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Data reliability control in wireless sensor networks for data streaming applications

机译:无线传感器网络中针对数据流应用的数据可靠性控制

摘要

This thesis contributes toward the design of a reliable and energy-efficient transport system for Wireless Sensor Networks. Wireless Sensor Networks have emerged as a vital new area in networking research. In many Wireless Sensor Network systems, a common task of sensor nodes is to sense the environment and send the sensed data to a sink node. Thus, the effectiveness of a Wireless Sensor Network depends on how reliably the sensor nodes can deliver their sensed data to the sink. However, the sensor nodes are susceptible to loss for various reasons when there are dynamics in wireless transmission medium, environmental interference, battery depletion, or accidentally damage, etc. Therefore, assuring reliable data delivery between the sensor nodes and the sink in Wireless Sensor Networks is a challenging task. The primary contributions of this thesis include four parts. First, we design, implement, and evaluate a cross-layer communication protocol for reliable data transfer for data streaming applications in Wireless Sensor Networks. We employ reliable algorithms in each layer of the communication stack. At the MAC layer, a CSMA MAC protocol with an explicit hop-by-hop Acknowledgment loss recovery is employed. To ensure the end-to-end reliability, the maximum number of retransmissions are estimated and used at each sensor node. At the transport layer, an end-to-end Negative Acknowledgment with an aggregated positive Acknowledgment mechanism is used. By inspecting the sequence numbers on the packets, the sink can detect which packets were lost. In addition, to increase the robustness of the system, a watchdog process is implemented at both base station and sensor nodes, which enable them to power cycle when an unexpected fault occurs. We present extensive evaluations, including theoretical analysis, simulations, and experiments in the field based on Fleck-3 platform and the TinyOS operating system. The designed network system has been working in the field for over a year. The results show that our system is a promising solution to a sustainable irrigation system. Second, we present the design of a policy-based Sensor Reliability Management framework for Wireless Sensor Networks called SRM. SRM is based on hierarchical management architecture and on the policy-based network management paradigm. SRM allows the network administrators to interact with the Wireless Sensor Network via the management policies. SRM also provides a self-control capability to the network. This thesis restricts SRM to reliability management, but the same framework is also applicable for other management services by providing the management policies. Our experimental results show that SRM can offer sufficient reliability to the application users while reducing energy consumption by more than 50% compared to other approaches. Third, we propose an Energy-efficient and Reliable Transport Protocol called ERTP, which is designed for data streaming applications in Wireless Sensor Networks. ERTP is an adaptive transport protocol based on statistical reliability that ensures the number of data packets delivered to the sink exceeds the defined threshold while reducing the energy consumption. Using a statistical reliability metric when designing a reliable transport protocol guarantees the delivery of adequate information to the users, and reduces energy consumption when compared to the absolute reliability. ERTP uses hop-by-hop Implicit Acknowledgment with a dynamically updated retransmission timeout for packet loss recovery. In multihop wireless networks, the transmitter can overhear a forwarding transmission and interpret it as