Specificity of 3D Printing and AI-Based Optimization of Medical Devices Using the Example of a Group of Exoskeletons

Applied Sciences, Journal Year: 2023, Volume and Issue: 13(2), P. 1060 - 1060

Published: Jan. 12, 2023

Three-dimensional-printed medical devices are a separate group of necessary for the development personalized medicine. The present article discusses modern and specific exoskeletons, which aims to our own experiences in selection materials, design, artificial-intelligence optimization, production, testing several generations various upper limb exoskeletons when considering Medical Devices Regulation (MDR) ISO 13485 10993 standards. Work is underway maintain methodological rigor inherent develop new business models achieve cost-effectiveness so that inadequate legislation does not stop this technologies (3D scanning, 3D printing, reverse engineering) healthcare system. gap between research engineering practice clinical printing should be bridged as quickly carefully possible. This measure will ensure transfer proven solutions into practice. growing maturity technology increasingly impact everyday practice, it prepare specialists strategic organizational changes realize correct implementation based on needs patients clinicians.

Language: Английский

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Application of artificial intelligence in multimaterial additive manufacturing

Elsevier eBooks, Journal Year: 2025, Volume and Issue: unknown, P. 453 - 473

Published: Jan. 1, 2025

Language: Английский

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Overview of 3D Printed Exoskeleton Materials and Opportunities for Their AI-Based Optimization

Applied Sciences, Journal Year: 2023, Volume and Issue: 13(14), P. 8384 - 8384

Published: July 20, 2023

An aging population, the effects of pandemics and civilization-related conditions, limited leapfrogging in number rehabilitation physiotherapy specialists are driving demand for modern assistive technologies, especially upper lower limb exoskeletons. Patient-tailored devices a rapidly developing group both from biomechanics, informatics, materials engineering perspective. In particular, technological development 3D printing, expanding range available their properties (including contact with living tissue bodily fluids), possibility selecting optimizing them using artificial intelligence machine learning) encouraging emergence new concepts, particularly within Industry 4.0 paradigm. The article provides an overview what is this area, including assessment as yet untapped research industrial and, part, clinical potential.

Language: Английский

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Personalization of the 3D-Printed Upper Limb Exoskeleton Design—Mechanical and IT Aspects

Applied Sciences, Journal Year: 2023, Volume and Issue: 13(12), P. 7236 - 7236

Published: June 17, 2023

The human hand is the most precise and versatile tool that nature has given man, any deficits in this area affect functional capabilities quality of life. Scientists, engineers clinicians are constantly looking for solutions field diagnosis, treatment, rehabilitation care patients with function deficits. One such solution a exoskeleton. In process designing testing exoskeleton, emphasis should be placed on full usability comfort system; hence, issues personalization, matching crucial development discussed group solutions. aim paper to present possibilities personalizing 3D-printed medical devicesbased our own experience user assessment andthe material selection, design, optimization using artificial intelligence production several generations different upper limb exoskeletons, incorporatingthe considerations Medical Device Regulation (MDR), ISO 13485 10993 standards.The novelty possible contribution proposed approach consist limitations personalization exoskeleton article as well directions further significant scientific, technical clinical importance.

Language: Английский

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Concept of the Intelligent Support of Decision Making for Manufacturing a 3D-Printed Hand Exoskeleton within Industry 4.0 and Industry 5.0 Paradigms

Electronics, Journal Year: 2024, Volume and Issue: 13(11), P. 2091 - 2091

Published: May 28, 2024

Supporting the decision-making process for production of a 3D-printed hand exoskeleton within Industry 4.0 and 5.0 paradigms brings new concepts manufacturing procedures medical devices, including exoskeletons clinical applications. The article focuses on current developments in design their future directions from point view implementation applications practice. Despite numerous publications subject exoskeletons, many have not yet entered application. results research to date indicate that they achieve good therapeutic effects only terms motor control, but also broader context: ensuring independence preventing secondary changes. This makes interdisciplinary key study influencing lives patients with function deficits further work physiotherapists. main aim this is check what direction can be developed modern economic perspective how decision support systems accelerate these processes based literature review, expert opinions, case study.

Language: Английский

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Medical Image Segmentation Algorithm Based on Deep Learning and Convolutional Neural Network

Published: Feb. 24, 2023

In recent years, image processing technology is constantly updated, which also makes the development of medicine into a new stage, and medical becoming science with progress technology, artificial intelligence other fields. As an important branch imaging, segmentation has become one most active dynamic problems in research. this paper, we propose improved fusion rule depth-residual structure feature extraction network to achieve accurate non-target edge localization between multiple regions images, conduct experiments on algorithm after network, good experimental results.

Language: Английский

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Artificial intelligence in the design and production of personalized 3D printed products – conclusions from the project “Things are for People”

Mechanik, Journal Year: 2023, Volume and Issue: 4, P. 6 - 11

Published: April 1, 2023

Language: Английский

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