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基于电压误差校正的有效磁链法无传感器算法及其在超高速电机上的应用
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作者 余凌飞 刘健萍 +2 位作者 史博 陈兴钊 李达 《大电机技术》 2024年第6期35-44,共10页
氢能具有零污染、来源广、效率高等特点,氢燃料空气压缩机一般为高速永磁同步电机,是未来新能源汽车发展的重要方向。通常情况下空气压缩机的转速都相对较高,电机的传感器在高速工况下获得的信号不够精确。本文提出了一种基于d轴电压误... 氢能具有零污染、来源广、效率高等特点,氢燃料空气压缩机一般为高速永磁同步电机,是未来新能源汽车发展的重要方向。通常情况下空气压缩机的转速都相对较高,电机的传感器在高速工况下获得的信号不够精确。本文提出了一种基于d轴电压误差补偿法的有效磁链法无传感器控制算法,设计了一款针对氢燃料空气压缩机的电机控制器,建立了有效磁链模型以及锁相环模型估计电机转子位置,提出了d轴电压补偿法对估计的转子位置结果进一步优化,采用三段式启动策略设计控制器的硬件结构(包括主控芯片、驱动芯片以及外围电路等),并对该控制器的基本性能和稳定性进行了测试验证,结果表明:该控制器在77kHz载频下可以将电机转速提高至150kr/min,启动时间0.9s,加速到最高转速耗时1.44s,控制器结构简单,鲁棒性强。 展开更多
关键词 空气压缩机 d轴电压误差补偿 无传感器算法 有效磁链法 TC265单片机
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LOW COST IMPLEMENTATION OF SPEED SENSORLESS INDUCTION MOTOR CONTROL USING STATOR FLUX ORIENTATION 被引量:2
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作者 李勇 黄文新 胡育文 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2006年第1期34-40,共7页
The control platform of the induction motor (IM) with low costs is developed by using DSP MC56F8013 with a good performance/price rtaio. The control algorithm for the speed sensorless IM is studied based on the stat... The control platform of the induction motor (IM) with low costs is developed by using DSP MC56F8013 with a good performance/price rtaio. The control algorithm for the speed sensorless IM is studied based on the stator flux orientation (SFO). The algorithm structure is simple to be implemented and cannot be influenced by motor parameters, The improved stator flux estimation is used to compensate errors caused by the low pass filter (LPF). A new speed regulator is designed to ensure the system working with the maximal torque in the transient state. The system simulation and the prototype experiment are made. Results show that the con- trol system has good dynamic and static performance. 展开更多
关键词 induction motor stator flux orientation speed sensorless control algorithm
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Design of real-time data compression wireless sensor network based on LZW algorithm 被引量:2
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作者 CHENG Ya-li LI Jin-ming CHENG Nai-peng 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2019年第2期191-198,共8页
A real-time data compression wireless sensor network based on Lempel-Ziv-Welch encoding(LZW)algorithm is designed for the increasing data volume of terminal nodes when using ZigBee for long-distance wireless communica... A real-time data compression wireless sensor network based on Lempel-Ziv-Welch encoding(LZW)algorithm is designed for the increasing data volume of terminal nodes when using ZigBee for long-distance wireless communication.The system consists of a terminal node,a router,a coordinator,and an upper computer.The terminal node is responsible for storing and sending the collected data after the LZW compression algorithm is compressed;The router is responsible for the relay of data in the wireless network;The coordinator is responsible for sending the received data to the upper computer.In terms of network function realization,the development and configuration of CC2530 chips on terminal nodes,router nodes,and coordinator nodes are completed using the Z-stack protocol stack,and the network is successfully organized.Through the final simulation analysis and test verification,the system realizes the wireless acquisition and storage of remote data,and reduces the network occupancy rate through the data compression,which has a certain practical value and application prospects. 展开更多
关键词 wireless sensor network ZIGBEE LZW algorithm data compression
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A load-balanced minimum energy routing algorithm for Wireless Ad Hoc Sensor Networks 被引量:4
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作者 CAI Wen-yu JIN Xin-yu ZHANG Yu CHEN Kang-sheng 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第4期502-506,共5页
Wireless Ad Hoc Sensor Networks (WSNs) have received considerable academia research attention at present. The energy-constraint sensor nodes in WSNs operate on limited batteries, so it is a very important issue to use... Wireless Ad Hoc Sensor Networks (WSNs) have received considerable academia research attention at present. The energy-constraint sensor nodes in WSNs operate on limited batteries, so it is a very important issue to use energy efficiently and reduce power consumption. To maximize the network lifetime, it is essential to prolong each individual node’s lifetime through minimizing the transmission energy consumption, so that many minimum energy routing schemes for traditional mobile ad hoc network have been developed for this reason. This paper presents a novel minimum energy routing algorithm named Load-Balanced Minimum Energy Routing (LBMER) for WSNs considering both sensor nodes’ energy consumption status and the sensor nodes’ hierarchical congestion levels, which uses mixture of energy balance and traffic balance to solve the problem of “hot spots” of WSNs and avoid the situation of “hot spots” sensor nodes using their energy at much higher rate and die much faster than the other nodes. The path router established by LBMER will not be very congested and the traffic will be distributed evenly in the WSNs. Simulation results verified that the LBMER performance is better than that of Min-Hop routing and the existing minimum energy routing scheme MTPR (Total Transmission Power Routing). 展开更多
