异构IWSN下对Sybil攻击源的定位
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摘要
针对工业无线传感器网络中女巫攻击源定位问题,采用一种基于RSSD的定位估计算法。首先,利用DV-Hop算法估计出未知参考节点的坐标并对RSSI值预处理。其次,将攻击节点位置估计问题转化为对非线性方程组的解算问题,分别利用最小二乘法和泰勒级数展开法对攻击节点进行定位。MATLAB仿真结果表明该定位算法可以有效地减少噪声的干扰,解决攻击源不配合定位和信标节点数量少的问题,显著提高节点定位精度。
An RSSD-based location estimation algorithm is adopted to against the problem of Sybil attack source location in industrial wireless sensor networks. First,use DV-Hop algorithm to estimate the coordinates of unknown reference nodes and preprocess the RSSI value. Then,transform the attack node position estimation problem into a solution to the nonlinear equations. The attack nodes are located by using the least square method and the Taylor series expansion method. MATLAB simulation results show that the localization algorithm can effectively reduce the noise interference,solve the problem that the attack source does not cooperate with positioning and the number of beacon nodes is too,and significantly improve the node positioning accuracy.
An RSSD-based location estimation algorithm is adopted to against the problem of Sybil attack source location in industrial wireless sensor networks. First,use DV-Hop algorithm to estimate the coordinates of unknown reference nodes and preprocess the RSSI value. Then,transform the attack node position estimation problem into a solution to the nonlinear equations. The attack nodes are located by using the least square method and the Taylor series expansion method. MATLAB simulation results show that the localization algorithm can effectively reduce the noise interference,solve the problem that the attack source does not cooperate with positioning and the number of beacon nodes is too,and significantly improve the node positioning accuracy.
引文
[1]Salam H A,Khan B M.IWSN-Standards,Challenges and Future[J].IEEE Potentials,2016,35(2):9-16.
[2]Darakeh F,Mohammad-Khani G R,Azmi P.CRWSNP:Cooperative Range-Free Wireless Sensor Network Positioning Algorithm[J].Wireless Networks,2017,24(1):1-17.
[3]Yiu S,Dashti M,Claussen H,et al.Wireless RSSI Fingerprinting Localization[J].Signal Processing,2017,131:235-244.
[4]Zhang G,Zhan X,Dan L.Research and Improvement on Indoor Localization Based on RSSI Fingerprint Database and K-Nearest Neighbor Points[C]//International Conference on Communications,Circuits and Systems.IEEE,2013:68-71.
[5]何青春,沈树群.基于RSSI的无线传感器网络节点定位算法[J].计算机工程与设计,2010,31(2):291-294.
[6]刘玉龙.基于RSSI的无线传感器网络定位算法的研究与实现[D].沈阳:沈阳航空航天大学,2017.
[7]陈金星.基于泰勒级数的无线传感器网络定位算法研究[D].北京:北方工业大学,2017.
[8]Gemayel N E,Jakel H,Jondral F K.A Hybrid TDOA/RSSD Geolocation System Using the Unscented Kalman Filter[C]//Vehicular Technology Conference.IEEE,2014:1-5.
[9]Wang W.Anti-Sybil Attack MPRR-RSSI Localization Algorithm in Wireless Sensor Networks[J].Journal of Electronic Measurement and Instrumentation,2016,30(10):1599-1605.
[10]钱秋雅.无线传感器网络中的Sybil攻击防御与检测技术研究[D].南京:南京邮电大学,2014.
[11]朱颖,孙子文.异构工业无线传感器网络的双层Sybil攻击检测方案[J].信息与控制,2018,47(1):41-47.
[12]Lohrasbipeydeh H,Gulliver T A,Amindavar H.Unknown Transmit Power RSSD Based Source Localization with Sensor Position Uncertainty[J].IEEE Transactions on Communications,2015,63(5):1784-1797.
[13]李敏,罗挺,徐华.一种基于参考节点选择模型的无线传感器网络定位算法[J].传感技术学报,2011,24(2):264-268.
[14]孙佩刚,赵海,张文波,等.普适计算中定位服务的参考点布置及选择算法[J].电子学报,2006,34(8):1456-1463.
