Artículos de revistas
Novel Expert System For Defining Power Quality Compensators
Registro en:
Expert Systems With Applications. Elsevier Ltd, v. 42, n. 7, p. 3562 - 3570, 2015.
9574174
10.1016/j.eswa.2014.12.032
2-s2.0-84920964659
Autor
Liberado E.V.
Marafao F.P.
Simoes M.G.
Souza W.A.D.
Pomilio J.A.
Institución
Resumen
In order to ensure good power quality for modern power systems and/or industrial installations, power conditioning devices have been extensively applied. However, the data analysis for the installation of a determined compensator mainly considers a particular power quality index or disturbance and it is usually based on human expertise. Therefore, this paper proposes a novel expert system that automatically suggests the most appropriate and cost-effective solution for compensating reactive, harmonic and unbalanced current through a careful analysis of several power quality indices and some grid characteristics. Such an expert system is an important tool in real-world applications, where there is a complex scenario in choosing, designing and applying power quality compensators in modern power grids. Since there are no strict boundaries for voltage and current non idealities at distribution level or clear correlation between them and possible solutions, a fuzzy decision-maker was developed to deal with such uncertainties and to embed human expertise in the system. The approach is based on analyzing data from a given time window and providing off-line recommendations for the design and installation of proper compensators. Therefore, the application of the proposed expert system may result in enhanced and faster projects when compared to the traditional design methods for power conditioning. A computational study consisting on applying the suggested compensators for a 5-node network and different load configurations shows the effectiveness of the proposed expert system. 42 7 3562 3570 Akagi, H., Watanabe, E.H., Aredes, M., (2007) Instantaneous Power Theory and Applications to Power Conditioning, , 1st ed. Wiley-IEEE Press Arghandeh, R., Von Meier, A., Broadwater, R., Phasor-based approach for harmonic assessment from multiple distributed energy resources (2014) Proceedings of IEEE PES General Meeting Conference & Exposition, pp. 1-5 Banerjee, A., Mukherjee, V., Ghoshal, S.P., Intelligent fuzzy-based reactive power compensation of an isolated hybrid power system (2014) International Journal of Electrical Power and Energy Systems, 57, pp. 164-177 Bellman, R.E., Zadeh, L.A., Decision-making in a fuzzy environment (1970) Management Science, Application Series, 17, pp. B141-B164 Bhattacharya, S.K., Goswami, S.K., A new fuzzy based solution of the capacitor placement problem in radial distribution system (2009) Expert Systems with Applications, 36, pp. 4207-4212 Bisanovic, S., Hajro, M., Samardzic, M., One approach for reactive power control of capacitor banks in distribution and industrial networks (2014) International Journal of Electrical Power and Energy Systems, 60, pp. 67-73 Bollen, M.H.J., What is power quality? (2003) Electric Power Systems Research, 66, pp. 5-14 Caia, Y.P., Huangc, G.H., Lina, Q.G., Niea, X.H., Tana, Q., An optimization-model-based interactive decision support system for regional energy management systems planning under uncertainty (2009) Expert Systems with Applications, 36, pp. 3470-3482 Chang, Y., Integration of SQP and PSO for optimal planning of harmonic filters (2010) Expert Systems with Applications, 37, pp. 2522-2530 Chang, Y., Low, C., Hung, S., Integrated feasible direction method and genetic algorithm for optimal planning of harmonic filters with uncertainty conditions (2009) Expert Systems with Applications, 36, pp. 3946-3955 Cheng, C., Design of output filter for inverters using fuzzy logic (2011) Expert Systems with Applications, 38, pp. 8639-8647 Cheng, P.T., Chen, C., Lee, T.L., Kuo, S., A cooperative imbalance compensation method for distributed-generation interface converters (2009) IEEE Transactions on Industry Applications, 45, pp. 805-815 Chompoo-Inwai, C., Mungkornassawakul, J., A smart recording power analyzer prototype using lab view and low-cost data acquisition (DAQ) in being a smart renewable monitoring system (2013) Proceedings of IEEE Green Technologies Conference, pp. 49-56 Corasaniti, V.F., Barbieri, M.B., Arnera, P.L., Valla, M.I., Hybrid active filter for reactive and harmonics compensation in a distribution network (2009) IEEE Transactions on Industrial Electronics, 56, pp. 670-677 Currence, E.J., Plizga, J.E., Nelson, H.N., Harmonic resonance at a medium-sized industrial plant (1995) IEEE Transactions on Industry Applications, 31, pp. 682-690 Faisal, M., Mohamed, A., Shareef, H., Hussain, A., Power quality diagnosis using time frequency analysis and rule based techniques (2011) Expert Systems with Applications, 38, pp. 12592-12598 Galvão T. ., M., Belchior F. ., N., Silveira P. ., M., Ribeiro P. ., F., Comparative analysis of power quality instruments measuring voltage and power (2014) Proceedings of IEEE 16th International Conference on Harmonics and Quality of Power (ICHQP), pp. 762-767 Golovanov, N., Lazaroiu G. ., C., Porumb, R., Wind generation assessment proposal by experimental harmonic and distortion factor analysis (2013) Proceedings of 48th International Universities' Power Engineering Conference (UPEC), pp. 1-4 Gunal, S., Gerek, O.N., Ece, D.G., Edizkan, R., The search for optimal feature set in power quality event classification (2009) Expert Systems with Applications, 36, pp. 10266-10273 Gyugy, L., Otto, R.A., Putman, T.H., Principles and applications of static, thyristor-controlled shunt compensators (1978) IEEE Transactions on Power Apparatus and Systems, 97, pp. 1935-1945 Hashemi, S., Aghamohammad, M.R., Wavelet based feature extraction of voltage profile for online voltage stability assessment using RBF neural network (2013) International Journal of Electrical Power and Energy Systems, 49, pp. 86-94 Hassan, L.H., Moghavvemi, M., Almurib, H.A.F., Steinmayer, O., Current state of neural networks applications in power system monitoring and control (2013) International Journal of Electrical Power and Energy Systems, 51, pp. 134-144 IEEE - Institute of Electrical and Electronics Engineers (1993) IEEE Recommended Practices and Requirements for Harmonic Control in Electrical Power Systems in IEEE Standard, pp. 519-1992 (2010) IEEE Standard Definitions for the Measurement of Electrical Power Quantities under Sinusoidal, Nonsinusoidal, Balanced or Unbalanced Conditions, , IEEE - Institute of Electrical and Electronics Engineers. IEEE Std 1459-2010 Jegathesan, V., Jerome, J., Elimination of lower order harmonics in voltage source inverter feeding an induction motor drive using evolutionary algorithms (2011) Expert Systems with Applications, 38, pp. 692-699 Jintakosonwit, P., Srianthumrong, S., Jintagosonwit, P., Implementation and performance of an anti-resonance hybrid delta-connected capacitor bank for power factor correction (2007) IEEE Transactions on Power Electronics, 22, pp. 2543-2551 Kriukov, A., Grigoras, G., Scarlatache, F., Ivanov, O., Vicol, B., Use of fuzzy techniques in reliability assessment of electric distribution systems (2014) Proceedings of IEEE 16th International Conference on Harmonics and Quality of Power (ICHQP), pp. 29-33 Liberado, E.V., Souza, W.A., Pomilio, J.A., Paredes, H.K.M., Marafão, F.P., Design of static var compensators using a general reactive energy definition (2013) Przeglad Elektrotechniczny (Electrical Review), 89, pp. 233-238 Low, C., Chang, Y., Hung, S., An application of sequential neural-network approximation for sitting and sizing passive harmonic filters (2009) Expert Systems with Applications, 36, pp. 2910-2920 Marafão, F.P., Souza, W.A., Liberado, E.V., Silva, L.C.P., Paredes, H.K.M., Load analyser using conservative power theory (2013) Przeglad Elektrotechniczny (Electrical Review), 12, pp. 1-6 Morsi, W.G., El-Hawary, M.E., A