Research on Sparse Decomposition Processing of Ultrasonic Signals of Heat Exchanger Fouling

被引:3
|
作者
Li, Xia [1 ]
Chen, Junhan [1 ]
Sun, Lingfang [1 ]
Li, Jing [1 ]
Zhao, Xiaohui [1 ]
机构
[1] Northeast Elect Power Univ, Sch Automat, Jilin 132012, Peoples R China
基金
中国国家自然科学基金;
关键词
Atomic dictionary; imperialist competitive algorithm (ICA); matching pursuit (MP); signal feature; ultrasonic testing; IMPERIALIST COMPETITIVE ALGORITHM; OPTIMIZATION;
D O I
10.1109/JSEN.2023.3279413
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Ultrasonic time-domain reflectometry has the advantages of real-time and accurate detection of fouling in heat exchange tubes, but owing to the complex detection environment, the received ultrasonic is noisy, and there are problems such as mutual interference between echoes. This article presents a new method for sparse decomposition based on selecting the atomic dictionary with a high degree of matching. The imperialist competitive algorithm (ICA) is used to optimize the atomic search process of the matching pursuit. Additionally, the global optimization ability of the ICA is improved by improving the moving mode and adding the update strategy. This way, problems such as low matching accuracy and slow searching speed of sparse decomposition are improved. This article reports on the characteristic reconstruction experiment run on the ultrasonic detection signal for heat transfer fouling to test the signal processing effect of the improved sparse decomposition method. [GRAPHICS]
引用
收藏
页码:15795 / 15802
页数:8
相关论文
共 50 条
  • [21] FOULING AND CLEANING STUDY OF A PLATE HEAT-EXCHANGER USED FOR CHOCOLATED DESSERTS PROCESSING
    RENE, F
    LEULIET, JC
    GOLDBERG, M
    LALANDE, M
    LAIT, 1988, 68 (01): : 85 - 102
  • [22] Resolution Improvement of Ultrasonic Signals Using Sparse Deconvolution and Variational Mode Decomposition Algorithms
    Abdessalem, Benammar
    Farid, Chibane
    RUSSIAN JOURNAL OF NONDESTRUCTIVE TESTING, 2020, 56 (06) : 479 - 489
  • [23] A multiresolution sparse signal representation approach for the decomposition of overlapping echoes in complex ultrasonic signals
    Wang, Haotian
    Zhang, Guangming
    Ma, Hongwei
    Zhang, Xuhui
    Chen, Yuan
    Harvey, David M.
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2024, 219
  • [25] The fouling in the tubular heat exchanger of Algiers refinery
    Rima Harche
    Abdelkader Mouheb
    Rafik Absi
    Heat and Mass Transfer, 2016, 52 : 947 - 956
  • [26] ACCOUNT FOR FOULING IN HEAT-EXCHANGER DESIGN
    SANATGAR, H
    SOMERSCALES, EFC
    CHEMICAL ENGINEERING PROGRESS, 1991, 87 (12) : 53 - 59
  • [27] EFFECTS OF NUTRIENT ACCUMULATION ON HEAT EXCHANGER FOULING
    STEINER, U
    CHEMICAL AND PROCESS ENGINEERING, 1971, 52 (12): : 60 - &
  • [28] Heat Exchanger Network Retrofit with Fouling Effects
    Rangfak, Supapol
    Siemanond, Kitipat
    27TH EUROPEAN SYMPOSIUM ON COMPUTER AIDED PROCESS ENGINEERING, PT A, 2017, 40A : 775 - 780
  • [29] Mitigation of heat exchanger fouling in the oil industry
    Al-Bagawi, JJ
    Said, SAM
    PROCEEDINGS OF AN INTERNATIONAL CONFERENCE ON MITIGATION OF HEAT EXCHANGER FOULING AND ITS ECONOMIC AND ENVIRONMENTAL IMPLICATIONS, 2001, : 193 - 197
  • [30] Mitigate fouling to improve heat exchanger reliability
    Joshi, HM
    HYDROCARBON PROCESSING, 1999, 78 (01): : 93 - 95