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Training an Artificial Neural Network (ANN) to Control the Tap Changer of Parallel Transformers for a Closed Primary Bus

  • Sedaghati, Alireza
    • 제어로봇시스템학회:학술대회논문집
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    • 2004.08a
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    • pp.1042-1047
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    • 2004
  • Voltage control is an essential part of the electric energy transmission and distribution system to maintain proper voltage limit at the consumer's terminal. Besides the generating units that provide the basic voltage control, there are many additional voltage-controlling agents e.g., shunt capacitors, shunt reactors, static VAr compensators, regulating transformers mentioned in [1], [2]. The most popular one, among all those agents for controlling voltage levels at the distribution and transmission system, is the on-load tap changer transformer. It serves two functions-energy transformation in different voltage levels and the voltage control. Artificial Neural Network (ANN) has been realized as a convenient tool that can be used in controlling the on load tap changer in the distribution transformers. Usage of the ANN in this area needs suitable training and testing data for performance analysis before the practical application. This paper briefly describes a procedure of processing the data to train an Artificial Neural Network (ANN) to control the tap changer operating decision of parallel transformers for a closed primary bus. The data set are used to train a two layer ANN using three different neural net learning algorithms, namely, Standard Backpropagation [3], Bayesian Regularization [4] and Scaled Conjugate Gradient [5]. The experimental results are presented including performance analysis.

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A Study on the Core Noise Reduction Techniques of Power Transformers (전력용 변압기 철심소음 저감기술에 관한 연구)

  • Kweon, Dong-Jin;Koo, Kyo-Sun;Cho, Ik-Choon;Kim, Yoo-Hyun;Kim, Yung-Sig
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.57 no.11
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    • pp.1962-1969
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    • 2008
  • According to the increase of power demand and expansion of downtown, it is necessary to install transformers additionally in operating substations and construct substations in residential area. But the public complaint is increased due to the transformer noise of the substation. KEPCO has used a vibration preventing pad, various soundproof walls and an encloser to transformers in outdoor substations, and a soundproof door, shutter and wind-path soundproof equipment in indoor substations to block the sound propagation of the transformers. But these noise reduction methods are not satisfied. It should be considered to reduce transformer noise itself. In this paper, we investigated core noise reduction techniques to develope a low noise transformer. The techniques to reduce core noise of the transformer are application of high permeability grain oriented silicon sheets, decrease of magnetic flux density of core, application of 6step-lap core stacking method, improvement of core binding method(binding addition, band fixing) and application of rubber damper in oder to reduce transmission of core vibration, etc.

Analysis on the Temperature Distribution Characteristics of Insulating oil of Transformer Using the Vegetable oil and Mineral oil (식물성 절연유와 광유가 사용된 유입변압기의 온도분포 특성)

  • An, Jung-Sik;Shim, Meoung-Seop;Jung, Joong-Il;Kim, Nam-Ryul;Huh, Chang-Su
    • Proceedings of the KIEE Conference
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    • 2009.07a
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    • pp.1215_1216
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    • 2009
  • Most transformer use insulating and cooling fluids derived from petroleum crude oil, but mineral oil is some possibility of environmental pollution and fire with explosion. vegetable oil fluids extracted from seed has superior biodegradation and fire-resistant properties including an exceptionally high fire point enhancing fire safety. In this study, it is aimed at the practicality of substituting natural ester dielectric fluid for mineral oil in liquid insulation system of transformers. As a rise in coil winding temperature has a direct influence on transformer life time, it is important to evaluate the temperature rise of coil winding in vegetable oil in comparison with mineral oil. Three transformers for the test are designed with 10KVA, 13.2KV, one phase unit. The temperature are directly measured in insulating oil of these transformers with the two sorts of natural ester and mineral oil dielectric fluid respectively. Temperature of vegetable oil transformers was similar to temperature of mineral oil transformer in the same design at 80% load and above.

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A Study on the Tank Noise Reduction Techniques of Power Transformers (전력용 변압기 외함 소음저감에 관한 연구)

  • Kweon, Dong-Jin;Koo, Kyo-Sun;Kim, Jung-Chan;Kim, Yoo-Hyun
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.57 no.10
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    • pp.1759-1766
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    • 2008
  • According to the increase of power demand and expansion of downtown, it is necessary to install transformers additionally in operating substations and construct substations in residential area. But the public complaint has been increased due to the transformer noise of the substation. KEPCO has used a vibration preventing pad, various soundproof walls and an encloser to transformers in outdoor substations, and a soundproof door, shutter and wind-path soundproof equipment in indoor substations to block the sound propagation from the transformers. But these noise reduction methods are not satisfied. It should be considered to reduce transformer noise itself. In this paper, we investigated tank noise reduction techniques to develope a low noise transformer. According to the mode analysis of transformer tank, we found out characteristics and locations of noise on the tank, and it's nature vibration was also analysed. On the basis of these analysis, reinforcement equipment was installed around transformer tank, and ellipse shape tank was changed to round shape tank. The effect of noise reduction was evaluated using noise generation source.

Safety Analysis and Safety Measures of 22900/1200V Oil Immersed Transformer at Power Supply System (전철 급전시스템의 22900/1200V 유입변압기 안전성 분석)

  • Lee, Jong-Su;Lee, Jongwoo
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.62 no.9
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    • pp.1335-1342
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    • 2013
  • Subway is electrified railway system nowadays, in which liquid dielectric transformers have been widely used, though mold type transformers are replacing it. The transformers supplies large electric power and have innate hazards causing accidents under operation. A number of researcher have carried out on failures of it and have oriented to identify transformer's failure causes and how to maintain it healthy state. The transformer failures can cause serious accidents which can provoke economic loss and leads persons to kill. In this paper, we carried out a safety activity to reveal hazards and to estimate risk of subway liquid dielectric transformers using FMEA, HAZOP and What-if methods. In case of installing safety devices in oil immersed transformer, we tried to evaluate an effect on a subsystem's failure rate. We proposed how to design subsystem failure rate and safety device failure rates.

