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Erschienen in: Neural Computing and Applications 4/2019

19.07.2017 | Original Article

Levenberg–Marquardt neural network to estimate UPFC-coordinated PSS parameters to enhance power system stability

verfasst von: Md Juel Rana, Mohammad Shoaib Shahriar, Md Shafiullah

Erschienen in: Neural Computing and Applications | Ausgabe 4/2019

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Abstract

Due to the presence of weak tie line interconnections, small signal oscillations are created in power system networks. Damping out these oscillations is one of the most crucial issues to be settled down for the stability of power system industry. The employment of flexible AC transmission systems (FACTS) may suppress these oscillations effectively in addition to the enhancement of power transfer capability. Unified power flow controller (UPFC) is one of those FACTS devices which are installed in the powers grids, which ensures proper functionality of high-voltage transmission lines. To select the proper parameters of power system stabilizer (PSS) when applied with UPFC is a challenge in this field which can be represented as a multi-objective optimization problem. This work aims to optimize the PSS parameters of power network incorporating UPFC using the artificial neural network (ANN) in real time to damp out the small signal oscillations with a view to enhancing the stability of the power system where the Levenberg–Marquardt (LM) algorithm is used as the training algorithm. System eigenvalues obtained from ANN-tuned PSS coordinated with UPFC and the fixed gain conventional PSS with UPFC are compared to investigate the efficiency of the proposed technique for different loading conditions. Additionally, the comparison has been made in time domain simulation results which prove the superiority of the proposed technique over conventional technique. Moreover, the satisfactory values of statistical performance measures validate the efficacy of the prediction capability of the proposed LM-NN approach.

