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CLC number: TN929

On-line Access: 2018-11-11

Received: 2016-11-14

Revision Accepted: 2017-02-21

Crosschecked: 2018-09-17

Cited: 0

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Citations:  Bibtex RefMan EndNote GB/T7714

 ORCID:

Shafqat Ullah Khan

https://orcid.org/0000-0003-1969-1289

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Frontiers of Information Technology & Electronic Engineering  2018 Vol.19 No.9 P.1191-1202

http://doi.org/10.1631/FITEE.1601694


Correction of array failure using grey wolf optimizer hybridized with an interior point algorithm


Author(s):  Shafqat Ullah Khan, M. K. A. Rahim, Liaqat Ali

Affiliation(s):  Advanced RF & Microwave Research Group, Department of Communication Engineering Faculty of Electrical Engineering, Universiti Teknologi Malaysia, Skudai 81310, Malaysia; more

Corresponding email(s):   shafqatphy@yahoo.com

Key Words:  Failure correction, Grey wolf optimizer, Interior point algorithm, Sidelobes, Deeper null depth level


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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.

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Abstract: 
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.

采用内点算法的灰狼优化程序阵列纠错

摘要: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。

关键词:故障纠错;灰狼优化器;内点算法;旁瓣电平;深零度电平

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Reference

[1]Acharya OP, Patnaik A, Sinha SN, 2011. Null steering in failed antenna arrays. Appl Comput Intell Soft Comput, 2011: 692197.

[2]Acharya OP, Patnaik A, Sinha SN, 2014. Limits of compensation in a failed antenna array. Int J RF Microw Comput Aided Eng, 24(6):635-645.

[3]Choudhury B, Acharya OP, Patnaik A, 2013. Bacteria foraging optimization in antenna engineering: an application to array fault finding. Int J RF Microw Comput Aided Eng, 23(2):141-148.

[4]El-Gaafary AAM, Mohamed YS, Hemeida AM, et al., 2015. Grey wolf optimization for multi input multi output system. Univ J Commun Netw, 3(1):1-6.

[5]Fonollosa J, Vergara A, Huerta R, 2013. Algorithmic mitigation of sensor failure: is sensor replacement really necessary? Sens Actuat B, 183:211-221.

[6]Hejres JA, 2004. Null steering in phased arrays by controlling the positions of selected elements. IEEE Trans Antennas Propag, 52(11):2891-2895.

[7]Hejres JA, Peng A, Hijres J, 2007. Fast method for sidelobe nulling in a partially adaptive linear array using the elements positions. IEEE Antennas Wirel Propag Lett, 6:332-335.

[8]Khan SU, Qureshi IM, Zaman F, et al., 2013. Null placement and sidelobe suppression in failed array using symmetrical element failure technique and hybrid heuristic computation. Prog Electromag Res B, 52:165-184.

[9]Khan SU, Qureshi IM, Zaman F, et al., 2014. Correction of faulty sensors in phased array radars using symmetrical sensor failure technique and cultural algorithm with differential evolution. Sci World J, 2014:852539.

[10]Khan SU, Qureshi IM, Zaman F, et al., 2015a. An application of hybrid nature inspired computational technique to detect faulty element in array antenna. Proc 12th Int Bhurban Conf on Applied Sciences and Technology, p.629-632.

[11]Khan SU, Qureshi IM, Shoaib B, et al., 2015b. Correction of faulty pattern using cuckoo search algorithm and symmetrical element failure technique along with distance adjustment between the antenna array. Proc 12th Int Bhurban Conf on Applied Sciences and Technology, p.633-636.

[12]Khan SU, Qureshi IM, Shoaib B, 2015c. Meta-heuristic cuckoo search algorithm for the correction of failed array antenna. Mehran Univ Res J, 34(4):325-336.

[13]Khan SU, Qureshi IM, Naveed A, et al., 2016a. Detection of defective sensors in phased array using compressed sensing and hybrid genetic algorithm. J Sens, 2016: 6139802.

