| Title: |
Decision Support System for the Design Process of Apatite Biopolymer Composite Parts |
| Authors: |
Panda Anton; Dyadyura Kostiantyn; Dmitrishin Dmitriy; Smorodin Andrey; Prokopovich Igor |
| Source: |
Management Systems in Production Engineering, Vol 32, Iss 4, Pp 548-554 (2024) |
| Publisher Information: |
Sciendo, 2024. |
| Publication Year: |
2024 |
| Collection: |
LCC:Production management. Operations management |
| Subject Terms: |
deep learning-based neural network application; apatite biopolymer composites; 3d printing; tissue engineering; medical devices; drug delivery; bone scaffolds; additive manufacturing; Production management. Operations management; TS155-194 |
| Description: |
In connection with the increase in the number and severity of various types of bone tissue injuries received as a result of wounds during military operations in Ukraine, an important issue in orthopedics and traumatology is making informed decisions about the possibility of restoring the integrity and functions of bone tissue when using different types of composition, porosity and strength of apatite-biopolymer composites. The scientific direction of research is the development of principles and methods for making scientifically based decisions in the design and additive manufacturing of bone substitutes based on apatite-biopolymer composites with functional properties depending on the nature of the localization of the cavity bone defect and its size. A set of methods for analyzing images of bone tissue, taking into account its spatial structure, which are obtained by sensors of different physical nature, with the use of neural network models, development of methods of their design, optimization and training is proposed. The new knowledge obtained as a result of the project will become the necessary basis for making optimal decisions in practice for the introduction of the latest methods of treatment and prosthetics in trauma surgery, oncology, cranio-maxillofacial surgery, dentistry, taking into account the risks of biocompatibility of apatite-biopolymer composites. Software development of an intelligent decision support system will be used to design bone substitutes with controlled composition, structure, porosity and mechanical strength for the further selection of additive technology for its production from apatite-polymer composites, which will contribute to increasing the efficiency of treatment and prosthetics in orthopedics and traumatology. |
| Document Type: |
article |
| File Description: |
electronic resource |
| Language: |
English; Polish; Russian |
| ISSN: |
2450-5781 |
| Relation: |
https://doaj.org/toc/2450-5781 |
| DOI: |
10.2478/mspe-2024-0052 |
| Access URL: |
https://doaj.org/article/bc48b5a65bf64978a2a1082f3c3ea41d |
| Accession Number: |
edsdoj.bc48b5a65bf64978a2a1082f3c3ea41d |
| Database: |
Directory of Open Access Journals |