Fuzzy Logic Application in Fault Diagnosis of Transformers Using Dissolved Gases

  • Hooshmand, Rahmat-Allah;Banejad, Mahdi
    • Journal of Electrical Engineering and Technology
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    • v.3 no.3
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    • pp.293-299
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    • 2008
  • One of the problems with the fault diagnosis of transformers based on dissolved gas is the inability to match the result of the different standards of fault diagnosis with real world standards. In this paper, the results of the different standards are analyzed using fuzzy logic and then compared with the empirical test. The proposed method is based on the standards and guidelines of the International Electrotechnical Commission (IEC), the Central Electric Generating Board (CEGB), and the American Society for Testing and Material (ASTM) and its main task is to assist the conventional gas ratio method. The comparison between the suggested method and existing methods indicates the capability of the suggested method in the on-line fault diagnosis of transformers. In addition, in some cases the existing standards are not able to diagnose the fault. For theses instances, the presented method has the potential of diagnosing the fault. In this paper, the information of three real transformers is used to show the capability of the suggested method in diagnosing the fault. The results validate the capability of the presented method in fault diagnosis of the transformer.

A New method for the Calculation of Leakage Reactance in Power Transformers

  • Dawood, Kamran;Alboyaci, Bora;Cinar, Mehmet Aytac;Sonmez, Olus
    • Journal of Electrical Engineering and Technology
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    • v.12 no.5
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    • pp.1883-1890
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    • 2017
  • Transformers are one of the most precious elements of the electric power system. Stability and reliability of the electric power network mainly depend on the working of the transformer. Leakage reactance of the transformer is one of the important factors and accurate calculation of the leakage reactance is necessary for the transformer designers and electric distributors. Leakage reactance of the transformer depends on the geometry of the transformer. There are many different methods for the calculations of the leakage reactance however mostly are usable when the axial heights of the high voltage and low voltage windings are equal. When the axial heights of high voltage and low voltage windings are asymmetric most of the analytical methods are not reliable. In this study, a new analytical method is introduced for the calculation of the leakage reactance. Fourteen different transformers are investigated in this study and four of them are presented in this paper. The results of the new analytical method are compared with the experimental results. Other analytical and numerical methods are also compared with this new method. Results show that this method is more reliable and accurate as compared to the other analytical methods. The maximum relative error between short-circuit test and proposed method for these fourteen transformers was less than 2.8%.

The New Thick-Film Hybrid Converters For Halogen and Fluorescent Lamps

  • Gondek, J.;Dzialek, K.;Kocol, J.;Kawa, B.
    • Journal of the Microelectronics and Packaging Society
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    • v.8 no.2
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    • pp.43-48
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    • 2001
  • Economical consumption of energy, longer life of lamps, higher lighting comfort and new aesthetic of illumination is subject of numerous research and development works. The halogen lamps are an example of positive solution some of above mentioned problems. The electronic transformers are more frequent used for their supply. In comparison with conventional transformers they have less weight, less volume and 60% less power losses. Their advantages are particular visible, when the hybrid technique is applied. The paper presents the results of engineering research and development works carried out in Private Institute of Electronic Engineering, in R. & D. Center for Hybrid Microelectronics and Resistors and in Technical School of Communications in Krakow, in the field of the design and exploitation tests of hybrid converters 220V AC /12V DC (electronic transformers) and electronic ballasts destined for the supply of halogen lamps 20W to 150W and fluorescent lamps respectively. To perform the converters, thick film technology and surface mount technology were used. For the protection of converter electronic circuit the thick film temperature sensor and transistors were applied. Moreover the paper presents the base application circuits of elaborated converters, their technical parameters and exploitation results. The development perspectives of such domain of hybrid circuits are also discussed.

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A Novel Multilevel Inverter Employing Series Connected Transformers (변압기 직렬 결합을 이용한 새로운 멀티 레벨 인버터)

  • 박성준;강필순;박노식;김철우
    • The Transactions of the Korean Institute of Power Electronics
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    • v.8 no.1
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    • pp.9-16
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    • 2003
  • This paper presents an novel multilevel inverter employing series connected transformers to reduce the harmonics of output voltage. The proposed inverter consists of several full-bridge modules and their corresponding transformers. Continuous output voltage levels can be generated from a suitable selection of turns ratio of transformer. And it appears an integral ratio to input DC source. Because of its series operation of transformers, output filter inductor is not required. The validity of the proposed system is verified through the experimental results using a 1.5 [kW] prototype, which can generate a 220 $[V_ac]$ output voltage from $[V_dc]$ input.

LLC Series Resonant Converter with two Transformers (두 대의 LLT 변압기 적용 LLC 직렬 공진 컨버터)

  • Kang, Sung-In;Kim, Joo-Hoon;Kim, Eun-Soo;Park, Jun-Ho;Huh, Dong-Young;Jung, Yong-Chae
    • The Transactions of the Korean Institute of Power Electronics
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    • v.14 no.6
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    • pp.431-439
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    • 2009
  • In this paper, design procedures and voltage gain characteristics on LLC resonant converter with two transformers are described. Two transformers applied to LLC resonant converter are connected in series at the primary and connected in parallel at the secondary to reduce the unbalance of the primary current. Based on the theoretical analysis and simulation results, considering the characteristics of voltage gain and load variation, prototype of the 400W LLC resonant converter for 50inch PDP TV power module is built and the design procedures through the experimental results are verified.