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2024 | OriginalPaper | Chapter

Improving the Capabilities of Medical Imaging Scanners by Incorporating Backstepping Control

Authors : Said Ziani, Essahel Said, Amine Elammari

Published in: Sustainable and Green Technologies for Water and Environmental Management

Publisher: Springer Nature Switzerland

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Abstract

In this paper, we address the aforementioned limitations of conventional scanners in cardiac imaging and propose a solution to optimize their functionality. Specifically, we explore the integration of Backstepping control as a means to overcome these challenges. By incorporating Backstepping control algorithms into the imaging process of a conventional scanner, we aim to enhance image quality and accuracy in capturing cardiac images. Backstepping control is a control theory approach known for its ability to compensate for the motion of dynamic systems. By precisely tracking the movement of the heart during image acquisition, we can mitigate motion artifacts and improve the clarity of cardiac images. Through experimental investigations and simulations, we evaluate the effectiveness of the Backstepping control integration in a conventional scanner for cardiac imaging. We compare the results with traditional imaging techniques and specialized cardiac scanners, such as Cardiac CT or Coronary CT, to demonstrate the potential of our approach.

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Literature
go back to reference Achour HB et al (2022) Permanent magnet synchronous motor PMSM control by combining vector and PI controller. WSEAS Trans Syst Control 17:244–249CrossRef Achour HB et al (2022) Permanent magnet synchronous motor PMSM control by combining vector and PI controller. WSEAS Trans Syst Control 17:244–249CrossRef
go back to reference Ay MR, Ahmadian A, Ghadiri H, Maleki A, Ghafarian P, Zaidi H (2009) The influence of X-ray spectra filtration on image quality and patient dose in the GE VCT 64-slice cardiac CT scanner. In: 2009 3rd international conference on bioinformatics and biomedical engineering, Beijing, China, pp 1–4. https://doi.org/10.1109/ICBBE.2009.5163626 Ay MR, Ahmadian A, Ghadiri H, Maleki A, Ghafarian P, Zaidi H (2009) The influence of X-ray spectra filtration on image quality and patient dose in the GE VCT 64-slice cardiac CT scanner. In: 2009 3rd international conference on bioinformatics and biomedical engineering, Beijing, China, pp 1–4. https://​doi.​org/​10.​1109/​ICBBE.​2009.​5163626
go back to reference Ben Achour H et al (2023) PI controller and quadratic feedback of synchronous machine. In Farhaoui Y, Rocha A, Brahmia Z, Bhushab B (eds) Artificial intelligence and smart environment. ICAISE 2022. Lecture notes in networks and systems, vol 635. Springer, Cham Ben Achour H et al (2023) PI controller and quadratic feedback of synchronous machine. In Farhaoui Y, Rocha A, Brahmia Z, Bhushab B (eds) Artificial intelligence and smart environment. ICAISE 2022. Lecture notes in networks and systems, vol 635. Springer, Cham
go back to reference Chaou Y et al (2022) Nonlinear control of the permanent magnet synchronous motor PMSM using backstepping method. WSEAS Trans Syst Control 17:56–61CrossRef Chaou Y et al (2022) Nonlinear control of the permanent magnet synchronous motor PMSM using backstepping method. WSEAS Trans Syst Control 17:56–61CrossRef
go back to reference Chen X, Zhou B, Xie H, Shi L, Liu H, Liu C (2021) Investigation of direct and indirect approaches of deep-learning-based attenuation correction for general purpose and dedicated cardiac SPECT scanners. In: IEEE nuclear science symposium and medical imaging conference (NSS/MIC). Piscataway, NJ, USA 2021:1–2. https://doi.org/10.1109/NSS/MIC44867.2021.9875517 Chen X, Zhou B, Xie H, Shi L, Liu H, Liu C (2021) Investigation of direct and indirect approaches of deep-learning-based attenuation correction for general purpose and dedicated cardiac SPECT scanners. In: IEEE nuclear science symposium and medical imaging conference (NSS/MIC). Piscataway, NJ, USA 2021:1–2. https://​doi.​org/​10.​1109/​NSS/​MIC44867.​2021.​9875517