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Literatur
2.
Zurück zum Zitat Sambariya DK, Prasad R (2013) Design of PSS for SMIB system using robust fast output sampling feedback technique. In: 7th international conference of intelligent systems control 166–171. doi:10.1109/ISCO.2013.6481142 Sambariya DK, Prasad R (2013) Design of PSS for SMIB system using robust fast output sampling feedback technique. In: 7th international conference of intelligent systems control 166–171. doi:10.​1109/​ISCO.​2013.​6481142
4.
Zurück zum Zitat Shafiullah M, Rana MJ, Coelho LS et al (2017) Designing lead–lag PSS employing backtracking search algorithm to improve power system damping. In: 9th IEEE GCC Conference and Exhibition. pp 1–6 Shafiullah M, Rana MJ, Coelho LS et al (2017) Designing lead–lag PSS employing backtracking search algorithm to improve power system damping. In: 9th IEEE GCC Conference and Exhibition. pp 1–6
5.
Zurück zum Zitat Abido MA, Al-Awami AT, Abdel-Magid YL (2006) Simultaneous design of damping controllers and internal controllers of a unified power flow controller. IEEE Power Eng Soc Gen Meet. doi:10.1109/PES.2006.1709297 Abido MA, Al-Awami AT, Abdel-Magid YL (2006) Simultaneous design of damping controllers and internal controllers of a unified power flow controller. IEEE Power Eng Soc Gen Meet. doi:10.​1109/​PES.​2006.​1709297
6.
Zurück zum Zitat Wood AJ, Wollenberg BF, Sheblé GB (2013) Power generation, operation, and control, 3rd edn. Wiley, New Jersey Wood AJ, Wollenberg BF, Sheblé GB (2013) Power generation, operation, and control, 3rd edn. Wiley, New Jersey
7.
Zurück zum Zitat Eslami M, Shareef H, Mohamed A (2010) Application of PSS and FACTS devices for intensification of power system stability. Int Rev Electr Eng 5:552–570 Eslami M, Shareef H, Mohamed A (2010) Application of PSS and FACTS devices for intensification of power system stability. Int Rev Electr Eng 5:552–570
8.
Zurück zum Zitat Alam MS, Razzak MA, Shafiullah M, Chowdhury AH (2012) Application of TCSC and SVC in damping oscillations in Bangladesh power system. In: 7th international conference on electrical computer engineering, pp 571–574. doi:10.1109/ICECE.2012.6471614 Alam MS, Razzak MA, Shafiullah M, Chowdhury AH (2012) Application of TCSC and SVC in damping oscillations in Bangladesh power system. In: 7th international conference on electrical computer engineering, pp 571–574. doi:10.​1109/​ICECE.​2012.​6471614
9.
Zurück zum Zitat Alam MS, Shafiullah M, Hossain MI, Hasan MN (2015) Enhancement of power system damping employing TCSC with genetic algorithm based controller design. Int Conf Electr Eng Inf Commun Tech. doi:10.1109/ICEEICT.2015.7307353 Alam MS, Shafiullah M, Hossain MI, Hasan MN (2015) Enhancement of power system damping employing TCSC with genetic algorithm based controller design. Int Conf Electr Eng Inf Commun Tech. doi:10.​1109/​ICEEICT.​2015.​7307353
10.
Zurück zum Zitat Siddiqui AS, Khan MT, Iqbal F (2015) Determination of optimal location of TCSC and STATCOM for congestion management in deregulated power system. Int J Syst Assur Eng Manag. doi:10.1007/s13198-014-0332-4 Siddiqui AS, Khan MT, Iqbal F (2015) Determination of optimal location of TCSC and STATCOM for congestion management in deregulated power system. Int J Syst Assur Eng Manag. doi:10.​1007/​s13198-014-0332-4
13.
Zurück zum Zitat Shafiullah M, Alam MS, Hossain MI, Hasan MN (2014) Transient performance improvement of power system by optimal design of SVC controller employing genetic algorithm. In: 8th international conference on electrical computer engineering, pp 540–543. doi:10.1109/ICECE.2014.7026947 Shafiullah M, Alam MS, Hossain MI, Hasan MN (2014) Transient performance improvement of power system by optimal design of SVC controller employing genetic algorithm. In: 8th international conference on electrical computer engineering, pp 540–543. doi:10.​1109/​ICECE.​2014.​7026947
16.
Zurück zum Zitat Wartana IM, Agustini NP (2011) Optimal placement of UPFC for maximizing system loadability and minimizing active power losses in system stability margins by NSGA-II. In: Proceedings of international conference on electrical engineering and informatics, pp 1–6. doi:10.1109/ICEEI.2011.6021665 Wartana IM, Agustini NP (2011) Optimal placement of UPFC for maximizing system loadability and minimizing active power losses in system stability margins by NSGA-II. In: Proceedings of international conference on electrical engineering and informatics, pp 1–6. doi:10.​1109/​ICEEI.​2011.​6021665
