
FOLLOWUS
Advanced RF & Microwave Research Group, Department of Communication Engineering, Faculty of Electrical Engineering, Universiti Teknologi Malaysia, Skudai 81310, Malaysia
Department of Electrical Engineering, University of Science and Technology Bannu, Bannu 28100, Pakistan
Shafqat Ullah KHAN, E-mail: shafqatphy@yahoo.com
收稿:2016-11-14,
修回:2018-;9-17,
纸质出版:2018-09
Scan QR Code
Shafqat Ullah KHAN, M. K. A. RAHIM, Liaqat ALI. 采用内点算法的灰狼优化程序阵列纠错[J]. 信息与电子工程前沿(英文), 2018,19(9):1191-1202.
Shafqat Ullah KHAN, M. K. A. RAHIM, Liaqat ALI. Correction of array failure using grey wolf optimizer hybridized with an interior point algorithm[J]. Frontiers of Information Technology & Electronic Engineering, 2018, 19(9): 1191-1202.
Shafqat Ullah KHAN, M. K. A. RAHIM, Liaqat ALI. 采用内点算法的灰狼优化程序阵列纠错[J]. 信息与电子工程前沿(英文), 2018,19(9):1191-1202. DOI: 10.1631/FITEE.1601694.
Shafqat Ullah KHAN, M. K. A. RAHIM, Liaqat ALI. Correction of array failure using grey wolf optimizer hybridized with an interior point algorithm[J]. Frontiers of Information Technology & Electronic Engineering, 2018, 19(9): 1191-1202. DOI: 10.1631/FITEE.1601694.
设计了一个采用内点算法的灰狼优化程序以纠错天线阵列。若单个传感器故障,整个阵列辐射功率图在旁瓣电平(side lobe level,SLL)和深零度电平(null depth level,NDL)方向受干扰,零点被破坏并发生偏离。可通过设计新的适应函数解决这些问题,并减小预期辐射功率图与零限值之间的偏差。该混合算法用于控制天线阵列的辐射功率图。仿真实验使用了由21个传感器组成的天线阵列。仿真结果表明,与现有的SLL和NDL方法相比,所提方法具有良好性能。
We design a grey wolf optimizer hybridized with an interior point algorithm to correct a faulty antenna array. If a single sensor fails
the radiation power pattern of the entire array is disturbed in terms of sidelobe level (SLL) and null depth level (NDL)
and nulls are damaged and shifted from their original locations. All these issues can be solved by designing a new fitness function to reduce the error between the preferred and expected radiation power patterns and the null limitations. The hybrid algorithm has been designed to control the array's faulty radiation power pattern. Antenna arrays composed of 21 sensors are used in an example simulation scenario. The MATLAB simulation results confirm the good performance of the proposed method
compared with the existing methods in terms of SLL and NDL.
OP Acharya , , , A Patnaik , , , SN Sinha . . Null steering in failed antenna arrays . . Appl Comput Intell Soft Comput , , 2011 . . 2011 692197 DOI: 10.1155/2011/692197 http://doi.org/10.1155/2011/692197 . .
OP Acharya , , , A Patnaik , , , SN Sinha . . Limits of compensation in a failed antenna array . . Int J RF Microw Comput Aided Eng , , 2014 . . 24 ( ( 6 ): ): 635 - - 645 . . DOI: 10.1002/mmce.20807 http://doi.org/10.1002/mmce.20807 . .
B Choudhury , , , OP Acharya , , , A Patnaik . . Bacteria foraging optimization in antenna engineering: an application to array fault finding . . Int J RF Microw Comput Aided Eng , , 2013 . . 23 ( ( 2 ): ): 141 - - 148 . . DOI: 10.1002/mmce.20659 http://doi.org/10.1002/mmce.20659 . .
AAM El-Gaafary , , , YS Mohamed , , , AM Hemeida , , , 等 . . Grey wolf optimization for multi input multi output system . . Univ J Commun Netw , , 2015 . . 3 ( ( 1 ): ): 1 - - 6 . . DOI: 10.13189/ujcn.2015.030101 http://doi.org/10.13189/ujcn.2015.030101 . .
J Fonollosa , , , A Vergara , , , R Huerta . . Algorithmic mitigation of sensor failure: is sensor replacement really necessary . . Sens Actuat B , , 2013 . . 183 211 - - 221 . . DOI: 10.1016/j.snb.2013.03.034 http://doi.org/10.1016/j.snb.2013.03.034 . .
JA Hejres . . Null steering in phased arrays by controlling the positions of selected elements . . IEEE Trans Antennas Propag , , 2004 . . 52 ( ( 11 ): ): 2891 - - 2895 . . DOI: 10.1109/TAP.2004.835128 http://doi.org/10.1109/TAP.2004.835128 . .