go back to reference Ghedamsi K, Aouzellag D, Berkouk E (2008) Control of wind generator associated to a flywheel energy storage system. Renew Energy 33:2145–2156CrossRef Ghedamsi K, Aouzellag D, Berkouk E (2008) Control of wind generator associated to a flywheel energy storage system. Renew Energy 33:2145–2156CrossRef
go back to reference Hafid BA et al (2023) A quadratic observer for sensorless drive system controller. In: Farhaoui Y, Rocha A, Brahmia Z, Bhushab B (eds) Artificial intelligence and smart environment. In: ICAISE 2022. Lecture notes in networks and systems, vol 635. Springer, Cham Hafid BA et al (2023) A quadratic observer for sensorless drive system controller. In: Farhaoui Y, Rocha A, Brahmia Z, Bhushab B (eds) Artificial intelligence and smart environment. In: ICAISE 2022. Lecture notes in networks and systems, vol 635. Springer, Cham
go back to reference Ito S, Yoo HW, Schitter G (2017) Comparison of modeling-free learning control algorithms for galvanometer scanner's periodic motion. In: 2017 IEEE international conference on advanced intelligent mechatronics (AIM), Munich, Germany, pp 1357–1362. https://doi.org/10.1109/AIM.2017.8014207 Ito S, Yoo HW, Schitter G (2017) Comparison of modeling-free learning control algorithms for galvanometer scanner's periodic motion. In: 2017 IEEE international conference on advanced intelligent mechatronics (AIM), Munich, Germany, pp 1357–1362. https://​doi.​org/​10.​1109/​AIM.​2017.​8014207
go back to reference Jana J, Tripathi S, Chowdhury RS, Bhattacharya A, Bhaumik J (2021) An area efficient VLSI architecture for 1-D and 2-D discrete wavelet transform (DWT) and inverse discrete wavelet transform (IDWT). In: Devices for Integrated Circuit (DevIC). Kalyani, India 2021:378–382. https://doi.org/10.1109/DevIC50843.2021.9455902 Jana J, Tripathi S, Chowdhury RS, Bhattacharya A, Bhaumik J (2021) An area efficient VLSI architecture for 1-D and 2-D discrete wavelet transform (DWT) and inverse discrete wavelet transform (IDWT). In: Devices for Integrated Circuit (DevIC). Kalyani, India 2021:378–382. https://​doi.​org/​10.​1109/​DevIC50843.​2021.​9455902
go back to reference Laabab I et al (2023a) A review of the application of artificial intelligence for weather prediction in solar energy: using artificial neural networks. In: Farhaoui Y, Rocha A, Brahmia Z, Bhushab B (eds) Artificial intelligence and smart environment. ICAISE 2022. Lecture notes in networks and systems, vol 635. Springer, Cham Laabab I et al (2023a) A review of the application of artificial intelligence for weather prediction in solar energy: using artificial neural networks. In: Farhaoui Y, Rocha A, Brahmia Z, Bhushab B (eds) Artificial intelligence and smart environment. ICAISE 2022. Lecture notes in networks and systems, vol 635. Springer, Cham
go back to reference Laabab I et al (2023b) A solar panels overheating protection: a review. Indones J Electr Eng Comput Sci 29(1):49–55 Laabab I et al (2023b) A solar panels overheating protection: a review. Indones J Electr Eng Comput Sci 29(1):49–55
go back to reference Ouhadou M et al (2018) Experimental modeling of the thermal resistance of the heat sink dedicated to SMD LEDs passive cooling. In: Proceedings of the 3rd international conference on smart city applications Ouhadou M et al (2018) Experimental modeling of the thermal resistance of the heat sink dedicated to SMD LEDs passive cooling. In: Proceedings of the 3rd international conference on smart city applications
go back to reference Ouhadou M et al (2019) Experimental investigation on thermal performances of SMD LEDs light bar: junction-to-case thermal resistance and junction temperature estimation. Optik 182 Ouhadou M et al (2019) Experimental investigation on thermal performances of SMD LEDs light bar: junction-to-case thermal resistance and junction temperature estimation. Optik 182