关键词 Wireless Ad Hoc Sensor Networks (WSNs) Load-Balanced Minimum Energy Routing (LBMER)
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Node cooperation based location secure verification algorithm in wireless sensor networks localization 被引量:2
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作者 唐弢 Guo Qing +1 位作者 Li Hanqing Peng Bao 《High Technology Letters》 EI CAS 2012年第4期376-381,共6页
For the application of wireless sensor networks in the military field, one of the main challenges is security. To solve the problem of verifying the location claim for a node, a new location verifica- tion algorithm c... For the application of wireless sensor networks in the military field, one of the main challenges is security. To solve the problem of verifying the location claim for a node, a new location verifica- tion algorithm called node cooperation based location secure verification (NCBLSV) algorithm is proposed. NCBLSV could verify malicious nodes by contrasting neighbor nodes and nodes under beam width angle using an adaptive array antenna at a base point. Simulation experiments are con- ducted to evaluate the performance of this algorithm by varying the communication range and the an- tenna beam width angle. Results show that NCBLSV algorithm has high probability of successful ma- licious nodes detection and low probability of false nodes detection. Thus, it is proved that the NCBLSV algorithm is useful and necessary in the wireless sensor networks security. 展开更多
关键词 wireless sensor networks WSNs) node localization SECURE position verifica-tion adaptive array antenna
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An unequal clustering routing protocal for wireless sensor networks based on genetic algorithm 被引量:1
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作者 WANG Lei HUO Jiuyuan Al-Neshmi Hamzah Murad Mohammed 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2022年第3期329-344,共16页
The imbalance of energy consumption in wireless sensor networks(WSNs)easily results in the“hot spot”problem that the sensor nodes in a particular area die due to fast energy consumption.In order to solve the“hot s... The imbalance of energy consumption in wireless sensor networks(WSNs)easily results in the“hot spot”problem that the sensor nodes in a particular area die due to fast energy consumption.In order to solve the“hot spot”problem in WSNs,we propose an unequal clustering routing algorithm based on genetic algorithm(UCR-GA).In the cluster head election phase,the fitness function is constructed based on the residual energy,density and distance between nodes and base station,and the appropriate node is selected as the cluster head.In the data transmission phase,the cluster head selects single-hop or multi-hop communication mode according to the distance to the base station.After we comprehensively consider the residual energy of the cluster head and its communication energy consumption with the base station,an appropriate relay node is selected.The designed protocal is simulated under energy homogeneous and energy heterogeneity conditions,and the results show that the proposed routing protocal can effectively balance energy consumption,prolong the life cycle of network,and is appicable to heterogeneous networks. 展开更多
关键词 wireless sensor networks(WSNs) genetic algorithm(GA) unequal clustering MULTI-HOP life cycle of network energy consumption
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Multi-path routing algorithm in WSN using an improvedparticle swarm optimization 被引量:2
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作者 LI Hui-ling DU Yong-wen XU Ning 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2019年第4期361-368,共8页
To slove the problems of constrained energy and unbalanced load of wireless sensor network(WSN)nodes,a multipath load balancing routing algorithm based on neighborhood subspace cooperation is proposed.The algorithm ad... To slove the problems of constrained energy and unbalanced load of wireless sensor network(WSN)nodes,a multipath load balancing routing algorithm based on neighborhood subspace cooperation is proposed.The algorithm adopts the improved particle swarm optimization(PSO)algorithm,takes the shortest distance and minimum energy consumption as optimization target and divides the nodes in one-hop neighborhood near the base station area into different regions.Furthermore,the algorithm designs a fitness function to find the best node in each region as a relay node and forward the data in parallel through the different paths of the relay nodes.The simulation results show that the proposed algorithm can reduce energy consumption and average end-to-end delay,balance network load and prolong network lifetime effectively. 展开更多