JA Hejres , , , A Peng , , , J Hijres . . Fast method for sidelobe nulling in a partially adaptive linear array using the elements positions . . IEEE Antennas Wirel Propag Lett , , 2007 . . 6 332 - - 335 . . DOI: 10.1109/LAWP.2007.900955 http://doi.org/10.1109/LAWP.2007.900955 . .
SU Khan , , , IM Qureshi , , , F Zaman , , , 等 . . Null placement and sidelobe suppression in failed array using symmetrical element failure technique and hybrid heuristic computation . . Prog Electromag Res B , , 2013 . . 52 165 - - 184 . . DOI: 10.2528/PIERB13032712 http://doi.org/10.2528/PIERB13032712 . .
SU Khan , , , IM Qureshi , , , F Zaman , , , 等 . . Correction of faulty sensors in phased array radars using symmetrical sensor failure technique and cultural algorithm with differential evolution . . Sci World J , , 2014 . . 2014 852539 DOI: 10.1155/2014/852539 http://doi.org/10.1155/2014/852539 . .
SU Khan , , , IM Qureshi , , , F Zaman , , , 等 . . An application of hybrid nature inspired computational technique to detect faulty element in array antenna . . Proc 12 th Int Bhurban Conf on Applied Sciences and Technology , , 2015a . . p.629 - - 632 . . DOI: 10.1109/IBCAST.2015.7058572 http://doi.org/10.1109/IBCAST.2015.7058572 . .
SU Khan , , , IM Qureshi , , , B Shoaib , , , 等 . . Correction of faulty pattern using cuckoo search algorithm and symmetrical element failure technique along with distance adjustment between the antenna array . . Proc 12 th Int Bhurban Conf on Applied Sciences and Technology , , 2015b . . p.633 - - 636 . . DOI: 10.1109/IBCAST.2015.7058573 http://doi.org/10.1109/IBCAST.2015.7058573 . .
SU Khan , , , IM Qureshi , , , B Shoaib . . Meta-heuristic cuckoo search algorithm for the correction of failed array antenna . . Mehran Univ Res J , , 2015c . . 34 ( ( 4 ): ): 325 - - 336 . . . .
SU Khan , , , IM Qureshi , , , A Naveed , , , 等 . . Detection of defective sensors in phased array using compressed sensing and hybrid genetic algorithm . . J Sens , , 2016a . . 2016 6139802 DOI: 10.1155/2016/6139802 http://doi.org/10.1155/2016/6139802 . .
SU Khan , , , IM Qureshi , , , H Haider , , , 等 . . Diagnosis of faulty sensors in phased array radar using compressed sensing and hybrid IRLS-SSF algorithm . . Wirel Pers Commun , , 2016b . . 91 ( ( 2 ): ): 383 - - 402 . . DOI: 10.1007/s11277-016-3466-7 http://doi.org/10.1007/s11277-016-3466-7 . .
SU Khan , , , IM Qureshi , , , B Shoaib , , , 等 . . Recovery of failed element signal with a digitally beamforming using linear symmetrical array antenna . . J Inform Sci Eng , , 2016c . . 32 ( ( 3 ): ): 611 - - 624 . . . .
SU Khan , , , IM Qureshi , , , F Zaman , , , 等 . . Detecting faulty sensors in an array using symmetrical structure and cultural algorithm hybridized with differential evolution . . Front Inform Technol Electron Eng , , 2017 . . 18 ( ( 2 ): ): 235 - - 245 . . DOI: 10.1631/FITEE.1500315 http://doi.org/10.1631/FITEE.1500315 . .
S Mirjalili , , , SM Mirjalili , , , A Lewis . . Grey wolf optimizer . . Adv Eng Softw , , 2014 . . 69 46 - - 61 . . DOI: 10.1016/j.advengsoft.2013.12.007 http://doi.org/10.1016/j.advengsoft.2013.12.007 . .
C Muro , , , R Escobedo , , , L Spector , , , 等 . . Wolf-pack ( Canis lupus ) hunting strategies emerge from simple rules in computational simulations . . Behav Process , , 2011 . . 88 ( ( 3 ): ): 192 - - 197 . . DOI: 10.1016/j.beproc.2011.09.006 http://doi.org/10.1016/j.beproc.2011.09.006 . .
TJ Peters . . A conjugate gradient-based algorithm to minimize the sidelobe level of planar arrays with element failures . . IEEE Trans Antennas Propag , , 1991 . . 39 ( ( 10 ): ): 1497 - - 1504 . . DOI: 10.1109/8.97381 http://doi.org/10.1109/8.97381 . .
L Poli , , , P Rocca , , , G Oliveri , , , 等 . . Failure correction in time-modulated linear arrays . . IET Radar Sonar Navig , , 2014 . . 8 ( ( 3 ): ): 195 - - 201 . . DOI: 10.1049/iet-rsn.2013.0027 http://doi.org/10.1049/iet-rsn.2013.0027 . .