17.
18.
19.
Zurück zum Zitat Hassan LH, Moghavvemi M, Almurib HAF, Muttaqi KM (2013) A coordinated design of PSSs and UPFC-based stabilizer using genetic algorithm. IEEE Ind Appl Soc Annu Meet 2013:1–9. doi:10.1109/IAS.2013.6682601 Hassan LH, Moghavvemi M, Almurib HAF, Muttaqi KM (2013) A coordinated design of PSSs and UPFC-based stabilizer using genetic algorithm. IEEE Ind Appl Soc Annu Meet 2013:1–9. doi:10.​1109/​IAS.​2013.​6682601
20.
Zurück zum Zitat Shahriar MS, Shafiullah M, Asif MA et al (2015) Design of multi-objective UPFC employing backtracking search algorithm for enhancement of power system stability. In: 18th international conference on computer infomation and technology, pp 323–328. doi:10.1109/ICCITECHN.2015.7488090 Shahriar MS, Shafiullah M, Asif MA et al (2015) Design of multi-objective UPFC employing backtracking search algorithm for enhancement of power system stability. In: 18th international conference on computer infomation and technology, pp 323–328. doi:10.​1109/​ICCITECHN.​2015.​7488090
21.
Zurück zum Zitat Baskaran S, Karpagam N, Devaraj D (2012) Optimization of UPFC controllable parameters for stability enhancement with real-coded genetic algorithm. Int Conf Adv Eng Sci Manag 2012:250–255 Baskaran S, Karpagam N, Devaraj D (2012) Optimization of UPFC controllable parameters for stability enhancement with real-coded genetic algorithm. Int Conf Adv Eng Sci Manag 2012:250–255
22.
Zurück zum Zitat Vanitila R, Sudhakaran M (2012) Differential evolution algorithm based Weighted Additive FGA approach for optimal power flow using muti-type FACTS devices. Int Conf Emerg Trends Electr Eng Energy Manag. doi:10.1109/ICETEEEM.2012.6494459 Vanitila R, Sudhakaran M (2012) Differential evolution algorithm based Weighted Additive FGA approach for optimal power flow using muti-type FACTS devices. Int Conf Emerg Trends Electr Eng Energy Manag. doi:10.​1109/​ICETEEEM.​2012.​6494459
23.
Zurück zum Zitat Hamid Z, Musirin I, Othman MM, Khalil MR (2010) Optimum tuning of unified power flow controller via ant colony optimization technique. In: 4th international power engineering and optimization conference, pp 170–177. doi:10.1109/PEOCO.2010.5559166 Hamid Z, Musirin I, Othman MM, Khalil MR (2010) Optimum tuning of unified power flow controller via ant colony optimization technique. In: 4th international power engineering and optimization conference, pp 170–177. doi:10.​1109/​PEOCO.​2010.​5559166
25.
Zurück zum Zitat Masiur Rahman S, Khondaker AN, Imtiaz Hossain M et al (2017) Neurogenetic modeling of energy demand in the United Arab Emirates, Saudi Arabia, and Qatar. Environ Prog Sustain Energy. doi:10.1002/ep.12558 Masiur Rahman S, Khondaker AN, Imtiaz Hossain M et al (2017) Neurogenetic modeling of energy demand in the United Arab Emirates, Saudi Arabia, and Qatar. Environ Prog Sustain Energy. doi:10.​1002/​ep.​12558
26.
Zurück zum Zitat Kumar J, Kumar PP, Mahesh A, Shrivastava A (2011) Power system stabilizer based on artificial neural network. In: IEEE international conference on power and energy systems, pp 1–6 Kumar J, Kumar PP, Mahesh A, Shrivastava A (2011) Power system stabilizer based on artificial neural network. In: IEEE international conference on power and energy systems, pp 1–6
27.
Zurück zum Zitat Ijaz M, Shafiullah M, Abido MA (2015) Classification of power quality disturbances using Wavelet Transform and Optimized ANN. In: Proceedings of 18th international conference intell system applications to power systems (ISAP), pp 1–6. doi:10.1109/ISAP.2015.7325522 Ijaz M, Shafiullah M, Abido MA (2015) Classification of power quality disturbances using Wavelet Transform and Optimized ANN. In: Proceedings of 18th international conference intell system applications to power systems (ISAP), pp 1–6. doi:10.​1109/​ISAP.​2015.​7325522
28.
Zurück zum Zitat Yang L, Hao Y, Liu Q, Zhu X (2015) Ship traffic volume forecast in bridge area based on enhanced hybrid radial basis function neural networks. In: IEEE international conference transportation information safety, pp 38–43 Yang L, Hao Y, Liu Q, Zhu X (2015) Ship traffic volume forecast in bridge area based on enhanced hybrid radial basis function neural networks. In: IEEE international conference transportation information safety, pp 38–43
29.