关键词 wireless sensor network(WSN) improved particle swarm optimization(PSO) regional division MULTIPATH LOAD-BALANCING
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Efficient Algorithm for K-Barrier Coverage Based on Integer Linear Programming 被引量:15
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作者 Yanhua Zhang Xingming Sun Baowei Wang 《China Communications》 SCIE CSCD 2016年第7期16-23,共8页
Barrier coverage of wireless sensor networks is an important issue in the detection of intruders who are attempting to cross a region of interest.However,in certain applications,barrier coverage cannot be satisfied af... Barrier coverage of wireless sensor networks is an important issue in the detection of intruders who are attempting to cross a region of interest.However,in certain applications,barrier coverage cannot be satisfied after random deployment.In this paper,we study how mobile sensors can be efficiently relocated to achieve k-barrier coverage.In particular,two problems are studied:relocation of sensors with minimum number of mobile sensors and formation of k-barrier coverage with minimum energy cost.These two problems were formulated as 0–1 integer linear programming(ILP).The formulation is computationally intractable because of integrality and complicated constraints.Therefore,we relax the integrality and complicated constraints of the formulation and construct a special model known as RELAX-RSMN with a totally unimodular constraint coefficient matrix to solve the relaxed 0–1 ILP rapidly through linear programming.Theoretical analysis and simulation were performed to verify the effectiveness of our approach. 展开更多
关键词 k-barrier coverage linear programming wireless sensor networks
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An Iterative Clustering-Based Localization Algorithm for Wireless Sensor Networks 被引量:1
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作者 罗海勇 李慧 +1 位作者 赵方 彭金华 《China Communications》 SCIE CSCD 2011年第1期58-64,共7页
In wireless sensor networks,node localization is a fundamental middleware service.In this paper,a robust and accurate localization algorithm is proposed,which uses a novel iterative clustering model to obtain the most... In wireless sensor networks,node localization is a fundamental middleware service.In this paper,a robust and accurate localization algorithm is proposed,which uses a novel iterative clustering model to obtain the most representative intersection points between every two circles and use them to estimate the position of unknown nodes.Simulation results demonstrate that the proposed algorithm outperforms other localization schemes (such as Min-Max,etc.) in accuracy,scalability and gross error tolerance. 展开更多
关键词 wireless sensor network node localization iterative clustering model
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LOCALIZATION ALGORITHM BASED ON MINIMUM CONDITION NUMBER FOR WIRELESS SENSOR NETWORKS 被引量:1
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作者 Du Xiaoyu Sun Lijuan +1 位作者 Xiao Fu Wang Ruchuan 《Journal of Electronics(China)》 2013年第1期25-32,共8页
During range-based self-localization of Wireless Sensor Network (WSN) nodes, the number and placement methods of beacon nodes have a great influence on the accuracy of localization. This paper proves a theorem which d... During range-based self-localization of Wireless Sensor Network (WSN) nodes, the number and placement methods of beacon nodes have a great influence on the accuracy of localization. This paper proves a theorem which describes the relationship between the placement of beacon nodes and whether the node can be located in 3D indoor environment. In fact, as the highest locating accuracy can be acquired when the beacon nodes form one or more equilateral triangles in 2D plane, we generalizes this conclusion to 3D space, and proposes a beacon nodes selection algorithm based on the minimum condition number to get the higher locating accuracy, which can minimize the influence of distance measurement error. Simulation results show that the algorithm is effective and feasible. 展开更多
关键词 Wireless Sensor Network (WSN) 3D location Beacon node Fractional steps maximumlikelihood algorithm
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Wavelet Transform-Based Distributed Compressed Sensing in Wireless Sensor Networks 被引量:4
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作者 Hu Haifeng Yang Zhen Bao Jianmin 《China Communications》 SCIE CSCD 2012年第2期1-12,共12页
