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WSN-MEs數(shù)據(jù)收集關鍵問題研究

發(fā)布時間:2018-04-25 20:10

  本文選題:無線傳感器網(wǎng)絡 + 移動數(shù)據(jù)收集器; 參考:《蘇州大學》2014年博士論文


【摘要】:無線傳感器網(wǎng)絡(WSNs)已經(jīng)成為覆蓋大范圍應用的一項吸引人的技術。多數(shù)傳統(tǒng)的WSN體系結構由稠密部署于傳感區(qū)域的靜態(tài)節(jié)點組成,節(jié)點通過單跳或多跳通信將采集到的數(shù)據(jù)傳輸給基站。近年來,通過在傳統(tǒng)的WSNs中引入移動元素MEs(mobile elements)來提高網(wǎng)絡的效率成為人們研究的熱點。相比傳統(tǒng)靜態(tài)WSNs,帶有移動元素的無線傳感器網(wǎng)絡(WSN-MEs)顯著提高了網(wǎng)絡的能量效率,有效降低了組網(wǎng)成本。然而移動性管理帶來了靜態(tài)WSNs所沒有的諸多挑戰(zhàn)。對WSN-MEs數(shù)據(jù)收集應用,依據(jù)不同的場景可以采用不同的模式:對實時性要求高的事件監(jiān)測類應用,如何捕獲移動元素軌跡構建多跳動態(tài)路由是一個挑戰(zhàn);對采用直接接觸方式進行數(shù)據(jù)收集的應用,由于移動節(jié)點的低速會引起較大的數(shù)據(jù)收集時延。據(jù)觀察,數(shù)據(jù)收集時延可以通過局部數(shù)據(jù)匯聚得到有效縮減,該類方法通常聯(lián)合考慮移動性控制和路由。由于傳感節(jié)點受到制作工藝、部署方式和工作環(huán)境等因素的制約,節(jié)點很容易發(fā)生故障。故障節(jié)點的存在為數(shù)據(jù)收集工作帶來了很多不利影響,如收集信息的不精確、能量效率低下、數(shù)據(jù)路由不可靠等。因而,如何從數(shù)目眾多的節(jié)點中識別出故障節(jié)點并且構建容錯的路由機制,進而保證網(wǎng)絡的可靠性引起了研究者越來越多的重視。 本文在深入分析現(xiàn)有研究成果的基礎上,圍繞WSN-MEs中數(shù)據(jù)收集這一核心問題,展開三個方面問題的研究,主要工作包括: 1.針對高效容錯的動態(tài)路由構建,給出了一種基于格的實時數(shù)據(jù)收集協(xié)議:(1)提出一個基于功率控制的彈性的和均勻的格劃分模式,將網(wǎng)絡拓撲劃分為二維虛擬格結構,以此達到良好的網(wǎng)絡擴展性和減少通信時的數(shù)據(jù)傳輸跳數(shù)。(2)提出了一種成員節(jié)點競爭格頭的選舉機制,將網(wǎng)絡分成層次結構。該機制考慮節(jié)點的剩余能量,很好地平衡了網(wǎng)絡節(jié)點的能量消耗,,從而可以有效延長網(wǎng)絡壽命。(3)給出了一個初始最優(yōu)數(shù)據(jù)收集樹的分布式構建方法。為了降低數(shù)據(jù)傳輸時延,消息僅在格頭組成的高層骨干網(wǎng)中傳播,有助于降低消息復雜度。(4)理論分析和仿真結論證明了本方法的有效性,即在不同的參數(shù)設定下,協(xié)議均可以達到較好的效果。 2.針對移動元素的路線規(guī)劃問題,給出了中繼跳約束下基于集結模式的數(shù)據(jù)收集算法:(1)定義了在中繼跳數(shù)約束下基于集結點RN(rendezvous node)的移動數(shù)據(jù)收集問題MDC-RN(mobile data collection based on rendezvous nodes),該問題聯(lián)合考慮移動節(jié)點的巡行和匯聚樹中的數(shù)據(jù)路由,并證明了該問題是NP難的。(2)針對定義的MDC-RN問題,我們給出了兩個高效的基于集結模式的數(shù)據(jù)收集算法加以解決。第一個是從當前節(jié)點d跳鄰居中優(yōu)先選擇具有最大負載節(jié)點作為RN候選的啟發(fā)式算法;第二個算法針對WSNs特征,以分布式迭代確定RN,然后基于確定的RN,使用解決旅行售貨商問題TSP(traveling salesman problem)的相關算法產(chǎn)生移動節(jié)點的巡行。移動節(jié)點沿該巡行周期性地訪問這些RN,并通過單跳或有限跳收集其上緩存的數(shù)據(jù)。(3)理論分析和仿真實驗驗證了所提出算法的有效性。 3.針對數(shù)據(jù)收集的可靠性問題,給出了基于比較模型的節(jié)點故障診斷和容錯路由機制:(1)探索將比較模型用于WSNs節(jié)點的故障診斷,基于故障診斷的RN選舉消除了故障節(jié)點充當RN的可能性,減少了能量的消耗和故障信息的傳播。(2)基于有向無環(huán)圖DAG(directed acyclic graph)構建的多路路由機制,增加了系統(tǒng)的容錯性。(3)RN選擇和多跳路由機制分別考慮節(jié)點的剩余能量和傳輸代價,二者交替執(zhí)行構成基于“輪”的協(xié)議,平衡了網(wǎng)絡中節(jié)點的能量消耗,提高了網(wǎng)絡的能量效率。(4)仿真實驗顯示,所提出的協(xié)議在通信開銷、診斷延遲和能量效率等方面與類似協(xié)議相比均具有一定的優(yōu)勢。
[Abstract]:Wireless sensor network (WSNs) has become an attractive technology covering large range of applications. Most traditional WSN architectures are composed of static nodes densely deployed in the sensing area, and nodes transmit the collected data to the base station through single hop or multi hop communication. In recent years, the mobile element MEs (MO) is introduced into the traditional WSNs. Bile elements to improve the efficiency of the network has become a hot spot of research. Compared with traditional static WSNs, wireless sensor networks with mobile elements (WSN-MEs) significantly improve the energy efficiency of the network and effectively reduce the cost of networking. However, mobility management brings many challenges to static WSNs. For WSN-MEs data collection and application, According to different scenarios, different patterns can be used: for the application of high real-time event monitoring class, it is a challenge to capture mobile element trajectory and build multi hop dynamic routing. The application of data collection using direct contact mode will cause large data collection delay due to the low speed of mobile node. Data collection delay can be effectively reduced through local data convergence. This kind of method usually considers mobility control and routing. Because sensing nodes are restricted by factors such as manufacturing technology, deployment mode and working environment, nodes are easy to fail. The existence of fault nodes brings a lot of adverse effects on data collection work. Such as inaccuracy of collecting information, low energy efficiency and unreliable data routing, how to identify fault nodes from a large number of nodes and build fault-tolerant routing mechanism, thus ensuring the reliability of the network, has caused more and more attention to the researchers.