new fuzzy-based representative quality power factor for nonsinusoidal situations (2008) IEEE Transactions on Power Delivery, 23, pp. 930-936 Morsi, W.G., El-Hawary, M.E., A new fuzzy-based representative quality power factor for unbalanced three-phase systems with nonsinusoidal situations (2008) IEEE Transactions on Power Delivery, 23, pp. 2426-2438 Obulesu, Y.P., Reddy, M.V., Kusumalatha, Y., A %THD analysis of industrial power distribution systems with active power filter-case studies (2014) International Journal of Electrical Power and Energy Systems, 60, pp. 107-120 Paredes, H.K.M., Costabeber, A., Tenti, P., Application of conservative power theory to cooperative control of distributed compensators in smart grids (2011) Przeglad Elektrotechniczny (Electrical Review), 87, pp. 1-7 Paredes, H.K.M., Silva, L.C.P., Brandão, D., Marafão, F.P., Possible shunt compensation strategies based on conservative power theory (2011) Przeglad Elektrotechniczny (Electrical Review), 87, pp. 34-39 Phipps, J.K., Nelson, J.P., Sen, P.K., Power quality and harmonics on distribution system (1994) IEEE Transactions on Industry Applications, 30, pp. 476-484 Piltan, M., Mehmanchi, E., Ghaderi, S.F., Proposing a decision-making model using analytical hierarchy process and fuzzy expert system for prioritizing industries in installation of combined heat and power systems (2012) Expert Systems with Applications, 39, pp. 1124-1133 Rahmani, S., Hamadi, A., Al-Haddad, K., Dessaint, L.A., A combination of shunt hybrid power filter and thyristor-controlled reactor for power quality (2014) IEEE Transactions on Industrial Electronics, 61, pp. 2152-2164 Ray, R.N., Chatterjee, D., Goswami, S.K., A PSO based optimal switching technique for voltage harmonic reduction of multilevel inverter (2010) Expert Systems with Applications, 37, pp. 7796-7801 Sahin, S., Tolun, M.R., Hassanpour, R., Hybrid expert systems: A survey of current approaches and applications (2012) Expert Systems with Applications, 39, pp. 4609-4617 Salem, M., Mohamed, A., Samad, S.A., Rule based system for power quality disturbance classification incorporating S-transform features (2010) Expert Systems with Applications, 37, pp. 3229-3235 Singh, B., Al-Haddad, K., Chandra, A., A review of active filters for power quality improvement (1999) IEEE Transactions on Industrial Electronics, 46, pp. 960-971 Su H. ., J., Chang G. ., W., Hsu L. ., Y., Lu H. ., J., Lee Y. ., D., Chang Y. ., R., Lin J. ., H., Development of power quality analysis platform for INER Microgrid (2013) Proceedings of IEEE Power and Energy Society General Meeting (PES), pp. 1-5 Suslov K. ., V., Solonina N. ., N., Smirnov A. ., S., Distributed power quality monitoring (2014) Proceedings of IEEE 16th International Conference on Harmonics and Quality of Power (ICHQP), pp. 517-520 Tutkun, N., Improved power quality in a single-phase PWM inverter voltage with bipolar notches through the hybrid genetic algorithms (2010) Expert Systems with Applications, 37, pp. 5614-5620 Vallée, F., Klonari, V., Lisiecki, T., Durieux, O., Moiny, F., Lobry, J., Development of a probabilistic tool using Monte Carlo simulation and smart meters measurements for the long term analysis of low voltage distribution grids with photovoltaic generation (2013) International Journal of Electrical Power and Energy Systems, 53, pp. 468-477 Wang, M., Tseng, Y., A novel analytic method of power quality using extension genetic algorithm and wavelet transform (2011) Expert Systems with Applications, 38, pp. 12491-12496 Yang, Z., Cao, J., Xu, Y., Zhang, H., Yu, P., Yao, S., Data Cleaning for Power Quality Monitoring (2013) Proceedings of Fourth International Conference on Networking and Distributed Computing (ICNDC), pp. 111-115 Zhang, J., Yan, W., Yang, Q., Bao, Z., Sun, R., Power quality measurement and analysis of offshore wind farm based on PSCAD/EMTDC models (2013) Proceedings of Sixth International Conference on Advanced Computational Intelligence (ICACI), pp. 371-375