Wireless Sensor Networks(WSN) are mainly characterized by a potentially large number of distributed sensor nodes which collectively transmit information about sensed events to the sink.In this paper,we present a Distr... Wireless Sensor Networks(WSN) are mainly characterized by a potentially large number of distributed sensor nodes which collectively transmit information about sensed events to the sink.In this paper,we present a Distributed Wavelet Basis Generation(DWBG) algorithm performing at the sink to obtain the distributed wavelet basis in WSN.And on this basis,a Wavelet Transform-based Distributed Compressed Sensing(WTDCS) algorithm is proposed to compress and reconstruct the sensed data with spatial correlation.Finally,we make a detailed analysis of relationship between reconstruction performance and WTDCS algorithm parameters such as the compression ratio,the channel Signal-to-Noise Ratio(SNR),the observation noise power and the correlation decay parameter by simulation.The simulation results show that WTDCS can achieve high performance in terms of energy and reconstruction accuracy,as compared to the conventional distributed wavelet transform algorithm. 展开更多
关键词 WSN distributed compressed sensing distributed wavelet transform
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Distributed Localization Algorithm for Wireless Sensor Network Based on Multidimensional Scaling and the Shortest Path Distance Correction 被引量:2
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作者 丁英强 杜留锋 +1 位作者 杨挺 孙雨耕 《Transactions of Tianjin University》 EI CAS 2009年第4期237-244,共8页
Sensor localization is crucial for the configuration and applications of wireless sensor network (WSN). A novel distributed localization algorithm, MDS-DC was proposed for wireless sensor network based on multidimensi... Sensor localization is crucial for the configuration and applications of wireless sensor network (WSN). A novel distributed localization algorithm, MDS-DC was proposed for wireless sensor network based on multidimensional scaling (MDS) and the shortest path distance correction. In MDS-DC, several local positioning regions with reasonable distribution were firstly constructed by an adaptive search algorithm, which ensures the mergence between the local relative maps of the adjacent local position regions and can reduce the number of common nodes in the network. Then, based on the relationships between the estimated distances and actual distances of anchors, the distance estimation vectors of sensors around anchors were corrected in each local positioning region. During the computations of the local relative coordinates, an iterative process, which is the combination of classical MDS algorithm and SMACOF algorithm, was applied. Finally, the global relative positions or absolute positions of sensors were obtained through merging the relative maps of all local positioning regions. Simulation results show that MDS-DC has better performances in positioning precision, energy efficiency and robustness to range error, which can meet the requirements of applications for sensor localization in WSN. 展开更多
关键词 wireless sensor network (WSN) multidimensional scaling local positioning region relative coordinates
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Ant-Colony Based Routing Algorithm in Wireless Sensor Networks 被引量:1
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作者 Shen Yulong Xu Qijian +2 位作者 Pei Qingqi Feng Hailin Ma Jianfeng 《China Communications》 SCIE CSCD 2010年第5期120-128,共9页
In the wireless sensor networks, high efficient data routing for the limited energy resource networks is an important issue. By introducing Antcolony algorithm, this paper proposes the wireless sensor network routing ... In the wireless sensor networks, high efficient data routing for the limited energy resource networks is an important issue. By introducing Antcolony algorithm, this paper proposes the wireless sensor network routing algorithm based on LEACH. During the construction of sensor network clusters, to avoid the node premature death because of the energy consumption, only the nodes whose residual energy is higher than the average energy can be chosen as the cluster heads. The method of repeated division is used to divide the clusters in sensor networks so that the numbers of the nodes in each cluster are balanced. The basic thought of ant-colony algorithm is adopted to realize the data routing between the cluster heads and sink nodes, and the maintenance of routing. The analysis and simulation showed that the proposed routing protocol not only can reduce the energy consumption, balance the energy consumption between nodes, but also prolong the network lifetime. 展开更多
关键词 Wireless Sensor Network routing protocol LEACH Ant-Colony Algorithm
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Predictive direct power control of three-phase PWM rectifier based on TOGI grid voltage sensor free algorithm
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作者 ZHAO Feng LI Shute +4 位作者 CHEN Xiaoqiang WANG Ying GAN Yanqi NIU Xinqiang ZHANG Fan 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2022年第4期451-459,共9页