Zurück zum Zitat Mishra S, Prusty R, Hota PK (2015) Analysis of Levenberg–Marquardt and Scaled Conjugate gradient training algorithms for artificial neural network based LS and MMSE estimated channel equalizers. Int Conf Man Mach Interfacing 2015:1–7. doi:10.1109/MAMI.2015.7456617 Mishra S, Prusty R, Hota PK (2015) Analysis of Levenberg–Marquardt and Scaled Conjugate gradient training algorithms for artificial neural network based LS and MMSE estimated channel equalizers. Int Conf Man Mach Interfacing 2015:1–7. doi:10.​1109/​MAMI.​2015.​7456617
30.
Zurück zum Zitat Shafiullah M, Ijaz M, Abido MA, Al-Hamouz Z (2017) Optimized support vector machine & wavelet transform for distribution grid fault location. In: 11th IEEE international conference on compatibility, power electronics and power engineering, pp 77–82. doi:10.1109/CPE.2017.7915148 Shafiullah M, Ijaz M, Abido MA, Al-Hamouz Z (2017) Optimized support vector machine & wavelet transform for distribution grid fault location. In: 11th IEEE international conference on compatibility, power electronics and power engineering, pp 77–82. doi:10.​1109/​CPE.​2017.​7915148
32.
Zurück zum Zitat Shayeghi H, Shayanfar H, Jalilzadeh S (2009) Simultaneous coordinated designing of UPFC and PSS output feedback controllers using PSO. J Electr Eng 60:177–184 Shayeghi H, Shayanfar H, Jalilzadeh S (2009) Simultaneous coordinated designing of UPFC and PSS output feedback controllers using PSO. J Electr Eng 60:177–184
33.
Zurück zum Zitat Shahriar MS, Ahmed MA, Ullah MS (2012) Design and analysis of a model predictive unified power flow controller (MPUPFC) for power system stability assessment. Int J Electr Comput Sci 2:32–37 Shahriar MS, Ahmed MA, Ullah MS (2012) Design and analysis of a model predictive unified power flow controller (MPUPFC) for power system stability assessment. Int J Electr Comput Sci 2:32–37
34.
Zurück zum Zitat Shahriar MS, Ahmed MA, Ullah MS (2012) Model predictive unified power flow controller (MPUPFC): performance analysis of an MPUPFC for power system stability assessment. LAP LAMBERT Academic Publishing, Saarbrücken, Germany Shahriar MS, Ahmed MA, Ullah MS (2012) Model predictive unified power flow controller (MPUPFC): performance analysis of an MPUPFC for power system stability assessment. LAP LAMBERT Academic Publishing, Saarbrücken, Germany
35.
Zurück zum Zitat Shayeghi H, Shayanfar H, Jalilzadeh S (2009) Simultaneous coordinated designing of UPFC and PSS output feedback controllers using PSO. J Electr Eng 60:177–184 Shayeghi H, Shayanfar H, Jalilzadeh S (2009) Simultaneous coordinated designing of UPFC and PSS output feedback controllers using PSO. J Electr Eng 60:177–184
36.
Zurück zum Zitat Ajami A, Armaghan M (2010) Application of multi-objective PSO algorithm for power system stability enhancement by means of SSSC. Int J Comput Electr Eng 2:838–845CrossRef Ajami A, Armaghan M (2010) Application of multi-objective PSO algorithm for power system stability enhancement by means of SSSC. Int J Comput Electr Eng 2:838–845CrossRef
39.
Zurück zum Zitat Shafiullah M, Abido MA, Coelho LS (2015) Design of robust PSS in multimachine power systems using backtracking search algorithm. In: Proceedings 18th international conference intell system applications to power systems (ISAP), pp 1–6. doi:10.1109/ISAP.2015.7325528 Shafiullah M, Abido MA, Coelho LS (2015) Design of robust PSS in multimachine power systems using backtracking search algorithm. In: Proceedings 18th international conference intell system applications to power systems (ISAP), pp 1–6. doi:10.​1109/​ISAP.​2015.​7325528
40.
Zurück zum Zitat Shafiullah M, Rana MJ, Alam MS, Uddin MA (2016) Optimal placement of Phasor measurement units for transmission grid observability. Int Conf Innov Sci Eng Technol 2016:1–4. doi:10.1109/ICISET.2016.7856492 Shafiullah M, Rana MJ, Alam MS, Uddin MA (2016) Optimal placement of Phasor measurement units for transmission grid observability. Int Conf Innov Sci Eng Technol 2016:1–4. doi:10.​1109/​ICISET.​2016.​7856492
42.
Zurück zum Zitat Wilamowski BM, Irwin JD (2011) The industrial electronics handbook Intelligent systems. CRC Press, Boca Raton, Florida, United States Wilamowski BM, Irwin JD (2011) The industrial electronics handbook Intelligent systems. CRC Press, Boca Raton, Florida, United States
Metadaten
Titel
Levenberg–Marquardt neural network to estimate UPFC-coordinated PSS parameters to enhance power system stability
verfasst von
Md Juel Rana
Mohammad Shoaib Shahriar
Md Shafiullah
Publikationsdatum
19.07.2017
Verlag
Springer London
Erschienen in
Neural Computing and Applications / Ausgabe 4/2019
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-017-3156-8

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