[15]魏叶华,李仁发,罗娟,等.基于动态网格划分的移动无线传感器网络定位算法[J].计算机研究与发展,2008,45(11):1920-1927.
[16]刘三阳,胡亚静,张朝辉.基于RSSI测距的DV-Hop算法[J].控制与决策,2017,32(10):1900-1904.
[17]Zou T,Lin S,Li S.Blind RSSD-Based Indoor Localization with Confidence Calibration and Energy Control[J].Sensors,2016,16(6):788-813.
[18]Lohrasbipeydeh H,Gulliver T A,Amindavar H,et al.Efficient RSSD-Based Source Positioning with System Parameter Uncertainties[C]//Vehicular Technology Conference.IEEE,2014:1-4.
[19]林绪森,王红军,王伦文.一种改进的目标位置协同解算算法[J].小型微型计算机系统,2017,38(10):2216-2220.
[20]罗臻.抵御恶意攻击的无线传感网络安全定位算法研究[D].长沙:湖南大学,2015.
[2]Darakeh F,Mohammad-Khani G R,Azmi P.CRWSNP:Cooperative Range-Free Wireless Sensor Network Positioning Algorithm[J].Wireless Networks,2017,24(1):1-17.
[3]Yiu S,Dashti M,Claussen H,et al.Wireless RSSI Fingerprinting Localization[J].Signal Processing,2017,131:235-244.
[4]Zhang G,Zhan X,Dan L.Research and Improvement on Indoor Localization Based on RSSI Fingerprint Database and K-Nearest Neighbor Points[C]//International Conference on Communications,Circuits and Systems.IEEE,2013:68-71.
[5]何青春,沈树群.基于RSSI的无线传感器网络节点定位算法[J].计算机工程与设计,2010,31(2):291-294.
[6]刘玉龙.基于RSSI的无线传感器网络定位算法的研究与实现[D].沈阳:沈阳航空航天大学,2017.
[7]陈金星.基于泰勒级数的无线传感器网络定位算法研究[D].北京:北方工业大学,2017.
[8]Gemayel N E,Jakel H,Jondral F K.A Hybrid TDOA/RSSD Geolocation System Using the Unscented Kalman Filter[C]//Vehicular Technology Conference.IEEE,2014:1-5.
[9]Wang W.Anti-Sybil Attack MPRR-RSSI Localization Algorithm in Wireless Sensor Networks[J].Journal of Electronic Measurement and Instrumentation,2016,30(10):1599-1605.
[10]钱秋雅.无线传感器网络中的Sybil攻击防御与检测技术研究[D].南京:南京邮电大学,2014.
[11]朱颖,孙子文.异构工业无线传感器网络的双层Sybil攻击检测方案[J].信息与控制,2018,47(1):41-47.
[12]Lohrasbipeydeh H,Gulliver T A,Amindavar H.Unknown Transmit Power RSSD Based Source Localization with Sensor Position Uncertainty[J].IEEE Transactions on Communications,2015,63(5):1784-1797.
[13]李敏,罗挺,徐华.一种基于参考节点选择模型的无线传感器网络定位算法[J].传感技术学报,2011,24(2):264-268.
[14]孙佩刚,赵海,张文波,等.普适计算中定位服务的参考点布置及选择算法[J].电子学报,2006,34(8):1456-1463.
[15]魏叶华,李仁发,罗娟,等.基于动态网格划分的移动无线传感器网络定位算法[J].计算机研究与发展,2008,45(11):1920-1927.
[16]刘三阳,胡亚静,张朝辉.基于RSSI测距的DV-Hop算法[J].控制与决策,2017,32(10):1900-1904.
[17]Zou T,Lin S,Li S.Blind RSSD-Based Indoor Localization with Confidence Calibration and Energy Control[J].Sensors,2016,16(6):788-813.
[18]Lohrasbipeydeh H,Gulliver T A,Amindavar H,et al.Efficient RSSD-Based Source Positioning with System Parameter Uncertainties[C]//Vehicular Technology Conference.IEEE,2014:1-4.
[19]林绪森,王红军,王伦文.一种改进的目标位置协同解算算法[J].小型微型计算机系统,2017,38(10):2216-2220.
[20]罗臻.抵御恶意攻击的无线传感网络安全定位算法研究[D].长沙:湖南大学,2015.