In predictive direct power control(PDPC)system of three-phase pulse width modulation(PWM)rectifier,grid voltage sensor makes the whole system more complex and costly.Therefore,third-order generalized integrator(TOGI)i... In predictive direct power control(PDPC)system of three-phase pulse width modulation(PWM)rectifier,grid voltage sensor makes the whole system more complex and costly.Therefore,third-order generalized integrator(TOGI)is used to generate orthogonal signals with the same frequency to estimate the grid voltage.In addition,in view of the deviation between actual and reference power in the three-phase PWM rectifier traditional PDPC strategy,a power correction link is designed to correct the power reference value.The grid voltage sensor free algorithm based on TOGI and the corrected PDPC strategy are applied to three-phase PWM rectifier and simulated on the simulation platform.Simulation results show that the proposed method can effectively eliminate the power tracking deviation and the grid voltage.The effectiveness of the proposed method is verified by comparing the simulation results. 展开更多
关键词 three-phase PWM rectifier predictive direct power control grid voltage sensor free algorithm third-order generalized integrator power correction
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TDOA Localization Algorithm with Compensation of Clock Offset for Wireless Sensor Networks 被引量:9
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作者 XIONG Hui CHEN Zhiyuan +1 位作者 YANG Beiya NI Rongpei 《China Communications》 SCIE CSCD 2015年第10期193-201,共9页
This paper presents a source localization algorithm based on the source signal's time-difference-of-arrival(TDOA) for asynchronous wireless sensor network.To obtain synchronization among anchors,all anchors broadc... This paper presents a source localization algorithm based on the source signal's time-difference-of-arrival(TDOA) for asynchronous wireless sensor network.To obtain synchronization among anchors,all anchors broadcast signals periodically,the clock offsets and skews of anchor pairs can be estimated using broadcasting signal's time-of-arrivals(TOA) at anchors.A kalman filter is adopted to improve the accuracy of clock offsets and track the clock drifts due to random fluctuations.Once the source transmits signal,the TOAs at anchors are stamped respectively and source's TDOA error due to clock offset and skew of anchor pair can be mitigated by a compensation operation.Based on a Gaussian noise model,maximum likelihood estimation(MLE) for the source position is obtained.Performance issues are addressed by evaluating the Cramer-Rao lower bound and the selection of broadcasting period.The proposed algorithm is simple and effective,which has close performance with synchronous TDOA algorithm. 展开更多
关键词 wireless sensor network asynchronous sensors Kalman filter localiza-tion time-difference-of-arrival(TDOA) time-of-arrival(TOA) clock offset and skew estimation
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A routing and positioning algorithm based on a K-barrier for use in an underground wireless sensor network 被引量:5
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作者 Wang Ke Wang Qianping Jiang Dong Xu Qin 《Mining Science and Technology》 EI CAS 2011年第6期773-779,共7页
Deployment of nodes based on K-barrier coverage in an underground wireless sensor network is described. The network has automatic routing recovery by using a basic information table (BIT) for each node. An RSSI positi... Deployment of nodes based on K-barrier coverage in an underground wireless sensor network is described. The network has automatic routing recovery by using a basic information table (BIT) for each node. An RSSI positioning algorithm based on a path loss model in the coal mine is used to calculate the path loss in real time within the actual lane way environment. Simulation results show that the packet loss can be controlled to less than 15% by the routing recovery algorithm under special recovery circum- stances. The location precision is within 5 m, which greatly enhances performance compared to tradi- tional frequency location systems. This approach can meet the needs for accurate location underground. 展开更多
关键词 Underground WSN K-barrier Basic information table Path loss model RSSI positioning
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An immune-swarm intelligence based algorithm for deterministic coverage problems of wireless sensor networks 被引量:1
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作者 刘继忠 王保磊 +1 位作者 敖俊宇 Q.M.Jonathan WU 《Journal of Central South University》 SCIE EI CAS 2012年第11期3154-3161,共8页