an Implicit Acknowledgment. By combining the statistical reliability and the hop-by-hop Implicit Acknowledgment loss recovery, ERTP can offer sufficient reliability to the application users with minimal energy expense. Our extensive simulations and experimental evaluations show that ERTP can reduce energy consumption by more than 45% when compared to the state-of- the-art protocol. Consequently, sensor nodes are more energy-efficient and the lifespan of the unattended Wireless Sensor Network is increased. In Wireless Sensor Networks, sensor node failures can create network partitions or coverage loss which can not be solved by providing reliability at higher layers of the protocol stack. In the final part of this thesis, we investigate the problem of maintaining the network connectivity and coverage when the sensor nodes are failed. We consider a hybrid Wireless Sensor Network where a subset of the nodes has the ability to move at a high energy expense. When a node has low remaining energy (dying node) but it is a critical node which constitutes the network such as a cluster head, it will seek a replacement. If a redundant node is located in the transmission range of the dying node and can fulfill the network connectivity and coverage requirement, it can be used for substitution. Otherwise, a protocol should be in place to relocate the redundant sensor node for replacement. We propose a distributed protocol for Mobile Sensor Relocation problem called Moser. Moser works in three phases. In the first phase, the dying node determines if network partition occurs, finds an available mobile node, and asks for replacement by using flooding algorithm. The dying node also decides the movement schedule of the available mobile node based on certain criteria. The second phase of the Moser protocol involves the actual movement of the mobile nodes to approach the location of the dying node. Finally, when the mobile node has reached the transmission of the dying node, it communicates to the dying nodes and moves to a desired location, where the network connectivity and coverage to the neighbors of the dying nodes are preserved.
机译:本文为无线传感器网络的可靠,节能传输系统的设计做出了贡献。无线传感器网络已经成为网络研究中至关重要的新领域。在许多无线传感器网络系统中,传感器节点的常见任务是感测环境并将感测到的数据发送到宿节点。因此,无线传感器网络的有效性取决于传感器节点将其感测数据传递到接收器的可靠性。但是,当无线传输介质存在动态,环境干扰,电池耗尽或意外损坏等情况时,由于各种原因,传感器节点很容易丢失。因此,请确保无线传感器网络中传感器节点和接收器之间的可靠数据传递。是一项艰巨的任务。本文的主要贡献包括四个部分。首先,我们设计,实施和评估跨层通信协议,以实现无线传感器网络中数据流应用程序的可靠数据传输。我们在通信堆栈的每一层中采用可靠的算法。在MAC层,采用具有明确逐跳确认丢失恢复的CSMA MAC协议。为了确保端到端的可靠性,在每个传感器节点处估计并使用最大重传次数。在传输层,使用具有聚合肯定确认机制的端到端否定确认。通过检查数据包上的序列号,接收器可以检测到丢失了哪些数据包。另外,为了提高系统的健壮性,在基站和传感器节点上都实施了监视程序,使它们能够在发生意外故障时重启并重新启动。我们提供了广泛的评估,包括基于Fleck-3平台和TinyOS操作系统的领域中的理论分析,仿真和实验。设计的网络系统已经在该领域工作了一年多。结果表明,我们的系统是可持续灌溉系统的有希望的解决方案。其次,我们提出了一种称为SRM的基于策略的无线传感器网络传感器可靠性管理框架的设计。 SRM基于分层管理体系结构和基于策略的网络管理范例。 SRM允许网络管理员通过管理策略与无线传感器网络进行交互。 SRM还为网络提供了自我控制功能。本文将SRM限于可靠性管理,但通过提供管理策略,相同的框架也可应用于其他管理服务。我们的实验结果表明,与其他方法相比,SRM可以为应用程序用户提供足够的可靠性,同时将能耗降低50%以上。第三,我们提出了一种称为ERTP的节能可靠的传输协议,该协议旨在用于无线传感器网络中的数据流应用。 ERTP是基于统计可靠性的自适应传输协议,可确保传递到接收器的数据包数量超过定义的阈值,同时降低能耗。与绝对可靠性相比,在设计可靠的传输协议时使用统计可靠性度量可以确保向用户传递足够的信息,并减少能耗。 ERTP使用逐跳隐式确认和动态更新的重传超时来进行丢包恢复。在多跳无线网络中,发送器可以监听转发传输并将其解释为隐式确认。通过结合统计可靠性和逐跳隐式确认丢失恢复,ERTP可以以最小的能源消耗为应用程序用户提供足够的可靠性。我们广泛的仿真和实验评估表明,与最先进的协议相比,ERTP可以将能耗降低45%以上。因此,传感器节点更加节能,并且无人值守的无线传感器网络的使用寿命得以延长。在无线传感器网络中,传感器节点故障会造成网络分区或覆盖范围丢失,而这无法通过在协议栈的更高层提供可靠性来解决。在本文的最后部分,我们研究了传感器节点发生故障时保持网络连接性和覆盖范围的问题。我们考虑一个混合无线传感器网络,其中节点的一个子集能够以高能量消耗进行移动。当一个节点的剩余能量较低(即将死亡的节点),但它是构成网络的关键节点(例如簇头)时,它将寻求替代节点。如果冗余节点位于垂死节点的传输范围内,并且可以满足网络连接性和覆盖范围要求,则可以将其用于替代。除此以外,应该有一个协议来重新定位冗余传感器节点以进行更换。我们针对移动传感器重定位问题提出了一种称为Moser的分布式协议。 Moser分三个阶段工作。在第一阶段,垂死的节点确定是否发生网络分区,找到可用的移动节点,并使用洪水算法请求替换。垂死的节点还基于某些标准来决定可用移动节点的移动时间表。 Moser协议的第二阶段涉及移动节点的实际移动,以接近垂死节点的位置。最终,当移动节点到达垂死节点的传输时,它与垂死节点通信并移动到所需位置,在该位置保留了到垂死节点邻居的网络连接性和覆盖范围。

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