FA Potra , , , SJ Wright . . Interior-point methods . . J Comput Appl Math , , 2000 . . 124 ( ( 1-2 ): ): 281 - - 302 . . DOI: 10.1016/S0377-0427(00)00433-7 http://doi.org/10.1016/S0377-0427(00)00433-7 . .
MAZ Raja , , , I Ahmad , , , I Khan , , , 等 . . Neuro-heuristic computational intelligence for solving nonlinear pantograph systems . . Front Inform Technol Electron Eng , , 2017 . . 18 ( ( 4 ): ): 464 - - 484 . . DOI: 10.1631/FITEE.1500393 http://doi.org/10.1631/FITEE.1500393 . .
G Ram , , , D Mandal , , , SP Ghoshal , , , 等 . . Optimal array factor radiation pattern synthesis for linear antenna array using cat swarm optimization: validation by an electromagnetic simulator . . Front Inform Technol Electron Eng , , 2017 . . 18 ( ( 4 ): ): 570 - - 577 . . DOI: 10.1631/FITEE.1500371 http://doi.org/10.1631/FITEE.1500371 . .
B Shoaib , , , IM Qureshi , , , SA Butt , , , 等 . . Adaptive step size kernel least mean square algorithm for Lorenz time series prediction . . Proc 12 th Int Bhurban Conf on Applied Sciences and Technology , , 2015 . . p.218 - - 221 . . DOI: 10.1109/IBCAST.2015.7058507 http://doi.org/10.1109/IBCAST.2015.7058507 . .
HM Song , , , MH Sulaiman , , , MR Mohamed . . An application of grey wolf optimizer for solving combined economic emission dispatch problems . . Int Rev Model Simul , , 2014 . . 7 ( ( 5 ): ): 838 - - 844 . . DOI: 10.15866/iremos.v7i5.2799 http://doi.org/10.15866/iremos.v7i5.2799 . .
A Uysal , , , R Bayir . . Real-time condition monitoring andfault diagnosis in switched reluctance motors with Kohonen neural network . . J Zhejiang Univ-Sci C (Comput & Electron) , , 2013 . . 14 ( ( 12 ): ): 941 - - 952 . . DOI: 10.1631/jzus.C1300085 http://doi.org/10.1631/jzus.C1300085 . .
I Wolff . . Determination of the radiating system which will produce a specified directional characteristic . . Proc Inst Radio Eng , , 1937 . . 25 ( ( 5 ): ): 630 - - 643 . . DOI: 10.1109/JRPROC.1937.228158 http://doi.org/10.1109/JRPROC.1937.228158 . .
LI Wong , , , MH Sulaiman , , , MR Mohamed , , , 等 . . Grey wolf optimizer for solving economic dispatch problems . . Proc IEEE Int Conf on Power and Energy , , 2014 . . p.150 - - 154 . . DOI: 10.1109/PECON.2014.7062431 http://doi.org/10.1109/PECON.2014.7062431 . .
SJ Wright . . Primal-Dual Interior-Point Methods . . Society for Industrial and Applied Mathematics, Philadelphia, USA. , , 1997 . . .
BK Yeo , , , YL Lu . . Array failure correction with a genetic algorithm . . IEEE Trans Antennas Propag , , 1999 . . 47 ( ( 5 ): ): 823 - - 828 . . DOI: 10.1109/8.774136 http://doi.org/10.1109/8.774136 . .
HW Zhang , , , JW Xie , , , WL Lu , , , 等 . . A scheduling method based on a hybrid genetic particle swarm algorithm for multifunction phased array radar . . Front Inform Technol Electron Eng , , 2017 . . 18 ( ( 11 ): ): 1806 - - 1816 . . DOI: 10.1631/FITEE.1601358 http://doi.org/10.1631/FITEE.1601358 . .
CL Zhu , , , WQ Wang , , , H Chen , , , 等 . . Impaired sensor diagnosis, beamforming, and DOA estimation with difference co-array processing . . IEEE Sens J , , 2015 . . 15 ( ( 7 ): ): 3773 - - 3780 . . DOI: 10.1109/JSEN.2015.2399510 http://doi.org/10.1109/JSEN.2015.2399510 . .
DX Zou , , , GG Wang , , , G Pan , , , 等 . . A modified simulated annealing algorithm and an excessive area model for floorplanning using fixed-outline constraints . . Front Inform Technol Electron Eng , , 2016 . . 17 ( ( 11 ): ): 1228 - - 1244 . . DOI: 10.1631/FITEE.1500386 http://doi.org/10.1631/FITEE.1500386 . .
关联资源
相关文章
相关作者
相关机构
京公网安备11010802024621