Preview

research paper

Powerful Essays
Open Document
Open Document
2324 Words
Grammar
Grammar
Plagiarism
Plagiarism
Writing
Writing
Score
Score
research paper
Wavelet-Transform-Based Algorithm for Harmonic Analysis of Power System Waveforms

Javid Akhtar, Md Imran Ali Baig
Ghousia College of Engineering
Ramanagaram-571511
mirzaimranalibaig@gmail.com
Abstract
The concept is to develop an approach based on wavelet transform for the evaluation of harmonic contents of power system waveforms. This new algorithmic approach can simultaneously identify all harmonics including integer, non-integer and sub-harmonics. This algorithm presents features that characterize the power quality disturbances from recorded voltage waveforms using wavelet transform. The discrete wavelet transform has been used to detect and analyze power quality disturbances. The disturbances of interest include sag, swell, outage and transient. Waveforms at strategic points can be obtained for analysis, which includes different power quality disturbances. The wavelet has been chosen to perform feature extraction. The outputs of the feature extraction are the wavelet coefficients representing the power quality disturbance signal. Wavelet coefficients at different levels reveal the time localizing information about the variation of the signal. A wavelet packet transform (WPT) method is introduced as a useful tool for detecting, classifying and quantifying the RMS of testing waveform and harmonic ratio value. The proposed approach can measure the distribution of the RMS of testing waveform with respect to individual frequency bands directly from the wavelet transform coefficients. The harmonic ratio value relative to basic frequency band can be calculated as well. The method is evaluated by its application to both analytical waveform and actual testing waveform data. Keywords: wavelet packet transform (WPT), Discrete Fourier Transform (DFT), Fourier Series (FS), Discrete Wavelet Packet Transform (DWPT), Multi-Resolution Analysis (MRA)

1. Introduction
Mathematical transformation are applied to signals to obtain a further

You May Also Find These Documents Helpful

  • Good Essays

    Research Paper

    • 622 Words
    • 3 Pages

    References: Miller, J.P., Barnes, A.J., Bowers, T., Langvandt, T., (2012). Business Law The Ethical, Global,…

    • 622 Words
    • 3 Pages
    Good Essays
  • Good Essays

    research paper

    • 522 Words
    • 2 Pages

    Prepare this assignment according to the APA guidelines found in the APA Style Guide, located in the Student Success Center. An abstract is not required.…

    • 522 Words
    • 2 Pages
    Good Essays
  • Satisfactory Essays

    Research Paper

    • 580 Words
    • 3 Pages

    The purpose of this research is to identify multicultural counseling and ethical issues for school counselors. Multicultural counseling is basd on the diversity of a relationship between a counselor and a client. One of the most important differences for multicultural counseling is how to address the problem through the cultue. Counselors are acknowledging culture into their theory and practice when dealing with school-age students. Although, the progress is increasing there still remains an ethical and multicultural delimma because school counselors may comibine their personal belief and biases assumptions with their counseling responsibilities. However, my research will aim to explore and identify where the problem begins and how to create a different avenue for school counselors.…

    • 580 Words
    • 3 Pages
    Satisfactory Essays
  • Good Essays

    Research paper

    • 873 Words
    • 3 Pages

    You probably recognize the picture above from Wikipedia because it is a portrait of the twelve Olympians of the most famous and influential civilization, the Greeks. Yet, the Greeks also have a famous counterpart, the Romans. Both have left their marks on present day culture and have respectfully done so. It is silly, though, to believe that they did not "borrow" some of each others ideas. The Greeks, in fact, were so far ahead that many cultures emulated their findings; the most popular and similar were the Romans. The Romans obtained many of their mythological views, art, and architecture from the Greeks in order to expand their empire.…

    • 873 Words
    • 3 Pages
    Good Essays
  • Good Essays

    Research Paper

    • 564 Words
    • 3 Pages

    Things Fall Apart by Chinua Achebe is a novel about the colonization of an African culture. Also, the novel is about a tribesman named Okonkwo who lives in an African village called Umuofia which undergoes the drastic changes of colonization. In Things Fall Apart there is an overwhelming amount of masculinity in the culture of Umuofia and clan life in general. However, there is also a balance between masculinity and femininity in certain aspects of their culture and life. In Things Fall Apart by Chinua Achebe the careful balance of masculine roles and feminine roles in society are shown by the point of view in the novel.…

    • 564 Words
    • 3 Pages
    Good Essays
  • Powerful Essays

    Research Paper

    • 8107 Words
    • 33 Pages

    Department of Communication and Mass Media University of Wyoming Laramie, Wyoming, USA Currently, limited research exists that explores the socially taboo topic of interracial dating between African Americans and European Americans. Historically, African Americans and European Americans have had a highly destructive relationship of enslavement and oppression, which has resulted in a history of mistrust, according to P. H. Collins (African American Feminist Thought : Knowledge, Consciousness and the Politics of Empowerment, New York,Routledge, 1990). As a result, this relationship symbolizes the institutionalized oppression embedded in race relations despite the very intimate nature of this romantic relationship. Using the centrality of race within the context of romantic relationships, this study was designed to determine how race in uences the communicative process. Q-sort methodology was used, which required participants to determine what waiting, hinting, direct, and third-party intervention strategies they would use to initiate a date in both same-race and interracial contexts. Findings reveal that when comparing verbal strategies across both contexts and open-ended responses to likelihood or reality of dating interracially, participants were resistant to the idea of dating a person from another race. External factors such as family and society were cited as primary deterrents to involvement in an interracial romantic relationship. In general, participants in this study used more social distancing strategies for initiating interracial dating relationships than same-race dating relationships. KEYWO RDS interracial, romance, dating, race, date initiation, strategies, relationships, Q-sort methodology, interracial dating.…

