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Feasibility studies of artificial intelligence-driven diagnostics

2018/31/B/ST8/00454

Keywords

Descriptors

  • ST8_4: Mechanika ciała stałego, mechanika płynów, termodynamika
  • ST7_7: Przetwarzanie sygnałów
  • ST6_7: Sztuczna inteligencja, systemy inteligentne i wieloagentowe

Panel

ST8 – Production and processes engineering: modelling, product design, process design and control, construction methods and engineering, power units and systems

Host institution

Instytut Maszyn Przepływowych im. Roberta Szewalskiego PAN

Voivodeship: pomorskie

Other projects carried out by the institution »

Principal investigator (from the host institution)

dr hab. Paweł Kudela

Number of co-investigators in the project: 5

Call

OPUS 16 – announced on 2018-09-14

Amount awarded
911 560 PLN
Project start date
2019-09-03
Project end date
2023-05-02
Project duration
44 months (the same as in the proposal)
Project status
Project settled

Project description

Download the project description in a pdf file

Note — project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Equipment purchased [PL]

  1. Dysk sieciowy. Cost: 5 600 PLN
  2. Matlab.
  3. Stacja robocza z kartą nvidia Tesla. Cost: 36 000 PLN
  4. Zestaw komputerowy z dwoma monitorami. Cost: 14 000 PLN

Information in the final report

Publication in academic press/journals (6)

  1. Dataset on full ultrasonic guided wavefield measurements of a CFRP plate with fully bonded and partially debonded omega stringer

    Authors:
    P. Kudela, M. Radzienski, M. Moix-Bonet, Ch. Willberg, Y. Lugovtsova, J. Bulling, K. Tschoke, J. Moll
    Academic press:
    Data in Brief (year: 2022, volume: 42, pages: 108078), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.dib.2022.108078 – link to the publication

  2. Deep learning approach for delamination identification using animation of Lamb waves

    Authors:
    Saeed Ullah, Abdalraheem A. Ijjeh, Pawel Kudela
    Academic press:
    Engineering Applications of Artificial Intelligence (year: 2023, volume: 117, pages: 105520), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.engappai.2022.105520 – link to the publication

  3. Deep learning based segmentation using full wavefield processing for delamination identification: A comparative study

    Authors:
    Abdalraheem A. Ijjeh, Pawel Kudela
    Academic press:
    Mechanical Systems and Signal Processing (year: 2022, volume: 168, pages: 108671), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ymssp.2021.108671 – link to the publication

  4. Deep learning super-resolution for the reconstruction of full wavefield of Lamb waves

    Authors:
    Abdalraheem Ijjeh, Saeed Ullah, Maciej Radzienski, Pawel Kudela
    Academic press:
    Mechanical Systems and Signal Processing (year: 2023, volume: 186, pages: 109878), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ymssp.2022.109878 – link to the publication

  5. Parallel spectral element method for guided wave based structural health monitoring

    Authors:
    Pawel Kudela, Jochen Moll, Piotr Fiborek
    Academic press:
    Smart Materials and Structures (year: 2020, volume: 29, pages: 95010), Publisher: IOP Publishing
    Status:
    Published
    DOI:
    10.1088/1361-665X/ab9e10 – link to the publication

  6. Full wavefield processing by using FCN for delamination detection

    Authors:
    Abdalraheem A. Ijjeh, Saeed Ullah, Pawel Kudela
    Academic press:
    Mechanical Systems and Signal Processing (year: 2021, volume: 153, pages: 107537), Publisher: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ymssp.2020.107537 – link to the publication

Articles in post-conference publications (6)

  1. Feasibility Study of Full Waveeld Processing by Using CNN for Delamination Detection

    Authors:
    Abdalraheem A. Ijjeh, Pawel Kudela
    Conference:
    10th International Conference on Structural Health Monitoring of Intelligent Infrastructure (year: 2021, pages: 46027), Publisher: Conference Proceedings
    Date:
    conference 30 June - 2 July
    Status:
    Published

  2. Vectorization of the Code for Guided Wave Propagation Problems

    Authors:
    Pawel Kudela, Piotr Fiborek
    Conference:
    European Workshop on Structural Health Monitoring. EWSHM 2020. Lecture Notes in Civil Engineering (year: 2021, pages: 707-715), Publisher: Springer, Cham.
    Date:
    conference July 4-7 2020
    Status:
    Published

  3. Delamination detection by using Pyramid Scene Parsing Network on Guided waves

    Authors:
    Saeed Ullah, Pawel Kudela
    Conference:
    10th International Conference on Structural Health Monitoring of Intelligent Infrastructure (year: 2021, pages: 46028), Publisher: Conference Proceedings
    Date:
    conference 30 June - 2 July
    Status:
    Published

  4. ConvLSTM Based Approach for Delamination Identification Using Sequences of Lamb Waves

    Authors:
    S. Ullah, P. Kudela
    Conference:
    European Workshop on Structural Health Monitoring (year: 2023, pages: 541-550), Publisher: Springer
    Date:
    conference 4-7 July 2022
    Status:
    Published

  5. A Deep Learning Based Super-Resolution Approach for the Reconstruction of Full Wavefields of Lamb Waves

    Authors:
    S. Ullah, P. Kudela, W. Ostachowicz
    Conference:
    2023 50th Annual Review of Progress in Quantitative Nondestructive Evaluation (year: 2023, pages: 109860), Publisher: American Society of Mechanical Engineers
    Date:
    conference 24-27.06.2023
    Status:
    Published

  6. Delamination Identification Using Global Convolution Networks

    Authors:
    A. Ijjeh, P. Kudela
    Conference:
    European Workshop on Structural Health Monitoring (year: 2023, pages: 521-529), Publisher: Springer
    Date:
    conference 4-7 July 2022
    Status:
    Published

Book publications / chapters in book publications (4)

  1. Guided Wave Based Structural Health Monitoring

    Authors:
    Saeed Ullah
    Book:
    Wybrane zagadnienia inżynierii mechanicznej (year: 2020, volume: -, pages: 14489), Publisher: Wydawnictwo Instytutu Maszyn Przepływowych PAN
    Status:
    Published

  2. Machine Learning for SHM: Literature Review

    Authors:
    Abdalraheem Ijjeh
    Book:
    Wybrane zagadnienia inżynierii mechanicznej (year: 2020, volume: -, pages: 40-79), Publisher: Wydawnictwo Instytutu Maszyn Przepływowych PAN
    Status:
    Published

  3. Articial Neural Networks and its applications in Guided Wave-based Damage Detection

    Authors:
    Saeed Ullah
    Book:
    Selected problems in mechanical engineering 2021 (year: 2021, volume: -, pages: 399-435), Publisher: Wydawnictwo Instytutu Maszyn Przepływowych PAN
    Status:
    Published

  4. Data-driven based approach for damage detection

    Authors:
    Abdalraheem A. Ijjeh
    Book:
    Selected problems in mechanical engineering 2021 (year: 2021, volume: -, pages: 41-71), Publisher: Wydawnictwo Instytutu Maszyn Przepływowych PAN
    Status:
    Published

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Graphic design and implementation: Jakub Piotrowski