caused by minor fluctuations in state variables. The results of simulations across various speed ranges using the HYSDEL toolbox and MATLAB-Trucksim platform demonstrate that using SRL models significantly improves the lateral control stability of commercial vehicles at high speeds while effectively reducing the frequency of triggers for auxiliary systems through the successful implementation of MLD control at high or low speeds. An orderly and precise triggering logic solves challenges caused by coupling and conflicts in vehicle redundant control.

在分布式驾驶六轮转向(DD-6WS)商用车中,辅助转向系统和直接偏航力矩控制(DYC)的集成对于提高驾驶时的机动性和稳定性至关重要。然而,由于车辆在高速条件下的非线性动态特性,很难充分发挥多子系统功能的优势。为解决这一问题,我们提出了子区域线性化(SRL)理论,利用非线性轮胎动态数据准确捕捉商用车辆模型的动态特性。此外,还采用了非线性稳定性标准(Lyapunov 指数)和混合逻辑动态(MLD)方法,为多个子系统创建干预机制。此外,还纳入了滞后控制,以减轻状态变量的微小波动造成的子系统频繁干预。使用 HYSDEL 工具箱和 MATLAB-Trucksim 平台对各种速度范围进行模拟的结果表明,使用 SRL 模型可显著提高商用车辆在高速行驶时的横向控制稳定性,同时通过在高速或低速时成功实施 MLD 控制,可有效降低辅助系统的触发频率。有序而精确的触发逻辑解决了车辆冗余控制中耦合和冲突所带来的挑战。
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引用次数: 0
Industrial IoT regulated by Software-Defined Networking platform for fast and dynamic fault tolerance application 通过软件定义网络平台管理工业物联网,实现快速动态容错应用
IF 4.2 2区 计算机科学 Q1 Mathematics Pub Date : 2024-05-27 DOI: 10.1016/j.simpat.2024.102963
Nteziriza Nkerabahizi Josbert, Min Wei, Ping Wang

Software-Defined Networking (SDN) technology has emerged as a promising solution to guarantee high reliability in the Industrial Internet of Things (IIoT) ecosystem. Through SDN, both fault tolerance-based Route Protection (RP) and fault tolerance-based Route Restoration (RR) are available to provide traffic rerouting when a network failure occurs in IIoT. RR redefines routes dynamically based on the current network status. However, it increases significantly the recovery time, which is not suitable for the Quality-of-Service (QoS) requirements of IIoT. In contrary, RP ensures fast failover, but it cannot be updated when the network status changes until the timeout interval expires. To deal with these issues, we propose a Dynamic Route Protection (DRP) mechanism that recalculates and reinstalls new optimal link-disjoint routes in accordance with the change rather than awaiting the controller to retransmit new flow instructions. Moreover, DRP responds speedily to forward the data packets from the secondary route to the main route if it is repaired. To recover rapidly when the connection failure affects both a link on the main route and the link on the secondary route simultaneously, the DRP mechanism utilizes the strategy of caching the third route in the controller memory using the Dynamic Hash Table (DHT) structure. DRP considers the heterogeneous traffic flows such as either delay-sensitive or both delay-sensitive and loss-sensitive. Again, this paper introduces a candidate fault tolerance architecture for Software-Defined IIoT (SDIIoT) that decouples IIoT networks into three functional layers. The results from the simulation network and the experimental hardware testbed illustrated that the DRP mechanism outperforms the FT-RP, RR, LFR, Pro-VLAN, and SDNRMbw mechanisms by minimizing the failure recovery time, end-to-end delay, packet violation rate, packet loss rate, and the time required to reuse the main route when it is repaired, while maximizing the packet delivery ratio.