    • 8107 Words
    • 33 Pages
    Powerful Essays
  • Good Essays

    Research Paper

    • 816 Words
    • 3 Pages

    In her 1963 book, A Feminine Mystique, Betty Friedan wrote, “As she made the beds, shopped for groceries, matched slipcover material, ate peanut butter sandwiches with her children, chauffeured Cub Scouts and Brownies, lay beside her husband at night—she was afraid to ask even of herself the silent question—‘Is this all?’”1. As a result of the constantly glaring of the classic “housewife” from magazines such as Good Housekeeping and members of the government such as Governor Adlai Stevenson, women in the 50s were expected to maintain a reserved lifestyle, which led to lonely dissatisfaction and an internal yearning for a different routine.…

    • 816 Words
    • 3 Pages
    Good Essays
  • Satisfactory Essays

    Research Paper

    • 543 Words
    • 3 Pages

    Shakespeare did a great job in making the historical ruler Julius Caesar and the Shakespeare Julius sound like the same person. Julius Caesar full name is Gaius Julius Caesar and his parents are Aurelia and Gaius Julius Caesar. Julius Caesar was one of the most memorable rulers of ancient Rome. He helped all the nobles get their own land and jobs by redistributing everything. I believe he helped the nobles because his family was always wealthy so he knew how the nobles felt. In 85 BCE, Caesar’s father pasted way. A couple years after his father died he had gotten married had children and been a part of a military legate, where he was awarded the civic crown.…

    • 543 Words
    • 3 Pages
    Satisfactory Essays
  • Powerful Essays

    References: [1] Ranaweera D, Karady G, Farmer R. Economic impact analysis of load forecasting. IEEE Trans Power Syst 1997;12(3):1388–92. [2] Song KB, Ha SK, Park JW, Kweon DJ, Kim KH. Hybrid load forecasting method with analysis of temperature sensitivities. IEEE Trans Power Syst 2006;21(2):869–76. [3] Aguirre LA, Rodrigues DD, Lima ST, Martinez CB. Dynamical prediction and pattern mapping in short-term load forecasting. Int J Electr Power Energy Syst 2008;30:73–82. [4] Truong NV, Wang L, Wong PKC. Modelling and short-term forecasting of daily peak power demand in Victoria using two-dimensional wavelet based SDP models. Int J Electr Power Energy Syst 2008;30:511–8. [5] Bhattacharyya SC. Short-term electric load forecasting using an artificial neural network: case of northern Vietnam. Int J Energy Res 2004;28:463–72. [6] Taylor JW, Buizza R. Neural network load forecasting with weather ensemble predictions. IEEE Trans Power Syst 2002;17(3):626–32. [7] Nengling T, Stenzel J, Wu HX. Techniques of applying wavelet transform into combined model for short-term load forecasting. Electr Power Syst Res 2006;76:525–33. [8] Senjyu T, Takara H, Uezato K, Funabashi T. One-hour-ahead load forecasting using neural network. IEEE Trans Power Syst 2002;17(1):113–8. [9] Ling SH, Leung FHF, Lam HK, Tam PKS. Short-term electric load forecasting based on a neural fuzzy network. IEEE Trans Ind Electron 2003;50(6):1305–16. [10] Papalexopoulos AD, Hesterberg TC. A regression-based approach to short-term system load forecasting. IEEE Trans Power Syst 1990;5(4):1535–50.…

    • 6764 Words
    • 28 Pages
    Powerful Essays
  • Powerful Essays

    Current Harmonic Compensation and Power Factor Improvement by Hybrid Shunt Active Power Filter ABSTRACT In this paper the current harmonic can be compensated by using the Shunt Active Power Filter, Passive Power Filter and the combination of both. The system has the function of voltage stability, and harmonic suppression. The reference current can be calculated by dq transformation.…

    • 2288 Words
    • 10 Pages
    Powerful Essays
  • Better Essays

    [2] C. Sidney Burrus, Ramesh A. Gopinath, Haitato, "Introduction to Wavelets and Wavelet Transforms, Aprimer," Prentice-Hall, New Jersey, 1998.…

    • 1255 Words
    • 6 Pages
    Better Essays
  • Better Essays

    Cbir

    • 1047 Words
    • 5 Pages

    "Content-based" means that the search will analyze the actual contents of the image rather than the metadata such as keywords, tags, and/or descriptions associated with the image. The term 'content' in this context might refer to colors, shapes, textures, or any other information that can be derived from the image itself. CBIR is desirable because most web based image search engines rely purely on metadata and this produces a lot of garbage in the results. Also having humans manually enter keywords for images in a large database can be inefficient, expensive and may not capture every keyword that describes the image. Thus a system that can filter images based on their content would provide better indexing and return more accurate results.…

    • 1047 Words
    • 5 Pages
    Better Essays
  • Powerful Essays

    Ecg Denoising

    • 4538 Words
    • 19 Pages

    I. I NTRODUCTION According to the published literature, majority of the signal denoising methods in the Wavelet domain are based on soft and hard thresholding. The noisy signal is decomposed up to a suitable level, j, using Discrete Wavelet Transform (DWT) and based on noise variance Wavelet coefficients are thresholded √ at t = σ 2 log N (where t is threshold, σ is variance of noise and N is the numbers of samples) [1], [2]. It is…

    • 4538 Words
    • 19 Pages
    Powerful Essays
  • Good Essays

    Research Paper

    • 870 Words
    • 4 Pages

    A marketing strategy requires decisions about the. Specific customers the firm will target and the marketing mix the firm will develop…

    • 870 Words
    • 4 Pages
    Good Essays
  • Good Essays

    proposed a new algorithm for wavelet representation of a signal, which is invariant to time shifts.[3] According to this…

    • 1342 Words
    • 6 Pages
    Good Essays