A novel immune-swarm intelligence (ISI) based algorithm for solving the deterministic coverage problems of wireless sensor networks was presented.It makes full use of information sharing and retains diversity from the... A novel immune-swarm intelligence (ISI) based algorithm for solving the deterministic coverage problems of wireless sensor networks was presented.It makes full use of information sharing and retains diversity from the principle of particle swarm optimization (PSO) and artificial immune system (AIS).The algorithm was analyzed in detail and proper swarm size,evolving generations,gene-exchange individual order,and gene-exchange proportion in molecule were obtained for better algorithm performances.According to the test results,the appropriate parameters are about 50 swarm individuals,over 3 000 evolving generations,20%-25% gene-exchange proportion in molecule with gene-exchange taking place between better fitness affinity individuals.The algorithm is practical and effective in maximizing the coverage probability with given number of sensors and minimizing sensor numbers with required coverage probability in sensor placement.It can reach a better result quickly,especially with the proper calculation parameters. 展开更多
关键词 wireless sensor network deterministic area coverage immune-swarm algorithm particle swarm optimization artificialimmune system
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Potential field based hole detour routing algorithm in wireless sensor networks
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作者 李凤荣 Li +2 位作者 Lei Hu Maolin 《High Technology Letters》 EI CAS 2011年第2期119-125,共7页
The current geographic routing protocols arise data congestion if a multi-flow bypasses a hole simultaneously and excessive energy consumption of hole boundary nodes because these protocols tend to route data packets ... The current geographic routing protocols arise data congestion if a multi-flow bypasses a hole simultaneously and excessive energy consumption of hole boundary nodes because these protocols tend to route data packets along the boundaries of void areas (holes) by perimeter routing scheme.This scheme possibly enlarges the holes phenomenon (called hole diffusion problem) and shortens the life span of the network. A novel geographical routing algorithm based on a potential field approach (PFA) is proposed to deal with multiple holes scenario and restrict data to forward near boundary of a hole. That is, data packets are attracted to its sink and are repulsed away from the hole (s). Simulation results show that PFA is superior to other protocols in terms of packet delivery ratio, network lifetime. 展开更多
关键词 geographic routing perimeter routing scheme hole diffusion potential field network lifetime
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A utility-optimal backoff algorithm for wireless sensor networks
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作者 廖盛斌 杨宗凯 +1 位作者 程文青 刘威 《Journal of Central South University》 SCIE EI CAS 2009年第4期635-639,共5页
A novel backoff algorithm in CSMA/CA-based medium access control (MAC) protocols for clustered sensor networks was proposed. The algorithm requires that all sensor nodes have the same value of contention window (CW) i... A novel backoff algorithm in CSMA/CA-based medium access control (MAC) protocols for clustered sensor networks was proposed. The algorithm requires that all sensor nodes have the same value of contention window (CW) in a cluster, which is revealed by formulating resource allocation as a network utility maximization problem. Then, by maximizing the total network utility with constrains of minimizing collision probability, the optimal value of CW (Wopt) can be computed according to the number of sensor nodes. The new backoff algorithm uses the common optimal value Wopt and leads to fewer collisions than binary exponential backoff algorithm. The simulation results show that the proposed algorithm outperforms standard 802.11 DCF and S-MAC in average collision times, packet delay, total energy consumption, and system throughput. 展开更多
关键词 wireless sensor networks network utility maximization backoff algorithm collision probability
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Sea Route Monitoring System Using Wireless Sensor Network Based on the Data Compression Algorithm
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作者 LI Yang ZHANG Zhongshan +3 位作者 HUANGFU Wei CHAI Xiaomeng ZHU Xinpeng ZHU Hongliang 《China Communications》 SCIE CSCD 2014年第A01期179-186,共8页
The wireless sensor network (WSN) plays an important role in monitoring the environment near the harbor in order to make the ships nearby out of dangers and to optimize the utilization of limited sea routes. Based o... The wireless sensor network (WSN) plays an important role in monitoring the environment near the harbor in order to make the ships nearby out of dangers and to optimize the utilization of limited sea routes. Based on the historical data collected by the buoys with sensing capacities, a novel data compression algorithm called adaptive time piecewise constant vector quantization (ATPCVQ) is proposed to utilize the principal components. The proposed system is capable of lowering the budget of wireless communication and enhancing the lifetime of sensor nodes subject to the constrain of data precision. Furthermore, the proposed algorithm is verified by using the practical data in Qinhuangdao Port of China. 展开更多
关键词 wireless sensor network sea route monitoring data compression principal component analysis
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