软件定义网络(SDN)技术已成为保证工业物联网(IIoT)生态系统高可靠性的一种有前途的解决方案。通过 SDN,基于容错的路由保护(RP)和基于容错的路由恢复(RR)可在 IIoT 出现网络故障时提供流量重路由。RR 根据当前网络状态动态地重新定义路由。然而,它大大增加了恢复时间,不适合 IIoT 的服务质量(QoS)要求。相反,RP 可确保快速故障切换,但在超时间隔到期之前,当网络状态发生变化时无法更新。为了解决这些问题,我们提出了一种动态路由保护(DRP)机制,它能根据变化重新计算并重新安装新的最优链路隔离路由,而不是等待控制器重新发送新的流量指令。此外,如果次要路由被修复,DRP 会快速响应,将数据包从次要路由转发到主要路由。当连接故障同时影响主路由上的链路和辅助路由上的链路时,为了快速恢复,DRP 机制利用动态哈希表(DHT)结构在控制器内存中缓存第三条路由的策略。DRP 考虑了异构流量,如对延迟敏感或同时对延迟和损耗敏感的流量。本文再次介绍了软件定义物联网(SDIIoT)的候选容错架构,该架构将物联网网络解耦为三个功能层。仿真网络和实验硬件测试平台的结果表明,DRP机制优于FT-RP、RR、LFR、Pro-VLAN和SDNRMbw机制,其故障恢复时间、端到端延迟、数据包违规率、数据包丢失率以及主路由修复后重新使用所需的时间均最小化,同时数据包交付率最大化。
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引用次数: 0
Maximizing profitability through cloud-enabled Reinforcement Learning for UAV coverage in real-time e-business applications 通过实时电子商务应用中无人机覆盖的云强化学习,实现利润最大化
IF 4.2 2区 计算机科学 Q1 Mathematics Pub Date : 2024-05-25 DOI: 10.1016/j.simpat.2024.102970
Haythem Bany Salameh , Ghaleb Elrefae , Mohannad Alhafnawi , Yaser Jararweh , Ayat Alkhdour , Sharief Abdel-Razeq

Real-time e-business applications are vital for operational efficiency, but connectivity challenges persist, particularly in remote or crowded areas. Drone Base Station (DBS) architecture, proposed for Beyond fifth Generation (B5G) and Sixth Generation (6G) multi-cell networks, offers on-demand hotspot coverage, addressing connectivity gaps in remote or crowded environments. DBSs provide a promising solution to meet the demanding requirements of high data rates, real-time responsiveness, low latency, and extended network coverage, particularly for real-time e-business applications. A critical challenge in this context involves efficiently allocating the needed number of DBSs to the different hotspot service areas, referred to as cells, to optimize the operator’s total profit under unpredictable user demands, varying area-specific service costs, and price dependence real-time e-service. The objective is to achieve the highest total revenue while minimizing the cost (cost savings) throughout the multi-cell system. This challenge is formulated as a profit-maximization discount return problem, integrating the coverage constraint, the variable cell-dependent operational cost, the e-service-based price and the uncertain demands of users across cells. Traditional optimization methods fail due to environmental uncertainty, which leads to the need to reformulate the problem as a Markov Decision Problem (MDP). We introduce a cloud-based Reinforcement Learning (RL) algorithm for DBS dispatch to address the MDP formulation. This algorithm dynamically adjusts to uncertain per-cell user distributions, considering variable operating costs and service-dependent prices across cells. Through extensive evaluation, the RL-based dispatch approach is compared with reference drone dispatch algorithms, demonstrating superior performance in maximizing operator profit through cost savings by optimizing DBS dispatch decisions based on learned user behaviors, variable operational costs, and e-service types.

实时电子商务应用对提高运营效率至关重要,但连接方面的挑战依然存在,尤其是在偏远或拥挤地区。为超越第五代(B5G)和第六代(6G)多蜂窝网络提出的无人机基站(DBS)架构可提供按需热点覆盖,解决偏远或拥挤环境中的连接缺口。DBS 为满足高数据速率、实时响应、低延迟和扩展网络覆盖等苛刻要求,尤其是实时电子商务应用的要求,提供了一种前景广阔的解决方案。在这种情况下,一个关键的挑战是在不可预测的用户需求、不同区域的服务成本以及实时电子服务的价格依赖性条件下,有效地将所需数量的 DBS 分配到不同的热点服务区域(称为小区),以优化运营商的总利润。目标是在整个多小区系统中实现最高的总收入,同时最大限度地降低成本(节约成本)。这一挑战被表述为一个利润最大化折扣回报问题,其中整合了覆盖范围约束、与小区相关的可变运营成本、基于电子服务的价格以及各小区用户的不确定需求。传统的优化方法因环境的不确定性而失效,因此需要将该问题重新表述为马尔可夫决策问题(Markov Decision Problem,MDP)。我们为 DBS 调度引入了基于云的强化学习(RL)算法,以解决 MDP 问题。该算法可根据不确定的每小区用户分布进行动态调整,同时考虑到各小区的可变运营成本和与服务相关的价格。通过广泛的评估,将基于 RL 的调度方法与参考的无人机调度算法进行了比较,结果表明,基于学习到的用户行为、可变运营成本和电子服务类型优化 DBS 调度决策,在通过节约成本实现运营商利润最大化方面表现出色。
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Simulation Modelling Practice and Theory
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