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The Latest Developments and Challenges in Biomedical Engineering de Pawe¿ Strumi¿¿o

The Latest Developments and Challenges in Biomedical Engineering: Lecture Notes in Networks and Systems, cartea 746

Editat de Pawe¿ Strumi¿¿o, Artur Klepaczko, Micha¿ Strzelecki, Dorota Boci¿ga
en Limba Engleză Paperback – 12 sep 2023

Considerăm că acest volum, publicat sub egida Springer, reprezintă o resursă tehnică esențială pentru înțelegerea direcțiilor actuale de cercetare din 2024 în ingineria medicală. Lucrarea The Latest Developments and Challenges in Biomedical Engineering reunește 35 de studii de caz și metodologii prezentate la a 23-a ediție a Conferinței Poloneze de Biocibernetică, oferind o perspectivă aplicată asupra modului în care procesarea semnalelor și imaginilor, biomaterialele și inteligența artificială transformă practica clinică.

Structura volumului este organizată pentru a facilita tranziția de la studiul materialelor la sisteme complexe de diagnostic. Primele capitole abordează provocări specifice, precum influența îmbătrânirii asupra compozitelor dentare sau utilizarea rețelelor neuronale convoluționale (CNN) pentru segmentarea endoteliului corneean. Progresia conținutului este logică, avansând spre aplicații de telemedicină, cum ar fi aplicațiile mobile pentru învățarea limbajului semnelor sau sistemele inteligente de dozare a pastilelor pentru persoanele cu dizabilități. Abordarea diferă de Biocybernetics and Biomedical Engineering - Current Trends and Challenges de Dorota G. Pijanowska prin actualitatea datelor din 2023 și printr-un accent mult mai pronunțat pe integrarea AI în radiomică și chirurgia robotică, fiind mai puțin abstract și mai mult orientat spre implementarea tehnică.

Recomandăm acest volum inginerilor și dezvoltatorilor software din departamentele R&D care caută algoritmi riguroși pentru analiza datelor multimodale ale pacienților. Ritmul textului este unul dens, specific literaturii academice, unde fiecare capitol este susținut de date experimentale și modele matematice, transformând o disciplină teoretică într-un set de instrumente practice pentru ingineria sănătății inteligente.

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Specificații

ISBN-13: 9783031384295
ISBN-10: 3031384296
Pagini: 480
Ilustrații: X, 468 p. 176 illus., 129 illus. in color.
Dimensiuni: 155 x 235 x 25 mm
Greutate: 0.81 kg
Ediția:1st edition 2024
Editura: Springer
Colecția Lecture Notes in Networks and Systems
Seria Lecture Notes in Networks and Systems

Locul publicării:Cham, Switzerland

De ce să citești această carte

Această carte este indispensabilă cercetătorilor și studenților la master sau doctorat care doresc să stăpânească cele mai noi aplicații ale AI în medicină. Cititorul câștigă acces la metodologii testate pentru procesarea imaginilor și semnalelor biomedicale, beneficiind de soluții concrete pentru provocări actuale precum diagnosticarea asistată de calculator și dezvoltarea de noi biomateriale, toate validate în cadrul unei conferințe internaționale de prestigiu.

Descriere scurtă

The book contains 35 chapters, in which you can find various examples of the development of methods and/or systems supporting medical diagnostics and therapy, related to biomedical imaging, signal and image processing, biomaterials and artificial organs, modelling of biomedical systems, which were presented as current research topics at the 23rd Polish Biocybernetics and Biomedical Engineering Conference, held at the Institute of Electronics, Lodz University of Technology in September 2023.
The ongoing and dynamic development of AI-based data processing and analysis methods plays an increasingly important role in medicine. This book addresses these issues by presenting applications of such methods in various areas, such as disease diagnosis and prediction, particularly through the use of image data analysis algorithms. Other topics covered include personalized medicine, where multimodal patient data is acquired and analyzed, as well as robotic surgery and clinical decision support.
The book is of interest to an advanced and broad readership, including researchers and engineers representing both medical, biological, and engineering viewpoints. Its readers may also be graduate and postgraduate students in various fields such as biomedical engineering, artificial intelligence, biomaterials, and medical electronics, as well as software developers in R&D departments working in the field of intelligent healthcare engineering.

Cuprins

The Influence of Aging Conditions on The Properties of Polymer Dental Composites.- Modified CNN-Watershed for Corneal Endothelium Segmentation: Image-to-Image vs Sliding-Window Comparison.- Colour Clustering and Deep Transfer Learning Tech-niques for Breast Cancer Detection using Mammography Images.- Tissue Pattern Classication with CNN in Histological Images.- Classification of Recorded Electrooculographic Signals on Drive Activity for Assessing Four Kind of Driver Inattention by Bagged Trees Algorithm: A Pilot Study.- Bioimpedance spectroscopy - niche applications in medicine: systematic review.- Smart pillcase system to support the elderly and the disabled.- Using frequency correction of stethoscope recordings to improve classification of respiratory sounds.- Constructing a panoramic radiograph image based on magnetic resonance imaging data.- Mobile application for learning Polish Sign Language.- Improving the predictive ability of radiomics-based regression survival models throughincorporating multiple regions of interest.- Assessing the prognosis of patients with metastatic or recurrent non-small cell lung cancer in the era of immunotherapy and targeted therapy.- Predicting the risk of metastatic dissemination in non-small cell lung cancer using clinical and genetic data.- Measurement of blood flow in the carotid artery as one of the elements of assessing the ability for pilots in the gravitational force conditions –review of available solutions.- Application of unsuppressed water peaks for MRS Thermometry.- Using local normalization and local thresholding in the detection of small objects in MR brain images.- Evaluation of Neurological Disorders in Isokinetic Dynamometry and Surface Electromyography Activity of Biceps and Triceps Muscles.- Robust Multiresolution and Multistain Background Segmentation in Whole Slide Images.- Optimization of the BOLD hemodynamic response function for EEG-fMRI studies in epilepsy.- Metastasis modelling approaches - comparison ofideas.- Impact of visual image quality on lymphocyte detection using YOLOv5 and RetinaNet algorithms.- Opportunities of Data Medicine: Telemonitoring of Multimodal Medical Data in Outpatient Care.- Analyzing the performance of Real-Coded Genetic Algorithm with control locations for multi-robot path planning.- Detection of people swimming in water reservoirs with the use of multimodal imaging and machine learning.- Improving the resolution and SNR of diffusion magnetic resonance images from a low-field scanner.- EMG mapping technique for pinch meter robot extension.- Monte-Carlo modeling of optical sensors for postoperative free flap monitoring.- 3D-Breast system for determining the volume of tissue needed for breast reconstruction.- Using histogram skewness and kurtosis features for detection of White Matter Hyperintensities in MRI images.- Preeclampsia risk prediction using machine learning methods trained on synthetic data.- Model of lung cancer progression and metastasis – need for a delay.- Texture analysis versus deep learning in MRI-based classification of renal failure.- Data Glove for the Recognition of the Letters of the Polish Sign Language Alphabet.- Haptic display of depth images in an electronic travel aid for the blind: technical indoor trials.- Computational approach for verification of aortic wall tear size on CT contrast distribution in patients with type B aortic dissection – the preliminary study.

Caracteristici

Includes the proceedings of the 23rd Polish Conference on Biocybernetics and Biomedical Engineering Presents the latest biocybernetics and biomedical engineering research Written by experts in the field