[14]Khan SU, Qureshi IM, Haider H, et al., 2016b. Diagnosis of faulty sensors in phased array radar using compressed sensing and hybrid IRLS-SSF algorithm. Wirel Pers Commun, 91(2):383-402.

[15]Khan SU, Qureshi IM, Shoaib B, et al., 2016c. Recovery of failed element signal with a digitally beamforming using linear symmetrical array antenna. J Inform Sci Eng, 32(3): 611-624.

[16]Khan SU, Qureshi IM, Zaman F, et al., 2017. Detecting faulty sensors in an array using symmetrical structure and cultural algorithm hybridized with differential evolution. Front Inform Technol Electron Eng, 18(2):235-245.

[17]Mirjalili S, Mirjalili SM, Lewis A, 2014. Grey wolf optimizer. Adv Eng Softw, 69:46-61.

[18]Muro C, Escobedo R, Spector L, et al., 2011. Wolf-pack (Canis lupus) hunting strategies emerge from simple rules in computational simulations. Behav Process, 88(3):192-

[19]197.

[20]Peters TJ, 1991. A conjugate gradient-based algorithm to minimize the sidelobe level of planar arrays with element failures. IEEE Trans Antennas Propag, 39(10):1497-1504.

[21]Poli L, Rocca P, Oliveri G, et al., 2014. Failure correction in time-modulated linear arrays. IET Radar Sonar Navig, 8(3):195-201.

[22]Potra FA, Wright SJ, 2000. Interior-point methods. J Comput Appl Math, 124(1-2):281-302.

[23]Raja MAZ, Ahmad I, Khan I, et al., 2017. Neuro-heuristic computational intelligence for solving nonlinear pantograph systems. Front Inform Technol Electron Eng, 18(4): 464-484.

[24]Ram G, Mandal D, Ghoshal SP, et al., 2017. Optimal array factor radiation pattern synthesis for linear antenna array using cat swarm optimization: validation by an electromagnetic simulator. Front Inform Technol Electron Eng, 18(4):570-577.

[25]Shoaib B, Qureshi IM, Butt SA, et al., 2015. Adaptive step size kernel least mean square algorithm for Lorenz time series prediction. Proc 12th Int Bhurban Conf on Applied Sciences and Technology, p.218-221.

[26]Song HM, Sulaiman MH, Mohamed MR, 2014. An application of grey wolf optimizer for solving combined economic emission dispatch problems. Int Rev Model Simul, 7(5):

[27]Uysal A, Bayir R, 2013. Real-time condition monitoring andfault diagnosis in switched reluctance motors with Kohonen neural network. J Zhejiang Univ-Sci C (Comput & Electron), 14(12):941-952.

[28]Wolff I, 1937. Determination of the radiating system which will produce a specified directional characteristic. Proc Inst Radio Eng, 25(5):630-643.

[29]Wong LI, Sulaiman MH, Mohamed MR, et al., 2014. Grey wolf optimizer for solving economic dispatch problems. Proc IEEE Int Conf on Power and Energy, p.150-154.

[30]Wright SJ, 1997. Primal-Dual Interior-Point Methods. Society for Industrial and Applied Mathematics, Philadelphia, USA.

[31]Yeo BK, Lu YL, 1999. Array failure correction with a genetic algorithm. IEEE Trans Antennas Propag, 47(5):823-828.

[32]Zhang HW, Xie JW, Lu WL, et al., 2017. A scheduling method based on a hybrid genetic particle swarm algorithm for multifunction phased array radar. Front Inform Technol Electron Eng, 18(11):1806-1816.

[33]Zhu CL, Wang WQ, Chen H, et al., 2015. Impaired sensor diagnosis, beamforming, and DOA estimation with difference co-array processing. IEEE Sens J, 15(7):3773-3780.

[34]Zou DX, Wang GG, Pan G, et al., 2016. A modified simulated annealing algorithm and an excessive area model for floorplanning using fixed-outline constraints. Front Inform Technol Electron Eng, 17(11):1228-1244.

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