On the basis of in-depth analysis of the existing research results, this paper focuses on the core issue of data collection in WSN-MEs and launches three aspects of research. The main work includes:
1. aiming at the dynamic routing construction of efficient fault-tolerant, a real-time data collection protocol based on lattice is given. (1) a flexible and uniform grid partition mode based on power control is proposed, and the network topology is divided into two dimensional virtual lattice structure to achieve good network scalability and reduce the number of data transmissions during communication. (2) An election mechanism of the competitive grid head of a member node is presented, which divides the network into a hierarchical structure. The mechanism considers the residual energy of the node, balances the energy consumption of the network nodes, and can effectively prolong the network lifetime. (3) a distributed construction method for the initial optimal data collection tree is given. The message is propagated only in the high level backbone of the lattice head, which helps to reduce the complexity of the message. (4) theoretical analysis and simulation results prove the effectiveness of this method, that is, the protocol can achieve better results under different parameters.
2. for the routing problem of mobile elements, a data collection algorithm based on aggregation mode is given under the relay hop constraint. (1) the mobile data collection problem MDC-RN (mobile data collection based on rendezvous nodes) under the relay hop count constraint RN (mobile data collection based on rendezvous nodes) is defined. The problem is combined to consider the mobile node. The cruising and data routing in the aggregation tree prove that the problem is NP difficult. (2) for the defined MDC-RN problem, we give two efficient data collection algorithms based on the aggregation mode. The first is to select the heuristic algorithm with the largest load node as the RN candidate from the current node D hop neighbor; The second algorithm identifies RN with a distributed iteration for the WSNs feature, and then based on the determined RN, uses a related algorithm to solve the traveling salesman problem TSP (traveling salesman problem). The mobile node visits the RN periodically along the patrol and collects the data cached by a single hop or a finite jump. (3) Theoretical analysis and simulation experiments verify the effectiveness of the proposed algorithm.
3. in view of the reliability problem of data collection, the node fault diagnosis and fault-tolerant routing mechanism based on comparison model are given: (1) the comparison model is used to diagnose the fault of WSNs nodes, and the RN election based on fault diagnosis eliminates the possibility that the fault node acts as the RN, reduces the energy consumption and the propagation of fault information. (2) based on the The multipath routing mechanism constructed by the acyclic graph DAG (directed acyclic graph) increases the fault tolerance of the system. (3) the RN selection and the multi hop routing mechanism consider the residual energy and transmission cost of the nodes respectively. The two ones are implemented alternately to form a "wheel" protocol, which balances the energy consumption of nodes in the network and improves the energy efficiency of the network. (4) Simulation results show that the proposed protocol has some advantages over similar protocols in terms of communication overhead, delay in diagnosis and energy efficiency.

【學位授予單位】:蘇州大學
【學位級別】:博士
【學位授予年份】:2014
【分類號】:TN929.5;TP212.9

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