Determination of interfacial tension of insulating oils by using image analysis and multi-way calibration

被引:24
|
作者
Godinho, Mariana S. [1 ]
Oliveira, Anselmo E. [2 ]
Sena, Marcelo M. [1 ]
机构
[1] Univ Estadual Goias, Unidade Univ Ciencias Exatas & Tecnol, BR-75000000 Anapolis, Go, Brazil
[2] Univ Fed Goias, Inst Quim, Goiania, Go, Brazil
关键词
Power transformers; Insulating oil; N-PLS; Three-way data; Chemometrics; N-way image analysis; MULTIVARIATE IMAGE; TRANSFORMERS INSULATION; CELLULOSIC INSULATION; POWER TRANSFORMERS; MOLECULAR-WEIGHT; DEGRADATION; PAPER; CHROMATOGRAPHY; WATER;
D O I
10.1016/j.microc.2010.01.017
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Power transformers are of great importance in the distribution of electrical energy. One of their most important parts is the insulating system, consisting of Kraft paper immersed in insulating oil. One of the most important parameters used for evaluating the degradation of this system is the oil interfacial tension. The aim of this study was to determine the interfacial tension in samples of insulating oils by using image analysis combined with a multi-way calibration method, N-PLS (multilinear PLS). Forty eight oil samples were obtained, whose values of interfacial tension were determined by a tensiometer, and divided into calibration (38) and validation (10) sets. Scanner images were obtained, converted to grey-scale, domain transformed and stacked in a three-way data array, before modelling. The best N-PLS model was obtained with mean centering and three latent variables and provided a RMSEP of 3 dyn cm(-1). This model provided individual prevision errors between-14 and 16%, which were acceptable for electric energy companies. The proposed method was rapid and non-destructive, showing great advantages over the traditional ones, which are slow and produce chemical waste. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:42 / 45
页数:4
相关论文
共 50 条
  • [31] Improved Hierarchical Classifiers for Multi-Way Sentiment Analysis
    Nuseir, Aya
    Al-Ayyoub, Mahmoud
    Al-Kabi, Mohammed
    Kanaan, Ghasan
    Al-Shalabi, Riyad
    INTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY, 2017, 14 (4A) : 654 - 661
  • [32] Quantifying catecholamines using multi-way kinetic modelling
    Nikolajsen, RPH
    Booksh, KS
    Hansen, ÅM
    Bro, R
    ANALYTICA CHIMICA ACTA, 2003, 475 (1-2) : 137 - 150
  • [33] Recursive Multi-Way PLS for Adaptive Calibration of Brain Computer Interface System
    Eliseyev, Andrey
    Benabid, Alim-Louis
    Aksenova, Tatiana
    ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2011, PT II, 2011, 6792 : 17 - +
  • [34] A multi-way analysis of similarity patterns in longevity improvements
    Giovanni Cardillo
    Paolo Giordani
    Susanna Levantesi
    Andrea Nigri
    Alessandro Spelta
    Statistical Methods & Applications, 2023, 32 : 1805 - 1828
  • [35] VQ image steganographic method with high embedding capacity using multi-way search approach
    Chang, CC
    Lin, CY
    Wang, YZ
    KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 3, PROCEEDINGS, 2005, 3683 : 1058 - 1064
  • [36] Determination of Thiabendazole and Bisphenol A in Environmental Water Samples Using Excitation-Emission Matrix Fluorescence Coupled With Chemical Multi-Way Calibration Method
    Sun Hai-bo
    Wu Hai-long
    Chen An-qi
    Sun Xiao-dong
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2021, 41 (08) : 2511 - 2517
  • [37] A multi-way analysis of similarity patterns in longevity improvements
    Cardillo, Giovanni
    Giordani, Paolo
    Levantesi, Susanna
    Nigri, Andrea
    Spelta, Alessandro
    STATISTICAL METHODS AND APPLICATIONS, 2023, 32 (05): : 1805 - 1828
  • [38] Fabrication of a novel molecularly imprinted biosensor assisted by multi-way calibration for simultaneous determination of cholesterol and cholestanol in serum samples
    Jalalvand, Ali R.
    CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2022, 226
  • [39] MULTI-WAY PROJECTIONS-BASED RECONSTRUCTION FOR HYPERSPECTRAL IMAGE DENOISING
    He, Zhi
    Zhou, Wei
    Li, Jun
    Liu, Lin
    2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2016, : 2913 - 2916
  • [40] Determination of riboflavin in human plasma by excitation-emission matrix fluorescence and multi-way analysis
    Niazi, A
    Yazdanipour, A
    Ghasemi, J
    Abbasi, A
    JOURNAL OF THE CHINESE CHEMICAL SOCIETY, 2006, 53 (02) : 503 - 510