go back to reference Said Z (2022) Contribution to single-channel fetal electrocardiogram identification. Traitement Du Signal 39(6):2055–2060CrossRef Said Z (2022) Contribution to single-channel fetal electrocardiogram identification. Traitement Du Signal 39(6):2055–2060CrossRef
go back to reference Said Z (2023) Fetal electrocardiogram identification using statistical analysis. In: Farhaoui Y, Rocha A, Brahmia Z, Bhushab B (eds) Artificial intelligence and smart environment. ICAISE 2022. Lecture notes in networks and systems, vol 635. Springer, Cham Said Z (2023) Fetal electrocardiogram identification using statistical analysis. In: Farhaoui Y, Rocha A, Brahmia Z, Bhushab B (eds) Artificial intelligence and smart environment. ICAISE 2022. Lecture notes in networks and systems, vol 635. Springer, Cham
go back to reference Said Z, El Hassouani Y (2020b) Fetal electrocardiogram analysis based on LMS adaptive filtering and complex continuous wavelet 1-D. In: Farhaoui Y (eds) Big data and networks technologies. BDNT 2019. Lecture notes in networks and systems, vol 81. Springer, Cham. https://doi.org/10.1007/978-3-030-23672-4_26 Said Z, El Hassouani Y (2020b) Fetal electrocardiogram analysis based on LMS adaptive filtering and complex continuous wavelet 1-D. In: Farhaoui Y (eds) Big data and networks technologies. BDNT 2019. Lecture notes in networks and systems, vol 81. Springer, Cham. https://​doi.​org/​10.​1007/​978-3-030-23672-4_​26
go back to reference Said Z, Jbari A, Bellarbi L, Farhaoui Y (2018b) Blind maternal-fetal ECG separation based on the time-scale image TSI and SVD—ICA methods. Proc Comput Sci 134:322–327. ISSN 1877-0509 Said Z, Jbari A, Bellarbi L, Farhaoui Y (2018b) Blind maternal-fetal ECG separation based on the time-scale image TSI and SVD—ICA methods. Proc Comput Sci 134:322–327. ISSN 1877-0509
go back to reference Said Z, El Hassouani Y, Farhaoui Y (2019) An NMF based method for detecting RR interval. In: International conference on big data and smart digital environment 2019. Springer Said Z, El Hassouani Y, Farhaoui Y (2019) An NMF based method for detecting RR interval. In: International conference on big data and smart digital environment 2019. Springer
go back to reference Youssef C et al (2022) Electric vehicle backstepping controller using synchronous machine. In: The international conference on artificial intelligence and smart environment, pp 367–373 Youssef C et al (2022) Electric vehicle backstepping controller using synchronous machine. In: The international conference on artificial intelligence and smart environment, pp 367–373
go back to reference Youssef C et al (2023) Backstepping control of the permanent magnet synchronous generator (PMSG) used in a wind power system. In: Farhaoui Y, Rocha A, Brahmia Z, Bhushab B (eds) Artificial intelligence and smart environment. ICAISE 2022. Lecture notes in networks and systems, vol 635. Springer, Cham Youssef C et al (2023) Backstepping control of the permanent magnet synchronous generator (PMSG) used in a wind power system. In: Farhaoui Y, Rocha A, Brahmia Z, Bhushab B (eds) Artificial intelligence and smart environment. ICAISE 2022. Lecture notes in networks and systems, vol 635. Springer, Cham
go back to reference Ziani S (2023) Enhancing fetal electrocardiogram classification: A hybrid approach incorporating multimodal data fusion and advanced deep learning models. Multimed Tools Appl Ziani S (2023) Enhancing fetal electrocardiogram classification: A hybrid approach incorporating multimodal data fusion and advanced deep learning models. Multimed Tools Appl
Metadata
Title
Improving the Capabilities of Medical Imaging Scanners by Incorporating Backstepping Control
Authors
Said Ziani
Essahel Said
Amine Elammari
Copyright Year
2024
DOI
https://doi.org/10.1007/978-3-031-52419-6_9